From d4d1c9b7baf7246d351e59dca5c9fea4adf6410b Mon Sep 17 00:00:00 2001
From: consultoria-as <ialcarazsalazar@consultoria-as.com>
Date: Thu, 5 Feb 2026 07:13:46 +0000
Subject: [PATCH] Implement complete autoparts catalog system (5 phases)

FASE 1: Parts Database
- Added part_categories, part_groups, parts, vehicle_parts tables
- 12 categories, 190 groups with Spanish translations
- API endpoints for categories, groups, parts CRUD

FASE 2: Cross-References & Aftermarket
- Added manufacturers, aftermarket_parts, part_cross_references tables
- 24 manufacturers, quality tier system (economy/standard/premium/oem)
- Part number search across OEM and aftermarket

FASE 3: Exploded Diagrams
- Added diagrams, vehicle_diagrams, diagram_hotspots tables
- SVG viewer with zoom controls and interactive hotspots
- 3 sample diagrams (brake, oil filter, suspension)

FASE 4: Search & VIN Decoder
- SQLite FTS5 full-text search with auto-sync triggers
- NHTSA VIN decoder API integration with 30-day cache
- Unified search endpoint

FASE 5: Optimization & UX
- API pagination (page/per_page, max 100 items)
- Dark mode with localStorage persistence
- Keyboard shortcuts (/, Ctrl+K, Escape, Backspace, Ctrl+D)
- Breadcrumb navigation
- ARIA accessibility (labels, roles, focus management)
- Skip link for keyboard users

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
---
 dashboard/dashboard.js                        | 1482 ++++++++++++++-
 dashboard/index.html                          |  812 +++++++-
 dashboard/server.py                           | 1688 ++++++++++++++++-
 dashboard/static/diagrams/brake_assembly.svg  |   65 +
 .../static/diagrams/oil_filter_system.svg     |   73 +
 .../static/diagrams/suspension_assembly.svg   |   84 +
 .../docs/database_example_complete.sql        |  527 +++++
 .../docs/database_schema_diagram.md           |  208 ++
 .../scripts/populate_categories.py            |  548 ++++++
 vehicle_database/scripts/populate_fase2.py    |  574 ++++++
 vehicle_database/scripts/populate_fase3.py    |  697 +++++++
 vehicle_database/scripts/populate_fase4.py    |  312 +++
 vehicle_database/sql/schema.sql               |  233 ++-
 vehicle_database/vehicle_database.db          |  Bin 2273280 -> 7548928 bytes
 14 files changed, 7262 insertions(+), 41 deletions(-)
 create mode 100644 dashboard/static/diagrams/brake_assembly.svg
 create mode 100644 dashboard/static/diagrams/oil_filter_system.svg
 create mode 100644 dashboard/static/diagrams/suspension_assembly.svg
 create mode 100644 vehicle_database/docs/database_example_complete.sql
 create mode 100644 vehicle_database/docs/database_schema_diagram.md
 create mode 100644 vehicle_database/scripts/populate_categories.py
 create mode 100644 vehicle_database/scripts/populate_fase2.py
 create mode 100644 vehicle_database/scripts/populate_fase3.py
 create mode 100755 vehicle_database/scripts/populate_fase4.py

diff --git a/dashboard/dashboard.js b/dashboard/dashboard.js
index 787ec35..9bf9f60 100644
--- a/dashboard/dashboard.js
+++ b/dashboard/dashboard.js
@@ -1,12 +1,21 @@
-// Vehicle Dashboard JavaScript - Navegación por tarjetas
+// Vehicle Dashboard JavaScript - Navegacion por tarjetas
 class VehicleDashboard {
     constructor() {
-        this.currentView = 'brands'; // brands, models, vehicles
+        this.currentView = 'brands'; // brands, models, vehicles, categories, groups, parts, diagrams
         this.selectedBrand = null;
         this.selectedModel = null;
+        this.selectedYear = null; // FASE 5: Track selected year for breadcrumb
+        this.selectedVehicleId = null;
+        this.selectedCategory = null;
+        this.selectedGroupId = null;
+        this.selectedGroup = null; // FASE 5: Track selected group for breadcrumb
         this.allVehicles = [];
         this.filteredVehicles = [];
-        this.stats = { brands: 0, models: 0, vehicles: 0 };
+        this.allCategories = [];
+        this.allParts = [];
+        this.stats = { brands: 0, models: 0, vehicles: 0, parts: 0 };
+        this.currentDiagramZoom = 1; // FASE 3: Zoom level for diagram viewer
+        this.lastFocusedElement = null; // FASE 5: Track focus for modal management
         this.init();
     }
 
@@ -14,13 +23,17 @@ class VehicleDashboard {
         await this.loadStats();
         await this.showBrands();
         this.bindFilterEvents();
+        this.bindKeyboardShortcuts(); // FASE 5: Keyboard shortcuts
+        this.initDarkMode(); // FASE 5: Dark mode
     }
 
     async loadStats() {
         try {
-            const [brandsRes, vehiclesRes] = await Promise.all([
+            const [brandsRes, vehiclesRes, partsRes, categoriesRes] = await Promise.all([
                 fetch('/api/brands'),
-                fetch('/api/vehicles')
+                fetch('/api/vehicles'),
+                fetch('/api/parts'),
+                fetch('/api/categories')
             ]);
 
             if (brandsRes.ok && vehiclesRes.ok) {
@@ -38,6 +51,16 @@ class VehicleDashboard {
                 document.getElementById('totalModels').textContent = this.stats.models;
                 document.getElementById('totalVehicles').textContent = this.stats.vehicles;
             }
+
+            if (partsRes.ok) {
+                const parts = await partsRes.json();
+                this.stats.parts = parts.length || 0;
+                document.getElementById('totalParts').textContent = this.stats.parts;
+            }
+
+            if (categoriesRes.ok) {
+                this.allCategories = await categoriesRes.json();
+            }
         } catch (error) {
             console.error('Error loading stats:', error);
         }
@@ -47,6 +70,9 @@ class VehicleDashboard {
         const breadcrumb = document.getElementById('breadcrumb');
         let html = '';
 
+        // FASE 5: Enhanced breadcrumb with full path: Brand -> Model -> Year -> Category -> Group
+        const yearDisplay = this.selectedYear ? `<span class="breadcrumb-year">${this.selectedYear}</span>` : '';
+
         if (this.currentView === 'brands') {
             html = `<li class="breadcrumb-item active"><i class="fas fa-home"></i> Marcas</li>`;
         } else if (this.currentView === 'models') {
@@ -72,15 +98,272 @@ class VehicleDashboard {
                 </li>
                 <li class="breadcrumb-item active">${this.selectedModel}</li>
             `;
+        } else if (this.currentView === 'categories') {
+            html = `
+                <li class="breadcrumb-item">
+                    <a href="#" onclick="dashboard.goToBrands(); return false;">
+                        <i class="fas fa-home"></i> Marcas
+                    </a>
+                </li>
+                <li class="breadcrumb-item">
+                    <a href="#" onclick="dashboard.goToModels('${this.selectedBrand}'); return false;">
+                        ${this.selectedBrand}
+                    </a>
+                </li>
+                <li class="breadcrumb-item">
+                    <a href="#" onclick="dashboard.goToVehicles('${this.selectedBrand}', '${this.selectedModel}'); return false;">
+                        ${this.selectedModel}
+                    </a>
+                </li>
+                ${this.selectedYear ? `<li class="breadcrumb-item">${yearDisplay}</li>` : ''}
+                <li class="breadcrumb-item active">Categorias</li>
+            `;
+        } else if (this.currentView === 'groups') {
+            html = `
+                <li class="breadcrumb-item">
+                    <a href="#" onclick="dashboard.goToBrands(); return false;">
+                        <i class="fas fa-home"></i> Marcas
+                    </a>
+                </li>
+                <li class="breadcrumb-item">
+                    <a href="#" onclick="dashboard.goToModels('${this.selectedBrand}'); return false;">
+                        ${this.selectedBrand}
+                    </a>
+                </li>
+                <li class="breadcrumb-item">
+                    <a href="#" onclick="dashboard.goToVehicles('${this.selectedBrand}', '${this.selectedModel}'); return false;">
+                        ${this.selectedModel}
+                    </a>
+                </li>
+                ${this.selectedYear ? `<li class="breadcrumb-item">${yearDisplay}</li>` : ''}
+                <li class="breadcrumb-item">
+                    <a href="#" onclick="dashboard.goToCategories(${this.selectedVehicleId}); return false;">
+                        Categorias
+                    </a>
+                </li>
+                <li class="breadcrumb-item active">${this.selectedCategory ? (this.selectedCategory.name_es || this.selectedCategory.name) : 'Grupos'}</li>
+            `;
+        } else if (this.currentView === 'parts') {
+            const groupName = this.selectedGroup ? (this.selectedGroup.name_es || this.selectedGroup.name) : 'Grupo';
+            html = `
+                <li class="breadcrumb-item">
+                    <a href="#" onclick="dashboard.goToBrands(); return false;">
+                        <i class="fas fa-home"></i> Marcas
+                    </a>
+                </li>
+                <li class="breadcrumb-item">
+                    <a href="#" onclick="dashboard.goToModels('${this.selectedBrand}'); return false;">
+                        ${this.selectedBrand}
+                    </a>
+                </li>
+                <li class="breadcrumb-item">
+                    <a href="#" onclick="dashboard.goToVehicles('${this.selectedBrand}', '${this.selectedModel}'); return false;">
+                        ${this.selectedModel}
+                    </a>
+                </li>
+                ${this.selectedYear ? `<li class="breadcrumb-item">${yearDisplay}</li>` : ''}
+                <li class="breadcrumb-item">
+                    <a href="#" onclick="dashboard.goToCategories(${this.selectedVehicleId}); return false;">
+                        Categorias
+                    </a>
+                </li>
+                <li class="breadcrumb-item">
+                    <a href="#" onclick="dashboard.goToGroups(${this.selectedCategory ? this.selectedCategory.id : 0}); return false;">
+                        ${this.selectedCategory ? (this.selectedCategory.name_es || this.selectedCategory.name) : 'Categoria'}
+                    </a>
+                </li>
+                <li class="breadcrumb-item active">${groupName}</li>
+            `;
         }
 
         breadcrumb.innerHTML = html;
     }
 
+    // FASE 5: Keyboard shortcuts
+    bindKeyboardShortcuts() {
+        document.addEventListener('keydown', (e) => {
+            // Check if user is typing in an input/textarea
+            const isTyping = e.target.tagName === 'INPUT' || e.target.tagName === 'TEXTAREA';
+
+            // Close modals with Escape (always works)
+            if (e.key === 'Escape') {
+                this.closeAllModals();
+                return;
+            }
+
+            // Skip other shortcuts if typing
+            if (isTyping) {
+                return;
+            }
+
+            // Focus search input with "/" or Ctrl+K
+            if (e.key === '/' || (e.ctrlKey && e.key === 'k')) {
+                e.preventDefault();
+                const searchInput = document.getElementById('partNumberSearch');
+                if (searchInput) {
+                    searchInput.focus();
+                }
+                return;
+            }
+
+            // Toggle dark mode with Ctrl+D
+            if (e.ctrlKey && e.key === 'd') {
+                e.preventDefault();
+                this.toggleDarkMode();
+                return;
+            }
+
+            // Go back one level with Backspace
+            if (e.key === 'Backspace') {
+                e.preventDefault();
+                this.goBack();
+                return;
+            }
+        });
+    }
+
+    // FASE 5: Close all open modals
+    closeAllModals() {
+        const modals = ['partDetailModal', 'searchResultsModal', 'diagramModal', 'vinDecoderModal'];
+        modals.forEach(modalId => {
+            const modalEl = document.getElementById(modalId);
+            if (modalEl) {
+                const modal = bootstrap.Modal.getInstance(modalEl);
+                if (modal) {
+                    modal.hide();
+                }
+            }
+        });
+    }
+
+    // FASE 5: Go back one level in navigation
+    goBack() {
+        switch (this.currentView) {
+            case 'models':
+                this.goToBrands();
+                break;
+            case 'vehicles':
+                this.goToModels(this.selectedBrand);
+                break;
+            case 'categories':
+                this.goToVehicles(this.selectedBrand, this.selectedModel);
+                break;
+            case 'groups':
+                this.goToCategories(this.selectedVehicleId);
+                break;
+            case 'parts':
+                if (this.selectedCategory) {
+                    this.goToGroups(this.selectedCategory.id);
+                } else {
+                    this.goToCategories(this.selectedVehicleId);
+                }
+                break;
+            default:
+                // Already at top level (brands)
+                break;
+        }
+    }
+
+    // FASE 5: Initialize dark mode from localStorage
+    initDarkMode() {
+        const savedTheme = localStorage.getItem('autopartes-theme');
+        if (savedTheme === 'dark') {
+            document.documentElement.setAttribute('data-theme', 'dark');
+            this.updateDarkModeIcon(true);
+        }
+
+        // Bind toggle button
+        const toggleBtn = document.getElementById('darkModeToggle');
+        if (toggleBtn) {
+            toggleBtn.addEventListener('click', () => this.toggleDarkMode());
+        }
+    }
+
+    // FASE 5: Toggle dark mode
+    toggleDarkMode() {
+        const currentTheme = document.documentElement.getAttribute('data-theme');
+        const isDark = currentTheme === 'dark';
+
+        if (isDark) {
+            document.documentElement.removeAttribute('data-theme');
+            localStorage.setItem('autopartes-theme', 'light');
+        } else {
+            document.documentElement.setAttribute('data-theme', 'dark');
+            localStorage.setItem('autopartes-theme', 'dark');
+        }
+
+        this.updateDarkModeIcon(!isDark);
+    }
+
+    // FASE 5: Update dark mode toggle icon
+    updateDarkModeIcon(isDark) {
+        const toggleBtn = document.getElementById('darkModeToggle');
+        if (toggleBtn) {
+            const icon = toggleBtn.querySelector('i');
+            if (icon) {
+                icon.className = isDark ? 'fas fa-sun' : 'fas fa-moon';
+            }
+        }
+    }
+
+    // FASE 5: Make cards keyboard accessible
+    makeCardsAccessible(containerSelector, cardSelector) {
+        const container = document.querySelector(containerSelector);
+        if (!container) return;
+
+        const cards = container.querySelectorAll(cardSelector);
+        cards.forEach((card, index) => {
+            // Add accessibility attributes
+            card.setAttribute('tabindex', '0');
+            card.setAttribute('role', 'button');
+
+            // Get the card text for aria-label
+            const cardText = card.textContent.trim().replace(/\s+/g, ' ');
+            card.setAttribute('aria-label', cardText.substring(0, 100));
+
+            // Add keyboard event handler
+            card.addEventListener('keydown', (e) => {
+                if (e.key === 'Enter' || e.key === ' ') {
+                    e.preventDefault();
+                    card.click();
+                }
+            });
+        });
+    }
+
+    // FASE 5: Open modal with focus management
+    openModalWithFocus(modalId) {
+        this.lastFocusedElement = document.activeElement;
+        const modalEl = document.getElementById(modalId);
+        if (!modalEl) return null;
+
+        const modal = new bootstrap.Modal(modalEl);
+
+        // Focus first focusable element when modal is shown
+        modalEl.addEventListener('shown.bs.modal', () => {
+            const focusable = modalEl.querySelector('button, [href], input, select, textarea, [tabindex]:not([tabindex="-1"])');
+            if (focusable) {
+                focusable.focus();
+            }
+        }, { once: true });
+
+        // Return focus when modal is hidden
+        modalEl.addEventListener('hidden.bs.modal', () => {
+            if (this.lastFocusedElement && document.body.contains(this.lastFocusedElement)) {
+                this.lastFocusedElement.focus();
+            }
+        }, { once: true });
+
+        modal.show();
+        return modal;
+    }
+
     async showBrands() {
         this.currentView = 'brands';
         this.selectedBrand = null;
         this.selectedModel = null;
+        this.selectedYear = null; // FASE 5: Reset year
+        this.selectedGroup = null; // FASE 5: Reset group
         this.updateBreadcrumb();
         this.hideFilters();
 
@@ -146,6 +429,9 @@ class VehicleDashboard {
                 `).join('')}
             </div>`;
 
+            // FASE 5: Make brand cards keyboard accessible
+            this.makeCardsAccessible('#mainContent', '.brand-card');
+
         } catch (error) {
             console.error('Error:', error);
             container.innerHTML = `
@@ -162,6 +448,8 @@ class VehicleDashboard {
         this.currentView = 'models';
         this.selectedBrand = brand;
         this.selectedModel = null;
+        this.selectedYear = null; // FASE 5: Reset year
+        this.selectedGroup = null; // FASE 5: Reset group
         this.updateBreadcrumb();
         this.hideFilters();
 
@@ -241,6 +529,9 @@ class VehicleDashboard {
                 }).join('')}
             </div>`;
 
+            // FASE 5: Make model cards keyboard accessible
+            this.makeCardsAccessible('#mainContent', '.model-card');
+
         } catch (error) {
             console.error('Error:', error);
             container.innerHTML = `
@@ -260,6 +551,8 @@ class VehicleDashboard {
         this.currentView = 'vehicles';
         this.selectedBrand = brand;
         this.selectedModel = model;
+        this.selectedYear = null; // FASE 5: Reset year (will be set when selecting vehicle)
+        this.selectedGroup = null; // FASE 5: Reset group
         this.updateBreadcrumb();
         this.showFilters();
 
@@ -272,15 +565,30 @@ class VehicleDashboard {
         `;
 
         try {
-            const response = await fetch(
-                `/api/vehicles?brand=${encodeURIComponent(brand)}&model=${encodeURIComponent(model)}`
-            );
+            // Fetch both vehicles info and model_year_engine IDs
+            const [vehiclesRes, myeRes] = await Promise.all([
+                fetch(`/api/vehicles?brand=${encodeURIComponent(brand)}&model=${encodeURIComponent(model)}`),
+                fetch(`/api/model-year-engine?brand=${encodeURIComponent(brand)}&model=${encodeURIComponent(model)}`)
+            ]);
 
-            if (!response.ok) {
+            if (!vehiclesRes.ok || !myeRes.ok) {
                 throw new Error('Error al cargar vehículos');
             }
 
-            this.allVehicles = await response.json();
+            const vehicles = await vehiclesRes.json();
+            const myeRecords = await myeRes.json();
+
+            // Merge mye_id into vehicles based on matching fields
+            this.allVehicles = vehicles.map(v => {
+                const mye = myeRecords.find(m =>
+                    m.brand === v.brand &&
+                    m.model === v.model &&
+                    m.year === v.year &&
+                    m.engine === v.engine &&
+                    (m.trim_level === v.trim_level || (!m.trim_level && !v.trim_level) || (m.trim_level === 'unknown' && v.trim_level === 'unknown'))
+                );
+                return { ...v, mye_id: mye ? mye.id : null };
+            });
             this.filteredVehicles = [...this.allVehicles];
 
             // Poblar filtros
@@ -411,6 +719,9 @@ class VehicleDashboard {
                                 <span class="badge bg-primary">${v.trim_level}</span>
                             </div>
                         ` : ''}
+                        <button class="btn-parts" onclick="dashboard.goToCategories(${v.mye_id})">
+                            <i class="fas fa-cogs"></i> Ver Partes
+                        </button>
                     </div>
                 </div>
             `).join('')}
@@ -431,6 +742,1157 @@ class VehicleDashboard {
     hideFilters() {
         document.getElementById('filtersBar').style.display = 'none';
     }
+
+    async goToCategories(myeId) {
+        this.currentView = 'categories';
+        this.selectedVehicleId = myeId;
+        this.selectedCategory = null;
+
+        // FASE 5: Find the vehicle to get year for breadcrumb
+        const vehicle = this.allVehicles.find(v => v.mye_id === myeId);
+        if (vehicle) {
+            this.selectedYear = vehicle.year;
+        }
+
+        this.updateBreadcrumb();
+        this.hideFilters();
+
+        const container = document.getElementById('mainContent');
+        container.innerHTML = `
+            <div class="loading-state">
+                <i class="fas fa-spinner fa-spin"></i>
+                <h4>Cargando categorías...</h4>
+            </div>
+        `;
+
+        try {
+            // Get all categories (since we don't have vehicle-specific parts yet, show all categories)
+            const response = await fetch('/api/categories');
+
+            if (!response.ok) {
+                throw new Error('Error al cargar categorías');
+            }
+
+            this.allCategories = await response.json();
+            this.displayCategories();
+
+        } catch (error) {
+            console.error('Error:', error);
+            container.innerHTML = `
+                <div class="empty-state">
+                    <i class="fas fa-exclamation-triangle"></i>
+                    <h4>Error al cargar categorías</h4>
+                    <p>${error.message}</p>
+                    <button class="btn btn-back mt-3" onclick="dashboard.goToVehicles('${this.selectedBrand}', '${this.selectedModel}')">
+                        <i class="fas fa-arrow-left"></i> Volver a vehículos
+                    </button>
+                </div>
+            `;
+        }
+    }
+
+    displayCategories() {
+        const container = document.getElementById('mainContent');
+
+        if (this.allCategories.length === 0) {
+            container.innerHTML = `
+                <div class="empty-state">
+                    <i class="fas fa-folder-open"></i>
+                    <h4>No hay categorías disponibles</h4>
+                    <p>Este vehículo no tiene partes registradas</p>
+                    <button class="btn btn-back mt-3" onclick="dashboard.goToVehicles('${this.selectedBrand}', '${this.selectedModel}')">
+                        <i class="fas fa-arrow-left"></i> Volver a vehículos
+                    </button>
+                </div>
+            `;
+            return;
+        }
+
+        container.innerHTML = `<div class="content-grid categories-grid">
+            ${this.allCategories.map(cat => {
+                // Use icon_name directly from database (e.g., "fa-cog", "fa-bolt")
+                const iconClass = cat.icon_name || 'fa-cog';
+                const displayName = cat.name_es || cat.name;
+                return `
+                    <div class="category-card" onclick="dashboard.goToGroups(${cat.id})">
+                        <div class="category-icon">
+                            <i class="fas ${iconClass}"></i>
+                        </div>
+                        <div class="category-name">${displayName}</div>
+                        <div class="category-count">
+                            ${cat.children ? cat.children.length + ' subcategorías' : ''}
+                        </div>
+                    </div>
+                `;
+            }).join('')}
+        </div>
+        <div class="mt-3">
+            <button class="btn btn-back" onclick="dashboard.goToVehicles('${this.selectedBrand}', '${this.selectedModel}')">
+                <i class="fas fa-arrow-left"></i> Volver a vehículos
+            </button>
+        </div>`;
+
+        // FASE 5: Make category cards keyboard accessible
+        this.makeCardsAccessible('#mainContent', '.category-card');
+    }
+
+    async goToGroups(categoryId) {
+        this.currentView = 'groups';
+        const category = this.allCategories.find(c => c.id === categoryId);
+        this.selectedCategory = category || { id: categoryId, name: 'Categoria' };
+        this.selectedGroup = null; // FASE 5: Reset group
+        this.updateBreadcrumb();
+        this.hideFilters();
+
+        const container = document.getElementById('mainContent');
+        container.innerHTML = `
+            <div class="loading-state">
+                <i class="fas fa-spinner fa-spin"></i>
+                <h4>Cargando grupos...</h4>
+            </div>
+        `;
+
+        try {
+            const response = await fetch(`/api/categories/${categoryId}/groups`);
+
+            if (!response.ok) {
+                throw new Error('Error al cargar grupos');
+            }
+
+            const groups = await response.json();
+            this.displayGroups(groups, categoryId);
+
+        } catch (error) {
+            console.error('Error:', error);
+            container.innerHTML = `
+                <div class="empty-state">
+                    <i class="fas fa-exclamation-triangle"></i>
+                    <h4>Error al cargar grupos</h4>
+                    <p>${error.message}</p>
+                    <button class="btn btn-back mt-3" onclick="dashboard.goToCategories(${this.selectedVehicleId})">
+                        <i class="fas fa-arrow-left"></i> Volver a categorías
+                    </button>
+                </div>
+            `;
+        }
+    }
+
+    displayGroups(groups, categoryId) {
+        const container = document.getElementById('mainContent');
+
+        if (groups.length === 0) {
+            container.innerHTML = `
+                <div class="empty-state">
+                    <i class="fas fa-folder-open"></i>
+                    <h4>No hay grupos en esta categoría</h4>
+                    <button class="btn btn-back mt-3" onclick="dashboard.goToCategories(${this.selectedVehicleId})">
+                        <i class="fas fa-arrow-left"></i> Volver a categorías
+                    </button>
+                </div>
+            `;
+            return;
+        }
+
+        container.innerHTML = `
+        <h4 class="mb-3">${this.selectedCategory.name_es || this.selectedCategory.name}</h4>
+        <div class="content-grid categories-grid">
+            ${groups.map(group => `
+                <div class="category-card">
+                    <div class="category-icon" style="background: linear-gradient(135deg, var(--secondary-color), #2980b9);" onclick="dashboard.goToParts(${group.id})">
+                        <i class="fas fa-layer-group"></i>
+                    </div>
+                    <div class="category-name" onclick="dashboard.goToParts(${group.id})">${group.name_es || group.name}</div>
+                    <div class="mt-2">
+                        <button class="btn btn-sm btn-primary me-1" onclick="dashboard.goToParts(${group.id})">
+                            <i class="fas fa-cogs"></i> Ver Partes
+                        </button>
+                        <button class="btn btn-sm btn-outline-secondary" onclick="dashboard.goToDiagrams(${group.id})" title="Ver Diagramas">
+                            <i class="fas fa-project-diagram"></i> Diagramas
+                        </button>
+                    </div>
+                </div>
+            `).join('')}
+        </div>
+        <div class="mt-3">
+            <button class="btn btn-back" onclick="dashboard.goToCategories(${this.selectedVehicleId})">
+                <i class="fas fa-arrow-left"></i> Volver a categorías
+            </button>
+        </div>`;
+
+        // FASE 5: Make group cards keyboard accessible
+        this.makeCardsAccessible('#mainContent', '.category-card');
+    }
+
+    async goToParts(groupId) {
+        this.currentView = 'parts';
+        this.selectedGroupId = groupId;
+
+        // FASE 5: Fetch group details for breadcrumb
+        try {
+            const response = await fetch(`/api/groups/${groupId}`);
+            if (response.ok) {
+                this.selectedGroup = await response.json();
+            }
+        } catch (error) {
+            console.error('Error fetching group details:', error);
+            this.selectedGroup = { id: groupId, name: 'Grupo' };
+        }
+
+        this.updateBreadcrumb();
+        this.hideFilters();
+
+        const container = document.getElementById('mainContent');
+        container.innerHTML = `
+            <div class="loading-state">
+                <i class="fas fa-spinner fa-spin"></i>
+                <h4>Cargando partes...</h4>
+            </div>
+        `;
+
+        try {
+            const response = await fetch(`/api/parts?group_id=${groupId}`);
+
+            if (!response.ok) {
+                throw new Error('Error al cargar partes');
+            }
+
+            this.allParts = await response.json();
+            this.displayParts();
+
+        } catch (error) {
+            console.error('Error:', error);
+            container.innerHTML = `
+                <div class="empty-state">
+                    <i class="fas fa-exclamation-triangle"></i>
+                    <h4>Error al cargar partes</h4>
+                    <p>${error.message}</p>
+                    <button class="btn btn-back mt-3" onclick="dashboard.goToGroups(${this.selectedCategory.id})">
+                        <i class="fas fa-arrow-left"></i> Volver a grupos
+                    </button>
+                </div>
+            `;
+        }
+    }
+
+    displayParts() {
+        const container = document.getElementById('mainContent');
+
+        if (this.allParts.length === 0) {
+            container.innerHTML = `
+                <div class="empty-state">
+                    <i class="fas fa-box-open"></i>
+                    <h4>No hay partes disponibles</h4>
+                    <p>Este grupo no tiene partes registradas aún</p>
+                    <button class="btn btn-back mt-3" onclick="dashboard.goToGroups(${this.selectedCategory.id})">
+                        <i class="fas fa-arrow-left"></i> Volver a grupos
+                    </button>
+                </div>
+            `;
+            return;
+        }
+
+        container.innerHTML = `
+            <div class="parts-table">
+                <table>
+                    <thead>
+                        <tr>
+                            <th><i class="fas fa-barcode"></i> OEM #</th>
+                            <th><i class="fas fa-tag"></i> Nombre</th>
+                            <th><i class="fas fa-layer-group"></i> Grupo</th>
+                            <th><i class="fas fa-eye"></i> Acción</th>
+                        </tr>
+                    </thead>
+                    <tbody>
+                        ${this.allParts.map(part => `
+                            <tr>
+                                <td><span class="part-oem-badge">${part.oem_part_number || 'N/A'}</span></td>
+                                <td>${part.name_es || part.name || 'Sin nombre'}</td>
+                                <td>${part.group_name || 'N/A'}</td>
+                                <td>
+                                    <button class="btn-view" onclick="dashboard.showPartDetail(${part.id})">
+                                        <i class="fas fa-search"></i> Ver
+                                    </button>
+                                </td>
+                            </tr>
+                        `).join('')}
+                    </tbody>
+                </table>
+            </div>
+            <div class="mt-3">
+                <button class="btn btn-back" onclick="dashboard.goToGroups(${this.selectedCategory.id})">
+                    <i class="fas fa-arrow-left"></i> Volver a grupos
+                </button>
+            </div>
+        `;
+    }
+
+    async showPartDetail(partId) {
+        // FASE 5: Use focus management for modal
+        const contentContainer = document.getElementById('partDetailContent');
+
+        contentContainer.innerHTML = `
+            <div class="text-center py-4">
+                <i class="fas fa-spinner fa-spin fa-2x"></i>
+                <p class="mt-2">Cargando detalles...</p>
+            </div>
+        `;
+
+        const modal = this.openModalWithFocus('partDetailModal');
+
+        try {
+            // Fetch part details, alternatives, and cross-references in parallel
+            const [partRes, alternativesRes, crossRefsRes] = await Promise.all([
+                fetch(`/api/parts/${partId}`),
+                fetch(`/api/parts/${partId}/alternatives`),
+                fetch(`/api/parts/${partId}/cross-references`)
+            ]);
+
+            if (!partRes.ok) {
+                throw new Error('Error al cargar detalle de la parte');
+            }
+
+            const part = await partRes.json();
+            const alternatives = alternativesRes.ok ? await alternativesRes.json() : [];
+            const crossRefs = crossRefsRes.ok ? await crossRefsRes.json() : [];
+
+            contentContainer.innerHTML = `
+                <div class="row">
+                    <div class="col-12">
+                        <h4 class="mb-3">${part.name_es || part.name || 'Sin nombre'}</h4>
+                    </div>
+                </div>
+                <div class="part-detail-row">
+                    <span class="part-detail-label">Número OEM</span>
+                    <span class="part-detail-value"><span class="part-oem-badge">${part.oem_part_number || 'N/A'}</span></span>
+                </div>
+                <div class="part-detail-row">
+                    <span class="part-detail-label">Categoría</span>
+                    <span class="part-detail-value">${part.category_name_es || part.category_name || 'N/A'}</span>
+                </div>
+                <div class="part-detail-row">
+                    <span class="part-detail-label">Grupo</span>
+                    <span class="part-detail-value">${part.group_name_es || part.group_name || 'N/A'}</span>
+                </div>
+                ${part.description || part.description_es ? `
+                <div class="part-detail-row">
+                    <span class="part-detail-label">Descripción</span>
+                    <span class="part-detail-value">${part.description_es || part.description}</span>
+                </div>
+                ` : ''}
+
+                <!-- FASE 2: Cross-Referencias Section -->
+                ${this.renderCrossReferences(crossRefs)}
+
+                <!-- FASE 2: Alternativas Aftermarket Section -->
+                ${this.renderAlternatives(alternatives)}
+            `;
+
+        } catch (error) {
+            console.error('Error:', error);
+            contentContainer.innerHTML = `
+                <div class="text-center py-4">
+                    <i class="fas fa-exclamation-triangle fa-2x text-warning"></i>
+                    <p class="mt-2">${error.message}</p>
+                </div>
+            `;
+        }
+    }
+
+    // FASE 2: Render cross-references section
+    renderCrossReferences(crossRefs) {
+        if (!crossRefs || crossRefs.length === 0) {
+            return '';
+        }
+
+        const badges = crossRefs.map(ref => {
+            const refNumber = ref.cross_reference_number || ref.part_number || ref;
+            const brand = ref.brand ? ` (${ref.brand})` : '';
+            return `<span class="crossref-badge">${refNumber}${brand}</span>`;
+        }).join('');
+
+        return `
+            <div class="crossref-section">
+                <h5><i class="fas fa-exchange-alt"></i> Cross-Referencias</h5>
+                <div>
+                    ${badges}
+                </div>
+            </div>
+        `;
+    }
+
+    // FASE 2: Render alternatives section
+    renderAlternatives(alternatives) {
+        if (!alternatives || alternatives.length === 0) {
+            return '';
+        }
+
+        const rows = alternatives.map(alt => `
+            <tr>
+                <td>${alt.brand || 'N/A'}</td>
+                <td>${alt.part_number || 'N/A'}</td>
+                <td>${alt.name_es || alt.name || 'N/A'}</td>
+                <td>${this.getQualityBadge(alt.quality_tier)}</td>
+                <td class="price-tag">${this.formatPrice(alt.price)}</td>
+            </tr>
+        `).join('');
+
+        return `
+            <div class="alternatives-section">
+                <h5><i class="fas fa-clone"></i> Alternativas Aftermarket</h5>
+                <table class="alternatives-table">
+                    <thead>
+                        <tr>
+                            <th>Marca</th>
+                            <th>Número de Parte</th>
+                            <th>Nombre</th>
+                            <th>Calidad</th>
+                            <th>Precio</th>
+                        </tr>
+                    </thead>
+                    <tbody>
+                        ${rows}
+                    </tbody>
+                </table>
+            </div>
+        `;
+    }
+
+    // FASE 2: Get quality tier badge HTML
+    getQualityBadge(tier) {
+        const tiers = {
+            'economy': { class: 'quality-economy', label: 'Económico' },
+            'standard': { class: 'quality-standard', label: 'Estándar' },
+            'premium': { class: 'quality-premium', label: 'Premium' },
+            'oem': { class: 'quality-oem', label: 'OEM' }
+        };
+
+        const tierInfo = tiers[tier?.toLowerCase()] || tiers['standard'];
+        return `<span class="quality-badge ${tierInfo.class}">${tierInfo.label}</span>`;
+    }
+
+    // FASE 2: Format price as currency
+    formatPrice(price) {
+        if (price === null || price === undefined) {
+            return 'N/A';
+        }
+        return new Intl.NumberFormat('es-MX', {
+            style: 'currency',
+            currency: 'MXN'
+        }).format(price);
+    }
+
+    // FASE 2/4: Search by part number or general search
+    async searchPartNumber() {
+        const searchInput = document.getElementById('partNumberSearch');
+        const searchTerm = searchInput.value.trim();
+
+        if (!searchTerm) {
+            return;
+        }
+
+        // FASE 4: Check if input looks like a VIN (17 characters alphanumeric)
+        if (searchTerm.length === 17 && /^[A-HJ-NPR-Z0-9]{17}$/i.test(searchTerm)) {
+            // Offer to decode VIN
+            if (confirm('El texto parece ser un VIN. ¿Deseas decodificarlo?')) {
+                document.getElementById('vinInput').value = searchTerm.toUpperCase();
+                this.openVinDecoder();
+                return;
+            }
+        }
+
+        // FASE 5: Use focus management for modal
+        const contentContainer = document.getElementById('searchResultsContent');
+
+        contentContainer.innerHTML = `
+            <div class="text-center py-4">
+                <i class="fas fa-spinner fa-spin fa-2x"></i>
+                <p class="mt-2">Buscando "${searchTerm}"...</p>
+            </div>
+        `;
+
+        const modal = this.openModalWithFocus('searchResultsModal');
+
+        try {
+            // FASE 4: Use full-text search endpoint for general search
+            let response;
+            // Try part number search first
+            response = await fetch(`/api/search/part-number/${encodeURIComponent(searchTerm)}`);
+
+            let results = [];
+            if (response.ok) {
+                results = await response.json();
+            }
+
+            // If no results from part number, try general search
+            if (results.length === 0) {
+                const searchResponse = await fetch(`/api/search?q=${encodeURIComponent(searchTerm)}`);
+                if (searchResponse.ok) {
+                    const searchData = await searchResponse.json();
+                    results = searchData.parts || searchData || [];
+                }
+            }
+
+            this.showSearchResults(results, searchTerm);
+
+        } catch (error) {
+            console.error('Error:', error);
+            contentContainer.innerHTML = `
+                <div class="text-center py-4">
+                    <i class="fas fa-exclamation-triangle fa-2x text-warning"></i>
+                    <p class="mt-2">Error al buscar: ${error.message}</p>
+                </div>
+            `;
+        }
+    }
+
+    // FASE 2: Display search results
+    showSearchResults(results, searchTerm) {
+        const contentContainer = document.getElementById('searchResultsContent');
+        const modalTitle = document.getElementById('searchResultsModalLabel');
+
+        modalTitle.innerHTML = `<i class="fas fa-search"></i> Resultados para "${searchTerm}"`;
+
+        if (!results || results.length === 0) {
+            contentContainer.innerHTML = `
+                <div class="text-center py-4">
+                    <i class="fas fa-search fa-2x text-muted"></i>
+                    <p class="mt-2">No se encontraron resultados para "${searchTerm}"</p>
+                </div>
+            `;
+            return;
+        }
+
+        const resultItems = results.map(part => `
+            <div class="search-result-item" onclick="dashboard.showPartDetailFromSearch(${part.id})">
+                <div class="d-flex justify-content-between align-items-center">
+                    <div>
+                        <div class="search-result-part-number">
+                            <span class="part-oem-badge">${part.oem_part_number || part.part_number || 'N/A'}</span>
+                        </div>
+                        <div class="search-result-name mt-1">${part.name_es || part.name || 'Sin nombre'}</div>
+                    </div>
+                    <div class="text-end">
+                        ${part.quality_tier ? this.getQualityBadge(part.quality_tier) : ''}
+                        ${part.brand ? `<div class="text-muted small mt-1">${part.brand}</div>` : ''}
+                    </div>
+                </div>
+            </div>
+        `).join('');
+
+        contentContainer.innerHTML = `
+            <p class="text-muted mb-3">${results.length} resultado${results.length !== 1 ? 's' : ''} encontrado${results.length !== 1 ? 's' : ''}</p>
+            <div class="search-results-list">
+                ${resultItems}
+            </div>
+        `;
+
+        // FASE 5: Make search result items keyboard accessible
+        this.makeCardsAccessible('#searchResultsContent', '.search-result-item');
+    }
+
+    // FASE 2: Show part detail from search results (closes search modal first)
+    showPartDetailFromSearch(partId) {
+        // Close search results modal
+        const searchModal = bootstrap.Modal.getInstance(document.getElementById('searchResultsModal'));
+        if (searchModal) {
+            searchModal.hide();
+        }
+
+        // Small delay to allow modal transition, then show part detail
+        setTimeout(() => {
+            this.showPartDetail(partId);
+        }, 300);
+    }
+
+    // FASE 3: Go to diagrams view for a group
+    async goToDiagrams(groupId) {
+        const container = document.getElementById('mainContent');
+        container.innerHTML = `
+            <div class="loading-state">
+                <i class="fas fa-spinner fa-spin"></i>
+                <h4>Cargando diagramas...</h4>
+            </div>
+        `;
+
+        try {
+            const response = await fetch(`/api/groups/${groupId}/diagrams`);
+
+            if (!response.ok) {
+                throw new Error('Error al cargar diagramas');
+            }
+
+            const diagrams = await response.json();
+            this.displayDiagramThumbnails(diagrams, groupId);
+
+        } catch (error) {
+            console.error('Error:', error);
+            container.innerHTML = `
+                <div class="empty-state">
+                    <i class="fas fa-exclamation-triangle"></i>
+                    <h4>Error al cargar diagramas</h4>
+                    <p>${error.message}</p>
+                    <button class="btn btn-back mt-3" onclick="dashboard.goToGroups(${this.selectedCategory ? this.selectedCategory.id : 0})">
+                        <i class="fas fa-arrow-left"></i> Volver a grupos
+                    </button>
+                </div>
+            `;
+        }
+    }
+
+    // FASE 3: Display diagram thumbnails grid
+    displayDiagramThumbnails(diagrams, groupId) {
+        const container = document.getElementById('mainContent');
+
+        if (!diagrams || diagrams.length === 0) {
+            container.innerHTML = `
+                <div class="empty-state">
+                    <i class="fas fa-project-diagram"></i>
+                    <h4>No hay diagramas disponibles</h4>
+                    <p>Este grupo no tiene diagramas registrados</p>
+                    <button class="btn btn-back mt-3" onclick="dashboard.goToGroups(${this.selectedCategory ? this.selectedCategory.id : 0})">
+                        <i class="fas fa-arrow-left"></i> Volver a grupos
+                    </button>
+                </div>
+            `;
+            return;
+        }
+
+        container.innerHTML = `
+            <div class="diagram-viewer">
+                <div class="diagram-header">
+                    <h5 class="mb-0"><i class="fas fa-project-diagram"></i> Diagramas del Grupo</h5>
+                    <span class="badge bg-light text-dark">${diagrams.length} diagrama${diagrams.length !== 1 ? 's' : ''}</span>
+                </div>
+                <div class="diagram-thumbnails">
+                    ${diagrams.map(diagram => `
+                        <div class="diagram-thumbnail" onclick="dashboard.showDiagram(${diagram.id})">
+                            <div style="height: 100px; display: flex; align-items: center; justify-content: center; background: #f8f9fa; border-radius: 4px;">
+                                ${diagram.thumbnail_url
+                                    ? `<img src="${diagram.thumbnail_url}" alt="${diagram.name_es || diagram.name}">`
+                                    : `<i class="fas fa-project-diagram fa-3x text-muted"></i>`
+                                }
+                            </div>
+                            <div class="diagram-thumbnail-name">${diagram.name_es || diagram.name || 'Diagrama'}</div>
+                        </div>
+                    `).join('')}
+                </div>
+            </div>
+            <div class="mt-3">
+                <button class="btn btn-back" onclick="dashboard.goToGroups(${this.selectedCategory ? this.selectedCategory.id : 0})">
+                    <i class="fas fa-arrow-left"></i> Volver a grupos
+                </button>
+            </div>
+        `;
+
+        // FASE 5: Make diagram thumbnails keyboard accessible
+        this.makeCardsAccessible('#mainContent', '.diagram-thumbnail');
+    }
+
+    // FASE 3: Show diagram in modal with hotspots
+    async showDiagram(diagramId) {
+        // FASE 5: Use focus management for modal
+        const contentContainer = document.getElementById('diagramModalContent');
+        const modalTitle = document.getElementById('diagramModalLabel');
+
+        contentContainer.innerHTML = `
+            <div class="text-center py-5">
+                <i class="fas fa-spinner fa-spin fa-2x"></i>
+                <p class="mt-2">Cargando diagrama...</p>
+            </div>
+        `;
+
+        const modal = this.openModalWithFocus('diagramModal');
+
+        try {
+            const response = await fetch(`/api/diagrams/${diagramId}`);
+
+            if (!response.ok) {
+                throw new Error('Error al cargar diagrama');
+            }
+
+            const diagram = await response.json();
+            modalTitle.innerHTML = `<i class="fas fa-project-diagram"></i> ${diagram.name_es || diagram.name || 'Diagrama'}`;
+
+            this.currentDiagramZoom = 1;
+            this.renderDiagramWithHotspots(diagram);
+
+        } catch (error) {
+            console.error('Error:', error);
+            contentContainer.innerHTML = `
+                <div class="text-center py-5">
+                    <i class="fas fa-exclamation-triangle fa-2x text-warning"></i>
+                    <p class="mt-2">Error al cargar diagrama: ${error.message}</p>
+                </div>
+            `;
+        }
+    }
+
+    // FASE 3: Render diagram with interactive hotspots
+    renderDiagramWithHotspots(diagram) {
+        const contentContainer = document.getElementById('diagramModalContent');
+        const hotspots = diagram.hotspots || [];
+
+        contentContainer.innerHTML = `
+            <div class="diagram-header">
+                <span>${diagram.description_es || diagram.description || ''}</span>
+                <div class="zoom-controls">
+                    <button onclick="dashboard.zoomDiagram(-0.1)" title="Reducir">
+                        <i class="fas fa-minus"></i>
+                    </button>
+                    <button onclick="dashboard.zoomDiagram(0)" title="Restablecer">
+                        <i class="fas fa-redo"></i>
+                    </button>
+                    <button onclick="dashboard.zoomDiagram(0.1)" title="Ampliar">
+                        <i class="fas fa-plus"></i>
+                    </button>
+                </div>
+            </div>
+            <div class="diagram-container" style="overflow: auto;">
+                <div class="diagram-svg-wrapper" id="diagramWrapper" style="transform: scale(${this.currentDiagramZoom}); transform-origin: center center;">
+                    ${diagram.svg_content
+                        ? diagram.svg_content
+                        : diagram.image_url
+                            ? `<img src="${diagram.image_url}" alt="${diagram.name_es || diagram.name}" style="max-width: 100%;">`
+                            : `<div class="text-center text-muted py-5">
+                                <i class="fas fa-image fa-4x"></i>
+                                <p class="mt-3">No hay imagen de diagrama disponible</p>
+                               </div>`
+                    }
+                    ${hotspots.map((hotspot, index) => this.renderHotspot(hotspot, index)).join('')}
+                </div>
+            </div>
+            ${hotspots.length > 0 ? `
+                <div class="p-3 border-top">
+                    <h6 class="mb-2"><i class="fas fa-info-circle"></i> Leyenda de Partes</h6>
+                    <div class="row">
+                        ${hotspots.map((hotspot, index) => `
+                            <div class="col-md-4 col-sm-6 mb-2">
+                                <span class="badge bg-primary me-1">${index + 1}</span>
+                                <span class="small">${hotspot.name_es || hotspot.name || hotspot.label || 'Parte ' + (index + 1)}</span>
+                            </div>
+                        `).join('')}
+                    </div>
+                </div>
+            ` : ''}
+        `;
+    }
+
+    // FASE 3: Render individual hotspot marker
+    renderHotspot(hotspot, index) {
+        const x = hotspot.x || hotspot.position_x || 0;
+        const y = hotspot.y || hotspot.position_y || 0;
+        const width = hotspot.width || 30;
+        const height = hotspot.height || 30;
+
+        return `
+            <div class="hotspot"
+                 style="left: ${x}px; top: ${y}px; width: ${width}px; height: ${height}px;"
+                 onclick="dashboard.onHotspotClick(${JSON.stringify(hotspot).replace(/"/g, '&quot;')})"
+                 title="${hotspot.name_es || hotspot.name || hotspot.label || ''}">
+                <div class="hotspot-label" style="left: ${width + 5}px; top: 0;">
+                    ${index + 1}
+                </div>
+                <svg width="${width}" height="${height}" style="position: absolute; top: 0; left: 0;">
+                    <circle cx="${width/2}" cy="${height/2}" r="${Math.min(width, height)/2 - 2}"
+                            fill="rgba(231, 76, 60, 0.3)"
+                            stroke="var(--accent-color)"
+                            stroke-width="2"/>
+                </svg>
+            </div>
+        `;
+    }
+
+    // FASE 3: Handle hotspot click
+    onHotspotClick(hotspot) {
+        if (hotspot.part_id) {
+            // Close diagram modal first
+            const diagramModal = bootstrap.Modal.getInstance(document.getElementById('diagramModal'));
+            if (diagramModal) {
+                diagramModal.hide();
+            }
+
+            // Small delay to allow modal transition, then show part detail
+            setTimeout(() => {
+                this.showPartDetail(hotspot.part_id);
+            }, 300);
+        } else {
+            // Show tooltip or alert with hotspot info
+            const name = hotspot.name_es || hotspot.name || hotspot.label || 'Parte';
+            const description = hotspot.description_es || hotspot.description || '';
+
+            alert(`${name}${description ? '\n\n' + description : ''}`);
+        }
+    }
+
+    // FASE 3: Zoom diagram controls
+    zoomDiagram(delta) {
+        const wrapper = document.getElementById('diagramWrapper');
+        if (!wrapper) return;
+
+        if (delta === 0) {
+            // Reset zoom
+            this.currentDiagramZoom = 1;
+        } else {
+            // Adjust zoom with limits
+            this.currentDiagramZoom = Math.max(0.5, Math.min(2, this.currentDiagramZoom + delta));
+        }
+
+        wrapper.style.transform = `scale(${this.currentDiagramZoom})`;
+    }
+
+    // FASE 4: Open VIN decoder modal
+    openVinDecoder() {
+        // Clear previous results
+        document.getElementById('vinResult').innerHTML = '';
+        // FASE 5: Use focus management for modal
+        this.openModalWithFocus('vinDecoderModal');
+    }
+
+    // FASE 4: Decode VIN
+    async decodeVin() {
+        const vinInput = document.getElementById('vinInput');
+        const vin = vinInput.value.trim().toUpperCase();
+        const resultContainer = document.getElementById('vinResult');
+
+        // Validate VIN
+        if (!vin) {
+            resultContainer.innerHTML = `
+                <div class="alert alert-warning">
+                    <i class="fas fa-exclamation-triangle"></i> Por favor ingresa un VIN
+                </div>
+            `;
+            return;
+        }
+
+        if (vin.length !== 17) {
+            resultContainer.innerHTML = `
+                <div class="alert alert-warning">
+                    <i class="fas fa-exclamation-triangle"></i> El VIN debe tener exactamente 17 caracteres (actual: ${vin.length})
+                </div>
+            `;
+            return;
+        }
+
+        // Check for invalid characters (I, O, Q are not allowed in VINs)
+        if (/[IOQ]/i.test(vin)) {
+            resultContainer.innerHTML = `
+                <div class="alert alert-warning">
+                    <i class="fas fa-exclamation-triangle"></i> El VIN contiene caracteres invalidos. Las letras I, O y Q no se permiten en VINs.
+                </div>
+            `;
+            return;
+        }
+
+        // Validate VIN format
+        if (!/^[A-HJ-NPR-Z0-9]{17}$/i.test(vin)) {
+            resultContainer.innerHTML = `
+                <div class="alert alert-warning">
+                    <i class="fas fa-exclamation-triangle"></i> El VIN contiene caracteres invalidos. Solo se permiten letras (excepto I, O, Q) y numeros.
+                </div>
+            `;
+            return;
+        }
+
+        resultContainer.innerHTML = `
+            <div class="text-center py-4">
+                <i class="fas fa-spinner fa-spin fa-2x"></i>
+                <p class="mt-2">Decodificando VIN...</p>
+            </div>
+        `;
+
+        try {
+            const response = await fetch(`/api/vin/decode/${encodeURIComponent(vin)}`);
+
+            if (!response.ok) {
+                const errorData = await response.json().catch(() => ({}));
+                throw new Error(errorData.detail || errorData.message || 'Error al decodificar VIN');
+            }
+
+            const data = await response.json();
+            this.showVinResult(data, vin);
+
+        } catch (error) {
+            console.error('Error:', error);
+            resultContainer.innerHTML = `
+                <div class="alert alert-danger">
+                    <i class="fas fa-exclamation-circle"></i> ${error.message}
+                </div>
+            `;
+        }
+    }
+
+    // FASE 4: Show VIN decode result
+    showVinResult(data, vin) {
+        const resultContainer = document.getElementById('vinResult');
+
+        // Build vehicle info from decoded data
+        const vehicleInfo = data.vehicle || data;
+        const make = vehicleInfo.make || vehicleInfo.brand || 'Desconocido';
+        const model = vehicleInfo.model || 'Desconocido';
+        const year = vehicleInfo.year || vehicleInfo.model_year || 'Desconocido';
+        const engine = vehicleInfo.engine || vehicleInfo.engine_description || 'N/A';
+        const trim = vehicleInfo.trim || vehicleInfo.trim_level || '';
+        const bodyType = vehicleInfo.body_type || vehicleInfo.body_class || 'N/A';
+        const driveType = vehicleInfo.drive_type || vehicleInfo.drivetrain || 'N/A';
+        const fuelType = vehicleInfo.fuel_type || 'N/A';
+        const transmission = vehicleInfo.transmission || 'N/A';
+        const country = vehicleInfo.country || vehicleInfo.plant_country || 'N/A';
+
+        // Check if we have a match in our database
+        const hasMatch = data.matched || data.database_match || vehicleInfo.mye_id;
+        const myeId = vehicleInfo.mye_id || data.mye_id;
+
+        let matchCard = '';
+        if (hasMatch && myeId) {
+            matchCard = `
+                <div class="vehicle-match-card">
+                    <div class="d-flex align-items-center justify-content-between">
+                        <div>
+                            <i class="fas fa-check-circle fa-2x me-2"></i>
+                            <strong>Vehiculo encontrado en la base de datos</strong>
+                        </div>
+                        <button class="btn btn-light" onclick="dashboard.viewVinParts('${vin}', ${myeId})">
+                            <i class="fas fa-cogs"></i> Ver Partes
+                        </button>
+                    </div>
+                </div>
+            `;
+        } else {
+            matchCard = `
+                <div class="vehicle-match-card vehicle-no-match">
+                    <div class="d-flex align-items-center justify-content-between">
+                        <div>
+                            <i class="fas fa-info-circle fa-2x me-2"></i>
+                            <strong>Vehiculo no encontrado en la base de datos</strong>
+                        </div>
+                        <button class="btn btn-light" onclick="dashboard.searchManuallyFromVin('${make}', '${model}', '${year}')">
+                            <i class="fas fa-search"></i> Buscar Manualmente
+                        </button>
+                    </div>
+                </div>
+            `;
+        }
+
+        resultContainer.innerHTML = `
+            <div class="vin-result">
+                <div class="vin-result-header">
+                    <span class="vin-badge">${vin}</span>
+                    <span class="badge bg-success"><i class="fas fa-check"></i> VIN Valido</span>
+                </div>
+
+                <h5 class="mb-3">${year} ${make} ${model} ${trim}</h5>
+
+                <div class="row g-3">
+                    <div class="col-md-6">
+                        <div class="part-detail-row">
+                            <span class="part-detail-label"><i class="fas fa-car"></i> Marca</span>
+                            <span class="part-detail-value">${make}</span>
+                        </div>
+                        <div class="part-detail-row">
+                            <span class="part-detail-label"><i class="fas fa-car-side"></i> Modelo</span>
+                            <span class="part-detail-value">${model}</span>
+                        </div>
+                        <div class="part-detail-row">
+                            <span class="part-detail-label"><i class="fas fa-calendar-alt"></i> Año</span>
+                            <span class="part-detail-value">${year}</span>
+                        </div>
+                        <div class="part-detail-row">
+                            <span class="part-detail-label"><i class="fas fa-cogs"></i> Motor</span>
+                            <span class="part-detail-value">${engine}</span>
+                        </div>
+                    </div>
+                    <div class="col-md-6">
+                        <div class="part-detail-row">
+                            <span class="part-detail-label"><i class="fas fa-gas-pump"></i> Combustible</span>
+                            <span class="part-detail-value">${fuelType}</span>
+                        </div>
+                        <div class="part-detail-row">
+                            <span class="part-detail-label"><i class="fas fa-exchange-alt"></i> Transmision</span>
+                            <span class="part-detail-value">${transmission}</span>
+                        </div>
+                        <div class="part-detail-row">
+                            <span class="part-detail-label"><i class="fas fa-road"></i> Traccion</span>
+                            <span class="part-detail-value">${driveType}</span>
+                        </div>
+                        <div class="part-detail-row">
+                            <span class="part-detail-label"><i class="fas fa-globe"></i> Pais</span>
+                            <span class="part-detail-value">${country}</span>
+                        </div>
+                    </div>
+                </div>
+
+                ${matchCard}
+            </div>
+        `;
+    }
+
+    // FASE 4: View parts for a VIN
+    async viewVinParts(vin, myeId) {
+        // Close VIN modal
+        const vinModal = bootstrap.Modal.getInstance(document.getElementById('vinDecoderModal'));
+        if (vinModal) {
+            vinModal.hide();
+        }
+
+        // FASE 5: Use focus management for modal
+        const contentContainer = document.getElementById('searchResultsContent');
+        const modalTitle = document.getElementById('searchResultsModalLabel');
+
+        modalTitle.innerHTML = `<i class="fas fa-cogs"></i> Partes para VIN: ${vin.substring(0, 8)}...`;
+
+        contentContainer.innerHTML = `
+            <div class="text-center py-4">
+                <i class="fas fa-spinner fa-spin fa-2x"></i>
+                <p class="mt-2">Cargando partes...</p>
+            </div>
+        `;
+
+        const modal = this.openModalWithFocus('searchResultsModal');
+
+        try {
+            const response = await fetch(`/api/vin/${encodeURIComponent(vin)}/parts`);
+
+            if (!response.ok) {
+                throw new Error('Error al cargar partes');
+            }
+
+            const data = await response.json();
+            const parts = data.parts || data;
+
+            this.displayVinParts(parts, vin, myeId);
+
+        } catch (error) {
+            console.error('Error:', error);
+            // If VIN parts endpoint fails, try to use the mye_id to show categories
+            if (myeId) {
+                contentContainer.innerHTML = `
+                    <div class="alert alert-info">
+                        <i class="fas fa-info-circle"></i> No se encontraron partes especificas para este VIN.
+                        <br><br>
+                        <button class="btn btn-primary" onclick="bootstrap.Modal.getInstance(document.getElementById('searchResultsModal')).hide(); setTimeout(() => dashboard.goToCategories(${myeId}), 300);">
+                            <i class="fas fa-folder-open"></i> Ver Categorias del Vehiculo
+                        </button>
+                    </div>
+                `;
+            } else {
+                contentContainer.innerHTML = `
+                    <div class="text-center py-4">
+                        <i class="fas fa-exclamation-triangle fa-2x text-warning"></i>
+                        <p class="mt-2">Error al cargar partes: ${error.message}</p>
+                    </div>
+                `;
+            }
+        }
+    }
+
+    // FASE 4: Display parts from VIN lookup grouped by category
+    displayVinParts(parts, vin, myeId) {
+        const contentContainer = document.getElementById('searchResultsContent');
+
+        if (!parts || parts.length === 0) {
+            contentContainer.innerHTML = `
+                <div class="text-center py-4">
+                    <i class="fas fa-box-open fa-2x text-muted"></i>
+                    <p class="mt-2">No se encontraron partes para este VIN</p>
+                    ${myeId ? `
+                        <button class="btn btn-primary mt-2" onclick="bootstrap.Modal.getInstance(document.getElementById('searchResultsModal')).hide(); setTimeout(() => dashboard.goToCategories(${myeId}), 300);">
+                            <i class="fas fa-folder-open"></i> Ver Categorias del Vehiculo
+                        </button>
+                    ` : ''}
+                </div>
+            `;
+            return;
+        }
+
+        // Group parts by category
+        const grouped = {};
+        parts.forEach(part => {
+            const category = part.category_name_es || part.category_name || 'Sin Categoria';
+            if (!grouped[category]) {
+                grouped[category] = [];
+            }
+            grouped[category].push(part);
+        });
+
+        let html = `<p class="text-muted mb-3">${parts.length} parte${parts.length !== 1 ? 's' : ''} encontrada${parts.length !== 1 ? 's' : ''}</p>`;
+
+        for (const [category, categoryParts] of Object.entries(grouped)) {
+            html += `
+                <div class="search-results-section">
+                    <h5><i class="fas fa-folder"></i> ${category}</h5>
+                    <div class="search-results-list" style="max-height: none;">
+                        ${categoryParts.map(part => `
+                            <div class="search-result-item" onclick="dashboard.showPartDetailFromSearch(${part.id})">
+                                <div class="d-flex justify-content-between align-items-center">
+                                    <div>
+                                        <div class="search-result-part-number">
+                                            <span class="part-oem-badge">${part.oem_part_number || part.part_number || 'N/A'}</span>
+                                        </div>
+                                        <div class="search-result-name mt-1">${part.name_es || part.name || 'Sin nombre'}</div>
+                                    </div>
+                                    <div class="text-end">
+                                        ${part.quality_tier ? this.getQualityBadge(part.quality_tier) : ''}
+                                        ${part.group_name_es || part.group_name ? `<div class="text-muted small mt-1">${part.group_name_es || part.group_name}</div>` : ''}
+                                    </div>
+                                </div>
+                            </div>
+                        `).join('')}
+                    </div>
+                </div>
+            `;
+        }
+
+        if (myeId) {
+            html += `
+                <div class="mt-3 text-center">
+                    <button class="btn btn-primary" onclick="bootstrap.Modal.getInstance(document.getElementById('searchResultsModal')).hide(); setTimeout(() => dashboard.goToCategories(${myeId}), 300);">
+                        <i class="fas fa-folder-open"></i> Ver Todas las Categorias
+                    </button>
+                </div>
+            `;
+        }
+
+        contentContainer.innerHTML = html;
+    }
+
+    // FASE 4: Search manually from VIN (when no database match)
+    searchManuallyFromVin(make, model, year) {
+        // Close VIN modal
+        const vinModal = bootstrap.Modal.getInstance(document.getElementById('vinDecoderModal'));
+        if (vinModal) {
+            vinModal.hide();
+        }
+
+        // Navigate to brand/model if they exist in our database
+        setTimeout(async () => {
+            try {
+                // Check if brand exists
+                const brandsRes = await fetch('/api/brands');
+                if (brandsRes.ok) {
+                    const brands = await brandsRes.json();
+                    const matchedBrand = brands.find(b =>
+                        b.toLowerCase() === make.toLowerCase() ||
+                        b.toLowerCase().includes(make.toLowerCase()) ||
+                        make.toLowerCase().includes(b.toLowerCase())
+                    );
+
+                    if (matchedBrand) {
+                        // Brand exists, go to models
+                        this.goToModels(matchedBrand);
+                        return;
+                    }
+                }
+
+                // Brand not found, show all brands
+                alert(`La marca "${make}" no se encontro en la base de datos. Mostrando todas las marcas disponibles.`);
+                this.goToBrands();
+
+            } catch (error) {
+                console.error('Error:', error);
+                this.goToBrands();
+            }
+        }, 300);
+    }
 }
 
 // Initialize dashboard globally
diff --git a/dashboard/index.html b/dashboard/index.html
index a4849da..0eba919 100644
--- a/dashboard/index.html
+++ b/dashboard/index.html
@@ -3,7 +3,7 @@
 <head>
     <meta charset="UTF-8">
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Base de Datos de Vehículos</title>
+    <title>Catálogo de Autopartes</title>
     <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet">
     <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/css/all.min.css">
     <style>
@@ -12,26 +12,50 @@
             --secondary-color: #3498db;
             --accent-color: #e74c3c;
             --bg-color: #ecf0f1;
+            --text-color: #212529;
+            --card-bg: #ffffff;
+            --border-color: #dee2e6;
+            --header-gradient-start: #2c3e50;
+            --header-gradient-end: #1a252f;
+            --table-hover-bg: #f8f9fa;
+            --muted-text: #7f8c8d;
+        }
+
+        [data-theme="dark"] {
+            --primary-color: #4a6fa5;
+            --secondary-color: #5dade2;
+            --accent-color: #e74c3c;
+            --bg-color: #1a1a2e;
+            --text-color: #eee;
+            --card-bg: #16213e;
+            --border-color: #0f3460;
+            --header-gradient-start: #0f3460;
+            --header-gradient-end: #1a1a2e;
+            --table-hover-bg: #1f2a44;
+            --muted-text: #a0a0a0;
         }
 
         body {
             background-color: var(--bg-color);
+            color: var(--text-color);
             min-height: 100vh;
+            transition: background-color 0.3s ease, color 0.3s ease;
         }
 
         .dashboard-header {
-            background: linear-gradient(135deg, var(--primary-color), #1a252f);
+            background: linear-gradient(135deg, var(--header-gradient-start), var(--header-gradient-end));
             color: white;
             padding: 2rem 0;
             margin-bottom: 2rem;
         }
 
         .breadcrumb-nav {
-            background: white;
+            background: var(--card-bg);
             padding: 1rem 1.5rem;
             border-radius: 10px;
             margin-bottom: 1.5rem;
             box-shadow: 0 2px 10px rgba(0,0,0,0.1);
+            transition: background-color 0.3s ease;
         }
 
         .breadcrumb-nav .breadcrumb {
@@ -49,13 +73,13 @@
         }
 
         .breadcrumb-nav .breadcrumb-item.active {
-            color: var(--primary-color);
+            color: var(--text-color);
             font-weight: 600;
         }
 
         /* Tarjetas de marcas */
         .brand-card {
-            background: white;
+            background: var(--card-bg);
             border-radius: 15px;
             padding: 2rem;
             text-align: center;
@@ -87,24 +111,24 @@
         .brand-card .brand-name {
             font-size: 1.3rem;
             font-weight: 700;
-            color: var(--primary-color);
+            color: var(--text-color);
             margin-bottom: 0.5rem;
         }
 
         .brand-card .brand-count {
-            color: #7f8c8d;
+            color: var(--muted-text);
             font-size: 0.9rem;
         }
 
         .brand-card .brand-country {
             font-size: 0.85rem;
-            color: #95a5a6;
+            color: var(--muted-text);
             margin-top: 0.5rem;
         }
 
         /* Tarjetas de modelos */
         .model-card {
-            background: white;
+            background: var(--card-bg);
             border-radius: 12px;
             padding: 1.5rem;
             transition: all 0.3s ease;
@@ -122,18 +146,18 @@
         .model-card .model-name {
             font-size: 1.2rem;
             font-weight: 600;
-            color: var(--primary-color);
+            color: var(--text-color);
             margin-bottom: 0.5rem;
         }
 
         .model-card .model-info {
-            color: #7f8c8d;
+            color: var(--muted-text);
             font-size: 0.9rem;
         }
 
         /* Tarjetas de vehículos */
         .vehicle-card {
-            background: white;
+            background: var(--card-bg);
             border-radius: 12px;
             overflow: hidden;
             transition: all 0.3s ease;
@@ -146,7 +170,7 @@
         }
 
         .vehicle-header {
-            background: linear-gradient(135deg, var(--primary-color), #1a252f);
+            background: linear-gradient(135deg, var(--header-gradient-start), var(--header-gradient-end));
             color: white;
             padding: 1.2rem;
         }
@@ -178,6 +202,7 @@
             border-radius: 8px;
             text-align: center;
             font-size: 0.85rem;
+            transition: background-color 0.3s ease;
         }
 
         .spec-item i {
@@ -188,20 +213,24 @@
 
         .spec-item .spec-value {
             font-weight: 600;
-            color: var(--primary-color);
+            color: var(--text-color);
         }
 
         /* Filtros en vista de vehículos */
         .filters-bar {
-            background: white;
+            background: var(--card-bg);
             padding: 1rem 1.5rem;
             border-radius: 10px;
             margin-bottom: 1.5rem;
             box-shadow: 0 2px 10px rgba(0,0,0,0.1);
+            transition: background-color 0.3s ease;
         }
 
         .filters-bar .form-select {
             border-radius: 8px;
+            background-color: var(--card-bg);
+            color: var(--text-color);
+            border-color: var(--border-color);
         }
 
         /* Grid de contenido */
@@ -222,17 +251,187 @@
             grid-template-columns: repeat(auto-fill, minmax(320px, 1fr));
         }
 
+        .content-grid.categories-grid {
+            grid-template-columns: repeat(auto-fill, minmax(200px, 1fr));
+        }
+
+        /* Tarjetas de categorías */
+        .category-card {
+            background: var(--card-bg);
+            border-radius: 15px;
+            padding: 2rem;
+            text-align: center;
+            transition: all 0.3s ease;
+            cursor: pointer;
+            border: 2px solid transparent;
+            height: 100%;
+        }
+
+        .category-card:hover {
+            transform: translateY(-10px);
+            box-shadow: 0 15px 30px rgba(0,0,0,0.15);
+            border-color: var(--accent-color);
+        }
+
+        .category-card .category-icon {
+            width: 70px;
+            height: 70px;
+            background: linear-gradient(135deg, var(--accent-color), #c0392b);
+            border-radius: 50%;
+            display: flex;
+            align-items: center;
+            justify-content: center;
+            margin: 0 auto 1rem;
+            font-size: 1.8rem;
+            color: white;
+        }
+
+        .category-card .category-name {
+            font-size: 1.1rem;
+            font-weight: 700;
+            color: var(--text-color);
+            margin-bottom: 0.5rem;
+        }
+
+        .category-card .category-count {
+            color: var(--muted-text);
+            font-size: 0.85rem;
+        }
+
+        /* Tabla de partes */
+        .parts-table {
+            background: var(--card-bg);
+            border-radius: 12px;
+            overflow: hidden;
+            box-shadow: 0 2px 15px rgba(0,0,0,0.1);
+            transition: background-color 0.3s ease;
+        }
+
+        .parts-table table {
+            width: 100%;
+            margin-bottom: 0;
+        }
+
+        .parts-table thead {
+            background: linear-gradient(135deg, var(--header-gradient-start), var(--header-gradient-end));
+            color: white;
+        }
+
+        .parts-table thead th {
+            padding: 1rem;
+            font-weight: 600;
+            border: none;
+        }
+
+        .parts-table tbody tr {
+            transition: background-color 0.2s ease;
+        }
+
+        .parts-table tbody tr:hover {
+            background-color: var(--table-hover-bg);
+        }
+
+        .parts-table tbody td {
+            padding: 0.8rem 1rem;
+            vertical-align: middle;
+            border-bottom: 1px solid var(--border-color);
+            color: var(--text-color);
+        }
+
+        .parts-table .btn-view {
+            background: var(--secondary-color);
+            color: white;
+            border: none;
+            padding: 0.4rem 1rem;
+            border-radius: 6px;
+            font-size: 0.85rem;
+            transition: all 0.3s;
+        }
+
+        .parts-table .btn-view:hover {
+            background: #2980b9;
+        }
+
+        /* Botón Ver Partes */
+        .btn-parts {
+            background: var(--accent-color);
+            color: white;
+            border: none;
+            padding: 0.6rem 1.2rem;
+            border-radius: 8px;
+            font-weight: 500;
+            transition: all 0.3s;
+            width: 100%;
+            margin-top: 1rem;
+        }
+
+        .btn-parts:hover {
+            background: #c0392b;
+            color: white;
+        }
+
+        /* Modal de detalle de parte */
+        .part-detail-header {
+            background: linear-gradient(135deg, var(--header-gradient-start), var(--header-gradient-end));
+            color: white;
+            padding: 1.5rem;
+            border-radius: 0;
+        }
+
+        .part-detail-body {
+            padding: 1.5rem;
+            background-color: var(--card-bg);
+        }
+
+        .part-detail-row {
+            display: flex;
+            justify-content: space-between;
+            padding: 0.8rem 0;
+            border-bottom: 1px solid var(--border-color);
+        }
+
+        .part-detail-row:last-child {
+            border-bottom: none;
+        }
+
+        .part-detail-label {
+            font-weight: 600;
+            color: var(--secondary-color);
+        }
+
+        .part-detail-value {
+            color: var(--text-color);
+        }
+
+        .modal-content {
+            background-color: var(--card-bg);
+            color: var(--text-color);
+        }
+
+        .modal-footer {
+            background-color: var(--card-bg);
+            border-top-color: var(--border-color);
+        }
+
+        .part-oem-badge {
+            background: var(--secondary-color);
+            color: white;
+            padding: 0.3rem 0.8rem;
+            border-radius: 20px;
+            font-size: 0.9rem;
+        }
+
         /* Estados */
         .loading-state, .empty-state {
             text-align: center;
             padding: 4rem 2rem;
-            color: #7f8c8d;
+            color: var(--muted-text);
         }
 
         .loading-state i, .empty-state i {
             font-size: 4rem;
             margin-bottom: 1rem;
-            color: #bdc3c7;
+            color: var(--muted-text);
         }
 
         /* Botón volver */
@@ -288,15 +487,464 @@
                 grid-template-columns: 1fr;
             }
         }
+
+        /* FASE 2: Search bar styles */
+        .search-bar {
+            max-width: 500px;
+        }
+
+        .search-bar .form-control {
+            border-radius: 25px 0 0 25px;
+            padding: 0.6rem 1.2rem;
+            border: 2px solid rgba(255,255,255,0.3);
+            background: rgba(255,255,255,0.1);
+            color: white;
+        }
+
+        .search-bar .form-control::placeholder {
+            color: rgba(255,255,255,0.7);
+        }
+
+        .search-bar .form-control:focus {
+            background: rgba(255,255,255,0.2);
+            border-color: rgba(255,255,255,0.5);
+            box-shadow: none;
+            color: white;
+        }
+
+        .search-bar .btn {
+            border-radius: 0 25px 25px 0;
+            padding: 0.6rem 1.2rem;
+            border: 2px solid rgba(255,255,255,0.3);
+            border-left: none;
+        }
+
+        /* FASE 2: Quality tier badges */
+        .quality-badge {
+            display: inline-block;
+            padding: 0.25rem 0.6rem;
+            border-radius: 12px;
+            font-size: 0.75rem;
+            font-weight: 600;
+            color: white;
+            text-transform: uppercase;
+        }
+
+        .quality-economy { background-color: #f39c12; }
+        .quality-standard { background-color: #3498db; }
+        .quality-premium { background-color: #27ae60; }
+        .quality-oem { background-color: #9b59b6; }
+
+        /* FASE 2: Search results modal */
+        .search-results-list {
+            max-height: 400px;
+            overflow-y: auto;
+        }
+
+        .search-result-item {
+            padding: 1rem;
+            border-bottom: 1px solid #eee;
+            cursor: pointer;
+            transition: background-color 0.2s;
+        }
+
+        .search-result-item:hover {
+            background-color: #f8f9fa;
+        }
+
+        .search-result-item:last-child {
+            border-bottom: none;
+        }
+
+        .search-result-part-number {
+            font-weight: 600;
+            color: var(--primary-color);
+        }
+
+        .search-result-name {
+            color: #666;
+            font-size: 0.9rem;
+        }
+
+        /* FASE 2: Alternatives table */
+        .alternatives-section, .crossref-section {
+            margin-top: 1.5rem;
+            padding-top: 1.5rem;
+            border-top: 2px solid #eee;
+        }
+
+        .alternatives-section h5, .crossref-section h5 {
+            color: var(--primary-color);
+            margin-bottom: 1rem;
+            font-weight: 600;
+        }
+
+        .alternatives-table {
+            width: 100%;
+            font-size: 0.9rem;
+        }
+
+        .alternatives-table thead {
+            background-color: #f8f9fa;
+        }
+
+        .alternatives-table th, .alternatives-table td {
+            padding: 0.75rem;
+            border-bottom: 1px solid #eee;
+        }
+
+        .alternatives-table tbody tr:hover {
+            background-color: #f8f9fa;
+        }
+
+        .crossref-badge {
+            display: inline-block;
+            background-color: #e9ecef;
+            color: var(--primary-color);
+            padding: 0.3rem 0.6rem;
+            border-radius: 6px;
+            margin: 0.2rem;
+            font-size: 0.85rem;
+        }
+
+        .price-tag {
+            font-weight: 600;
+            color: #27ae60;
+        }
+
+        /* FASE 3: Diagram viewer styles */
+        .diagram-viewer {
+            background: var(--card-bg);
+            border-radius: 12px;
+            overflow: hidden;
+            box-shadow: 0 2px 15px rgba(0,0,0,0.1);
+            transition: background-color 0.3s ease;
+        }
+
+        .diagram-header {
+            background: linear-gradient(135deg, var(--header-gradient-start), var(--header-gradient-end));
+            color: white;
+            padding: 1rem 1.5rem;
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+        }
+
+        .diagram-container {
+            position: relative;
+            padding: 1rem;
+            min-height: 400px;
+            display: flex;
+            justify-content: center;
+            align-items: center;
+        }
+
+        .diagram-svg-wrapper {
+            position: relative;
+            display: inline-block;
+        }
+
+        .diagram-svg-wrapper svg {
+            max-width: 100%;
+            height: auto;
+        }
+
+        .hotspot {
+            position: absolute;
+            cursor: pointer;
+            transition: all 0.2s ease;
+        }
+
+        .hotspot:hover {
+            transform: scale(1.1);
+            filter: brightness(1.2);
+        }
+
+        .hotspot-label {
+            position: absolute;
+            background: var(--primary-color);
+            color: white;
+            padding: 2px 8px;
+            border-radius: 10px;
+            font-size: 0.75rem;
+            font-weight: bold;
+            pointer-events: none;
+            white-space: nowrap;
+        }
+
+        .diagram-thumbnails {
+            display: grid;
+            grid-template-columns: repeat(auto-fill, minmax(150px, 1fr));
+            gap: 1rem;
+            padding: 1rem;
+        }
+
+        .diagram-thumbnail {
+            background: var(--card-bg);
+            border-radius: 8px;
+            padding: 0.5rem;
+            cursor: pointer;
+            border: 2px solid transparent;
+            transition: all 0.2s ease;
+        }
+
+        .diagram-thumbnail:hover, .diagram-thumbnail.active {
+            border-color: var(--accent-color);
+            box-shadow: 0 4px 12px rgba(0,0,0,0.15);
+        }
+
+        .diagram-thumbnail img, .diagram-thumbnail svg {
+            width: 100%;
+            height: 100px;
+            object-fit: contain;
+        }
+
+        .diagram-thumbnail-name {
+            text-align: center;
+            font-size: 0.85rem;
+            margin-top: 0.5rem;
+            color: var(--text-color);
+        }
+
+        .zoom-controls {
+            display: flex;
+            gap: 0.5rem;
+        }
+
+        .zoom-controls button {
+            background: rgba(255,255,255,0.2);
+            border: none;
+            color: white;
+            width: 32px;
+            height: 32px;
+            border-radius: 6px;
+            cursor: pointer;
+        }
+
+        .zoom-controls button:hover {
+            background: rgba(255,255,255,0.3);
+        }
+
+        /* FASE 4: VIN Decoder styles */
+        .vin-input-group {
+            max-width: 400px;
+        }
+
+        .vin-result {
+            background: var(--card-bg);
+            border-radius: 12px;
+            padding: 1.5rem;
+            margin-top: 1rem;
+            transition: background-color 0.3s ease;
+        }
+
+        .vin-result-header {
+            display: flex;
+            align-items: center;
+            gap: 1rem;
+            margin-bottom: 1rem;
+        }
+
+        .vin-badge {
+            background: var(--header-gradient-start);
+            color: white;
+            padding: 0.5rem 1rem;
+            border-radius: 8px;
+            font-family: monospace;
+            font-size: 1.1rem;
+            letter-spacing: 1px;
+        }
+
+        .vehicle-match-card {
+            background: linear-gradient(135deg, #27ae60, #2ecc71);
+            color: white;
+            border-radius: 10px;
+            padding: 1rem;
+            margin-top: 1rem;
+        }
+
+        .vehicle-no-match {
+            background: #f39c12;
+        }
+
+        .search-tabs {
+            display: flex;
+            gap: 0.5rem;
+            margin-bottom: 1rem;
+        }
+
+        .search-tab {
+            padding: 0.5rem 1rem;
+            border: none;
+            background: #e9ecef;
+            border-radius: 8px;
+            cursor: pointer;
+            transition: all 0.2s;
+        }
+
+        .search-tab.active {
+            background: var(--secondary-color);
+            color: white;
+        }
+
+        .search-results-section {
+            margin-top: 1.5rem;
+        }
+
+        .search-results-section h5 {
+            color: var(--primary-color);
+            margin-bottom: 1rem;
+            padding-bottom: 0.5rem;
+            border-bottom: 2px solid #eee;
+        }
+
+        /* FASE 4: Enhanced search bar */
+        .search-bar .btn-vin {
+            border-radius: 0;
+            border: 2px solid rgba(255,255,255,0.3);
+            border-left: none;
+            background: rgba(255,255,255,0.1);
+            color: white;
+        }
+
+        .search-bar .btn-vin:hover {
+            background: rgba(255,255,255,0.2);
+        }
+
+        .search-bar .btn-search {
+            border-radius: 0 25px 25px 0;
+        }
+
+        /* FASE 5: Dark mode toggle button */
+        #darkModeToggle {
+            background: rgba(255,255,255,0.1);
+            border: 2px solid rgba(255,255,255,0.3);
+            color: white;
+            width: 40px;
+            height: 40px;
+            border-radius: 50%;
+            display: flex;
+            align-items: center;
+            justify-content: center;
+            cursor: pointer;
+            transition: all 0.3s ease;
+        }
+
+        #darkModeToggle:hover {
+            background: rgba(255,255,255,0.2);
+            border-color: rgba(255,255,255,0.5);
+        }
+
+        #darkModeToggle i {
+            font-size: 1.1rem;
+        }
+
+        /* FASE 5: Keyboard shortcut hint */
+        .keyboard-hint {
+            display: inline-block;
+            background: rgba(255,255,255,0.2);
+            padding: 0.1rem 0.4rem;
+            border-radius: 4px;
+            font-size: 0.75rem;
+            margin-left: 0.5rem;
+            font-family: monospace;
+        }
+
+        [data-theme="dark"] .keyboard-hint {
+            background: rgba(0,0,0,0.3);
+        }
+
+        /* FASE 5: Breadcrumb year display */
+        .breadcrumb-year {
+            font-weight: 600;
+            color: var(--secondary-color);
+        }
+
+        /* FASE 5: Accessibility styles */
+        .skip-link {
+            position: absolute;
+            top: -40px;
+            left: 0;
+            background: #000;
+            color: #fff;
+            padding: 8px 16px;
+            z-index: 1000;
+            text-decoration: none;
+            font-weight: 600;
+            border-radius: 0 0 4px 0;
+        }
+
+        .skip-link:focus {
+            top: 0;
+            outline: 2px solid #fff;
+            outline-offset: 2px;
+        }
+
+        /* Focus styles for interactive elements */
+        .brand-card:focus,
+        .model-card:focus,
+        .category-card:focus,
+        .diagram-thumbnail:focus,
+        .search-result-item:focus {
+            outline: 3px solid var(--secondary-color);
+            outline-offset: 2px;
+            box-shadow: 0 0 0 4px rgba(52, 152, 219, 0.3);
+        }
+
+        .brand-card:focus-visible,
+        .model-card:focus-visible,
+        .category-card:focus-visible,
+        .diagram-thumbnail:focus-visible,
+        .search-result-item:focus-visible {
+            outline: 3px solid var(--secondary-color);
+            outline-offset: 2px;
+        }
+
+        /* Ensure buttons and links have visible focus */
+        .btn:focus-visible,
+        button:focus-visible,
+        a:focus-visible,
+        input:focus-visible,
+        select:focus-visible {
+            outline: 3px solid var(--secondary-color);
+            outline-offset: 2px;
+        }
+
+        /* High contrast focus for dark backgrounds */
+        .dashboard-header .btn:focus-visible,
+        .dashboard-header input:focus-visible {
+            outline-color: #fff;
+        }
+
+        /* Screen reader only class for hidden labels */
+        .sr-only {
+            position: absolute;
+            width: 1px;
+            height: 1px;
+            padding: 0;
+            margin: -1px;
+            overflow: hidden;
+            clip: rect(0, 0, 0, 0);
+            white-space: nowrap;
+            border: 0;
+        }
     </style>
 </head>
 <body>
-    <div class="dashboard-header">
+    <!-- FASE 5: Skip to content link for accessibility -->
+    <a href="#mainContent" class="skip-link">Saltar al contenido</a>
+
+    <header class="dashboard-header" role="banner">
         <div class="container">
             <div class="row align-items-center">
                 <div class="col-md-6">
-                    <h1><i class="fas fa-car-side"></i> Base de Datos de Vehículos</h1>
-                    <p class="lead mb-0">Explora vehículos por marca, modelo y especificaciones</p>
+                    <div class="d-flex align-items-center gap-3">
+                        <h1 class="mb-0"><i class="fas fa-car-side"></i> Catalogo de Autopartes</h1>
+                        <button class="btn" id="darkModeToggle" title="Alternar modo oscuro (Ctrl+D)">
+                            <i class="fas fa-moon"></i>
+                        </button>
+                    </div>
+                    <p class="lead mb-0 mt-2">Explora vehiculos y partes por marca, modelo y especificaciones</p>
                 </div>
                 <div class="col-md-6">
                     <div class="stats-bar justify-content-md-end">
@@ -312,9 +960,25 @@
                             <div class="stat-number" id="totalVehicles">0</div>
                             <div class="stat-label">Vehículos</div>
                         </div>
+                        <div class="stat-item">
+                            <div class="stat-number" id="totalParts">0</div>
+                            <div class="stat-label">Partes</div>
+                        </div>
                     </div>
                 </div>
             </div>
+            <!-- FASE 4: Enhanced Search bar with VIN support -->
+            <div class="search-bar mt-3">
+                <div class="input-group">
+                    <input type="text" id="partNumberSearch" class="form-control" placeholder="Buscar por numero de parte o texto... (presiona / para enfocar)" aria-label="Buscar partes" onkeypress="if(event.key==='Enter') dashboard.searchPartNumber()">
+                    <button class="btn btn-vin" onclick="dashboard.openVinDecoder()" title="Decodificar VIN">
+                        <i class="fas fa-barcode"></i>
+                    </button>
+                    <button class="btn btn-light btn-search" onclick="dashboard.searchPartNumber()">
+                        <i class="fas fa-search"></i>
+                    </button>
+                </div>
+            </div>
         </div>
     </div>
 
@@ -330,34 +994,124 @@
             </nav>
         </div>
 
-        <!-- Barra de filtros (solo visible en vista de vehículos) -->
-        <div class="filters-bar" id="filtersBar" style="display: none;">
+        <!-- Barra de filtros (solo visible en vista de vehiculos) -->
+        <div class="filters-bar" id="filtersBar" style="display: none;" role="search" aria-label="Filtros de vehiculos">
             <div class="row g-3 align-items-center">
                 <div class="col-auto">
-                    <label class="col-form-label fw-bold">Filtrar por:</label>
+                    <span class="col-form-label fw-bold" id="filterLabel">Filtrar por:</span>
                 </div>
                 <div class="col-md-3">
-                    <select id="yearFilter" class="form-select">
+                    <label for="yearFilter" class="sr-only">Filtrar por año</label>
+                    <select id="yearFilter" class="form-select" aria-label="Filtrar por año">
                         <option value="">Todos los años</option>
                     </select>
                 </div>
                 <div class="col-md-3">
-                    <select id="engineFilter" class="form-select">
+                    <label for="engineFilter" class="sr-only">Filtrar por motor</label>
+                    <select id="engineFilter" class="form-select" aria-label="Filtrar por motor">
                         <option value="">Todos los motores</option>
                     </select>
                 </div>
                 <div class="col-auto">
-                    <span id="resultCount" class="badge bg-secondary fs-6">0 resultados</span>
+                    <span id="resultCount" class="badge bg-secondary fs-6" role="status" aria-live="polite">0 resultados</span>
                 </div>
             </div>
         </div>
 
         <!-- Contenedor principal -->
-        <div id="mainContent">
-            <div class="loading-state">
-                <i class="fas fa-spinner fa-spin"></i>
+        <main id="mainContent" role="main" tabindex="-1" aria-live="polite">
+            <div class="loading-state" role="status" aria-label="Cargando contenido">
+                <i class="fas fa-spinner fa-spin" aria-hidden="true"></i>
                 <h4>Cargando...</h4>
             </div>
+        </main>
+    </div>
+
+    <!-- Modal de Detalle de Parte -->
+    <div class="modal fade" id="partDetailModal" tabindex="-1" aria-labelledby="partDetailModalLabel" aria-hidden="true">
+        <div class="modal-dialog modal-lg modal-dialog-scrollable">
+            <div class="modal-content">
+                <div class="modal-header part-detail-header">
+                    <h5 class="modal-title" id="partDetailModalLabel">
+                        <i class="fas fa-cog"></i> Detalle de Parte
+                    </h5>
+                    <button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Cerrar"></button>
+                </div>
+                <div class="modal-body part-detail-body" id="partDetailContent">
+                    <!-- Contenido dinámico -->
+                </div>
+                <div class="modal-footer">
+                    <button type="button" class="btn btn-secondary" data-bs-dismiss="modal">Cerrar</button>
+                </div>
+            </div>
+        </div>
+    </div>
+
+    <!-- FASE 2: Modal de Resultados de Búsqueda -->
+    <div class="modal fade" id="searchResultsModal" tabindex="-1" aria-labelledby="searchResultsModalLabel" aria-hidden="true">
+        <div class="modal-dialog modal-lg">
+            <div class="modal-content">
+                <div class="modal-header part-detail-header">
+                    <h5 class="modal-title" id="searchResultsModalLabel">
+                        <i class="fas fa-search"></i> Resultados de Búsqueda
+                    </h5>
+                    <button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Cerrar"></button>
+                </div>
+                <div class="modal-body" id="searchResultsContent">
+                    <!-- Contenido dinámico -->
+                </div>
+                <div class="modal-footer">
+                    <button type="button" class="btn btn-secondary" data-bs-dismiss="modal">Cerrar</button>
+                </div>
+            </div>
+        </div>
+    </div>
+
+    <!-- FASE 3: Modal de Diagrama -->
+    <div class="modal fade" id="diagramModal" tabindex="-1" role="dialog" aria-labelledby="diagramModalLabel" aria-modal="true">
+        <div class="modal-dialog modal-xl">
+            <div class="modal-content">
+                <div class="modal-header part-detail-header">
+                    <h5 class="modal-title" id="diagramModalLabel">
+                        <i class="fas fa-project-diagram" aria-hidden="true"></i> Diagrama
+                    </h5>
+                    <button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Cerrar"></button>
+                </div>
+                <div class="modal-body p-0" id="diagramModalContent">
+                    <!-- Dynamic content -->
+                </div>
+            </div>
+        </div>
+    </div>
+
+    <!-- FASE 4: Modal de VIN Decoder -->
+    <div class="modal fade" id="vinDecoderModal" tabindex="-1" role="dialog" aria-labelledby="vinDecoderModalLabel" aria-modal="true">
+        <div class="modal-dialog modal-lg">
+            <div class="modal-content">
+                <div class="modal-header part-detail-header">
+                    <h5 class="modal-title" id="vinDecoderModalLabel">
+                        <i class="fas fa-barcode" aria-hidden="true"></i> Decodificador de VIN
+                    </h5>
+                    <button type="button" class="btn-close btn-close-white" data-bs-dismiss="modal" aria-label="Cerrar"></button>
+                </div>
+                <div class="modal-body" id="vinDecoderContent">
+                    <div class="vin-input-group mb-4">
+                        <label for="vinInput" class="form-label">Ingresa el VIN (17 caracteres)</label>
+                        <div class="input-group">
+                            <input type="text" id="vinInput" class="form-control"
+                                   maxlength="17" placeholder="Ej: 4T1BF1FK5CU123456"
+                                   style="text-transform: uppercase; font-family: monospace;"
+                                   aria-describedby="vinHelp"
+                                   onkeypress="if(event.key==='Enter') dashboard.decodeVin()">
+                            <button class="btn btn-primary" onclick="dashboard.decodeVin()" aria-label="Decodificar VIN">
+                                <i class="fas fa-search" aria-hidden="true"></i> Decodificar
+                            </button>
+                        </div>
+                        <small id="vinHelp" class="text-muted">El VIN se encuentra en la placa del tablero o en la puerta del conductor</small>
+                    </div>
+                    <div id="vinResult" role="region" aria-live="polite"></div>
+                </div>
+            </div>
         </div>
     </div>
 
diff --git a/dashboard/server.py b/dashboard/server.py
index f8414af..c643cbb 100644
--- a/dashboard/server.py
+++ b/dashboard/server.py
@@ -231,10 +231,1696 @@ def api_vehicles():
     model = request.args.get('model')
     year = request.args.get('year')
     engine = request.args.get('engine')
-    
+
     vehicles = search_vehicles(brand, model, year, engine)
     return jsonify(vehicles)
 
+# ============================================================================
+# Parts Catalog API Endpoints
+# ============================================================================
+
+@app.route('/api/categories')
+def api_categories():
+    """API endpoint to get all part categories (hierarchical)"""
+    try:
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        # Get all categories
+        cursor.execute("""
+            SELECT id, name, name_es, slug, icon_name, display_order, parent_id
+            FROM part_categories
+            ORDER BY display_order, name
+        """)
+        all_categories = cursor.fetchall()
+        conn.close()
+
+        # Build hierarchical structure
+        categories_dict = {}
+        root_categories = []
+
+        # First pass: create all category objects
+        for row in all_categories:
+            category = {
+                'id': row['id'],
+                'name': row['name'],
+                'name_es': row['name_es'],
+                'slug': row['slug'],
+                'icon_name': row['icon_name'],
+                'display_order': row['display_order'],
+                'children': []
+            }
+            categories_dict[row['id']] = category
+
+            if row['parent_id'] is None:
+                root_categories.append(category)
+
+        # Second pass: build hierarchy
+        for row in all_categories:
+            if row['parent_id'] is not None and row['parent_id'] in categories_dict:
+                categories_dict[row['parent_id']]['children'].append(categories_dict[row['id']])
+
+        return jsonify(root_categories)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+@app.route('/api/categories/<int:category_id>/groups')
+def api_category_groups(category_id):
+    """API endpoint to get groups for a specific category"""
+    try:
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        cursor.execute("""
+            SELECT id, name, name_es, slug, display_order
+            FROM part_groups
+            WHERE category_id = ?
+            ORDER BY display_order, name
+        """, (category_id,))
+
+        groups = []
+        for row in cursor.fetchall():
+            groups.append({
+                'id': row['id'],
+                'name': row['name'],
+                'name_es': row['name_es'],
+                'slug': row['slug'],
+                'display_order': row['display_order']
+            })
+
+        conn.close()
+        return jsonify(groups)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+@app.route('/api/parts')
+def api_parts():
+    """API endpoint to list parts with optional filters and pagination"""
+    try:
+        group_id = request.args.get('group_id', type=int)
+        category_id = request.args.get('category_id', type=int)
+        search = request.args.get('search')
+        page = request.args.get('page', 1, type=int)
+        per_page = request.args.get('per_page', 50, type=int)
+        per_page = min(per_page, 100)  # Max 100 per page
+        offset = (page - 1) * per_page
+
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        # Build base WHERE clause for both count and data queries
+        where_clause = " WHERE 1=1"
+        params = []
+
+        if group_id:
+            where_clause += " AND p.group_id = ?"
+            params.append(group_id)
+
+        if category_id:
+            where_clause += " AND pg.category_id = ?"
+            params.append(category_id)
+
+        if search:
+            where_clause += " AND (p.name LIKE ? OR p.name_es LIKE ? OR p.oem_part_number LIKE ?)"
+            search_term = f"%{search}%"
+            params.extend([search_term, search_term, search_term])
+
+        # Get total count
+        count_query = """
+            SELECT COUNT(*) as total
+            FROM parts p
+            JOIN part_groups pg ON p.group_id = pg.id
+            JOIN part_categories pc ON pg.category_id = pc.id
+        """ + where_clause
+        cursor.execute(count_query, params)
+        total_count = cursor.fetchone()['total']
+
+        # Get paginated data
+        data_query = """
+            SELECT
+                p.id,
+                p.oem_part_number,
+                p.name,
+                p.name_es,
+                p.group_id,
+                pg.name AS group_name,
+                pc.name AS category_name
+            FROM parts p
+            JOIN part_groups pg ON p.group_id = pg.id
+            JOIN part_categories pc ON pg.category_id = pc.id
+        """ + where_clause + " ORDER BY p.name LIMIT ? OFFSET ?"
+        params.extend([per_page, offset])
+
+        cursor.execute(data_query, params)
+
+        parts = []
+        for row in cursor.fetchall():
+            parts.append({
+                'id': row['id'],
+                'oem_part_number': row['oem_part_number'],
+                'name': row['name'],
+                'name_es': row['name_es'],
+                'group_id': row['group_id'],
+                'group_name': row['group_name'],
+                'category_name': row['category_name']
+            })
+
+        conn.close()
+
+        total_pages = (total_count + per_page - 1) // per_page
+        return jsonify({
+            'data': parts,
+            'pagination': {
+                'page': page,
+                'per_page': per_page,
+                'total': total_count,
+                'total_pages': total_pages
+            }
+        })
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+@app.route('/api/parts/<int:part_id>')
+def api_part_detail(part_id):
+    """API endpoint to get single part details"""
+    try:
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        cursor.execute("""
+            SELECT
+                p.id,
+                p.oem_part_number,
+                p.name,
+                p.name_es,
+                p.description,
+                p.description_es,
+                p.group_id,
+                pg.name AS group_name,
+                pg.name_es AS group_name_es,
+                pc.id AS category_id,
+                pc.name AS category_name,
+                pc.name_es AS category_name_es
+            FROM parts p
+            JOIN part_groups pg ON p.group_id = pg.id
+            JOIN part_categories pc ON pg.category_id = pc.id
+            WHERE p.id = ?
+        """, (part_id,))
+
+        row = cursor.fetchone()
+        conn.close()
+
+        if row is None:
+            return jsonify({'error': 'Part not found'}), 404
+
+        part = {
+            'id': row['id'],
+            'oem_part_number': row['oem_part_number'],
+            'name': row['name'],
+            'name_es': row['name_es'],
+            'description': row['description'],
+            'description_es': row['description_es'],
+            'group_id': row['group_id'],
+            'group_name': row['group_name'],
+            'group_name_es': row['group_name_es'],
+            'category_id': row['category_id'],
+            'category_name': row['category_name'],
+            'category_name_es': row['category_name_es']
+        }
+
+        return jsonify(part)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+@app.route('/api/vehicles/<int:mye_id>/categories')
+def api_vehicle_categories(mye_id):
+    """API endpoint to get categories that have parts for a specific vehicle"""
+    try:
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        cursor.execute("""
+            SELECT DISTINCT
+                pc.id,
+                pc.name,
+                pc.name_es,
+                pc.slug,
+                pc.icon_name,
+                pc.display_order
+            FROM part_categories pc
+            JOIN part_groups pg ON pg.category_id = pc.id
+            JOIN parts p ON p.group_id = pg.id
+            JOIN vehicle_parts vp ON vp.part_id = p.id
+            WHERE vp.model_year_engine_id = ?
+            ORDER BY pc.display_order, pc.name
+        """, (mye_id,))
+
+        categories = []
+        for row in cursor.fetchall():
+            categories.append({
+                'id': row['id'],
+                'name': row['name'],
+                'name_es': row['name_es'],
+                'slug': row['slug'],
+                'icon_name': row['icon_name'],
+                'display_order': row['display_order']
+            })
+
+        conn.close()
+        return jsonify(categories)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+@app.route('/api/vehicles/<int:mye_id>/parts')
+def api_vehicle_parts(mye_id):
+    """API endpoint to get parts for a specific vehicle"""
+    try:
+        category_id = request.args.get('category_id', type=int)
+        group_id = request.args.get('group_id', type=int)
+
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        query = """
+            SELECT
+                p.id,
+                p.oem_part_number,
+                p.name,
+                p.name_es,
+                vp.quantity_required,
+                vp.position,
+                pc.name AS category_name,
+                pg.name AS group_name
+            FROM vehicle_parts vp
+            JOIN parts p ON vp.part_id = p.id
+            JOIN part_groups pg ON p.group_id = pg.id
+            JOIN part_categories pc ON pg.category_id = pc.id
+            WHERE vp.model_year_engine_id = ?
+        """
+        params = [mye_id]
+
+        if category_id:
+            query += " AND pc.id = ?"
+            params.append(category_id)
+
+        if group_id:
+            query += " AND pg.id = ?"
+            params.append(group_id)
+
+        query += " ORDER BY pc.display_order, pg.display_order, p.name"
+
+        cursor.execute(query, params)
+
+        parts = []
+        for row in cursor.fetchall():
+            parts.append({
+                'id': row['id'],
+                'oem_part_number': row['oem_part_number'],
+                'name': row['name'],
+                'name_es': row['name_es'],
+                'quantity_required': row['quantity_required'],
+                'position': row['position'],
+                'category_name': row['category_name'],
+                'group_name': row['group_name']
+            })
+
+        conn.close()
+        return jsonify(parts)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+@app.route('/api/model-year-engine')
+def api_model_year_engine():
+    """API endpoint to get model_year_engine records with filters"""
+    try:
+        brand = request.args.get('brand')
+        model = request.args.get('model')
+        year = request.args.get('year', type=int)
+
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        query = """
+            SELECT
+                mye.id,
+                b.name AS brand,
+                m.name AS model,
+                y.year,
+                e.name AS engine,
+                mye.trim_level,
+                mye.drivetrain,
+                mye.transmission
+            FROM model_year_engine mye
+            JOIN models m ON mye.model_id = m.id
+            JOIN brands b ON m.brand_id = b.id
+            JOIN years y ON mye.year_id = y.id
+            JOIN engines e ON mye.engine_id = e.id
+            WHERE 1=1
+        """
+        params = []
+
+        if brand:
+            query += " AND b.name = ?"
+            params.append(brand)
+
+        if model:
+            query += " AND m.name = ?"
+            params.append(model)
+
+        if year:
+            query += " AND y.year = ?"
+            params.append(year)
+
+        query += " ORDER BY b.name, m.name, y.year, e.name"
+
+        cursor.execute(query, params)
+
+        records = []
+        for row in cursor.fetchall():
+            records.append({
+                'id': row['id'],
+                'brand': row['brand'],
+                'model': row['model'],
+                'year': row['year'],
+                'engine': row['engine'],
+                'trim_level': row['trim_level'],
+                'drivetrain': row['drivetrain'],
+                'transmission': row['transmission']
+            })
+
+        conn.close()
+        return jsonify(records)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+# ============================================================================
+# FASE 2: Cross-References and Aftermarket API Endpoints
+# ============================================================================
+
+@app.route('/api/manufacturers')
+def api_manufacturers():
+    """Get all manufacturers, optionally filtered by type"""
+    try:
+        manufacturer_type = request.args.get('type')
+        quality_tier = request.args.get('quality_tier')
+
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        query = """
+            SELECT id, name, type, quality_tier, country, logo_url, website
+            FROM manufacturers
+            WHERE 1=1
+        """
+        params = []
+
+        if manufacturer_type:
+            query += " AND type = ?"
+            params.append(manufacturer_type)
+
+        if quality_tier:
+            query += " AND quality_tier = ?"
+            params.append(quality_tier)
+
+        query += " ORDER BY name"
+
+        cursor.execute(query, params)
+
+        manufacturers = []
+        for row in cursor.fetchall():
+            manufacturers.append({
+                'id': row['id'],
+                'name': row['name'],
+                'type': row['type'],
+                'quality_tier': row['quality_tier'],
+                'country': row['country'],
+                'logo_url': row['logo_url'],
+                'website': row['website']
+            })
+
+        conn.close()
+        return jsonify(manufacturers)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/parts/<int:part_id>/alternatives')
+def api_part_alternatives(part_id):
+    """Get aftermarket alternatives for an OEM part"""
+    try:
+        quality_tier = request.args.get('quality_tier')
+        manufacturer_id = request.args.get('manufacturer_id', type=int)
+
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        query = """
+            SELECT
+                ap.id,
+                ap.part_number,
+                ap.name,
+                ap.name_es,
+                m.name AS manufacturer_name,
+                ap.manufacturer_id,
+                ap.quality_tier,
+                ap.price_usd,
+                ap.warranty_months,
+                ap.in_stock
+            FROM aftermarket_parts ap
+            JOIN manufacturers m ON ap.manufacturer_id = m.id
+            WHERE ap.oem_part_id = ?
+        """
+        params = [part_id]
+
+        if quality_tier:
+            query += " AND ap.quality_tier = ?"
+            params.append(quality_tier)
+
+        if manufacturer_id:
+            query += " AND ap.manufacturer_id = ?"
+            params.append(manufacturer_id)
+
+        query += " ORDER BY ap.quality_tier DESC, ap.price_usd ASC"
+
+        cursor.execute(query, params)
+
+        alternatives = []
+        for row in cursor.fetchall():
+            alternatives.append({
+                'id': row['id'],
+                'part_number': row['part_number'],
+                'name': row['name'],
+                'name_es': row['name_es'],
+                'manufacturer_name': row['manufacturer_name'],
+                'manufacturer_id': row['manufacturer_id'],
+                'quality_tier': row['quality_tier'],
+                'price_usd': row['price_usd'],
+                'warranty_months': row['warranty_months'],
+                'in_stock': bool(row['in_stock']) if row['in_stock'] is not None else None
+            })
+
+        conn.close()
+        return jsonify(alternatives)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/parts/<int:part_id>/cross-references')
+def api_part_cross_references(part_id):
+    """Get cross-reference numbers for a part"""
+    try:
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        cursor.execute("""
+            SELECT id, cross_reference_number, reference_type, source, notes
+            FROM part_cross_references
+            WHERE part_id = ?
+            ORDER BY reference_type, cross_reference_number
+        """, (part_id,))
+
+        cross_references = []
+        for row in cursor.fetchall():
+            cross_references.append({
+                'id': row['id'],
+                'cross_reference_number': row['cross_reference_number'],
+                'reference_type': row['reference_type'],
+                'source': row['source'],
+                'notes': row['notes']
+            })
+
+        conn.close()
+        return jsonify(cross_references)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/search/part-number/<part_number>')
+def api_search_part_number(part_number):
+    """Search for parts by any part number (OEM, aftermarket, or cross-ref)"""
+    try:
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        results = []
+        search_term = f"%{part_number}%"
+
+        # Search in OEM parts
+        cursor.execute("""
+            SELECT id, oem_part_number, name, name_es
+            FROM parts
+            WHERE oem_part_number LIKE ?
+        """, (search_term,))
+
+        for row in cursor.fetchall():
+            results.append({
+                'id': row['id'],
+                'oem_part_number': row['oem_part_number'],
+                'name': row['name'],
+                'name_es': row['name_es'],
+                'match_type': 'oem',
+                'matched_number': row['oem_part_number']
+            })
+
+        # Search in aftermarket parts
+        cursor.execute("""
+            SELECT p.id, p.oem_part_number, p.name, p.name_es, ap.part_number
+            FROM aftermarket_parts ap
+            JOIN parts p ON ap.oem_part_id = p.id
+            WHERE ap.part_number LIKE ?
+        """, (search_term,))
+
+        for row in cursor.fetchall():
+            results.append({
+                'id': row['id'],
+                'oem_part_number': row['oem_part_number'],
+                'name': row['name'],
+                'name_es': row['name_es'],
+                'match_type': 'aftermarket',
+                'matched_number': row['part_number']
+            })
+
+        # Search in cross-references
+        cursor.execute("""
+            SELECT p.id, p.oem_part_number, p.name, p.name_es, pcr.cross_reference_number
+            FROM part_cross_references pcr
+            JOIN parts p ON pcr.part_id = p.id
+            WHERE pcr.cross_reference_number LIKE ?
+        """, (search_term,))
+
+        for row in cursor.fetchall():
+            results.append({
+                'id': row['id'],
+                'oem_part_number': row['oem_part_number'],
+                'name': row['name'],
+                'name_es': row['name_es'],
+                'match_type': 'cross_reference',
+                'matched_number': row['cross_reference_number']
+            })
+
+        conn.close()
+        return jsonify(results)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/aftermarket')
+def api_aftermarket_parts():
+    """List aftermarket parts with filters and pagination"""
+    try:
+        manufacturer_id = request.args.get('manufacturer_id', type=int)
+        quality_tier = request.args.get('quality_tier')
+        search = request.args.get('search')
+        page = request.args.get('page', 1, type=int)
+        per_page = request.args.get('per_page', 50, type=int)
+        per_page = min(per_page, 100)  # Max 100 per page
+        offset = (page - 1) * per_page
+
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        # Build base WHERE clause for both count and data queries
+        where_clause = " WHERE 1=1"
+        params = []
+
+        if manufacturer_id:
+            where_clause += " AND ap.manufacturer_id = ?"
+            params.append(manufacturer_id)
+
+        if quality_tier:
+            where_clause += " AND ap.quality_tier = ?"
+            params.append(quality_tier)
+
+        if search:
+            where_clause += " AND (ap.name LIKE ? OR ap.part_number LIKE ? OR p.oem_part_number LIKE ?)"
+            search_term = f"%{search}%"
+            params.extend([search_term, search_term, search_term])
+
+        # Get total count
+        count_query = """
+            SELECT COUNT(*) as total
+            FROM aftermarket_parts ap
+            JOIN parts p ON ap.oem_part_id = p.id
+            JOIN manufacturers m ON ap.manufacturer_id = m.id
+        """ + where_clause
+        cursor.execute(count_query, params)
+        total_count = cursor.fetchone()['total']
+
+        # Get paginated data
+        data_query = """
+            SELECT
+                ap.id,
+                ap.part_number,
+                ap.name,
+                p.oem_part_number,
+                m.name AS manufacturer_name,
+                ap.quality_tier,
+                ap.price_usd
+            FROM aftermarket_parts ap
+            JOIN parts p ON ap.oem_part_id = p.id
+            JOIN manufacturers m ON ap.manufacturer_id = m.id
+        """ + where_clause + " ORDER BY ap.name LIMIT ? OFFSET ?"
+        params.extend([per_page, offset])
+
+        cursor.execute(data_query, params)
+
+        parts = []
+        for row in cursor.fetchall():
+            parts.append({
+                'id': row['id'],
+                'part_number': row['part_number'],
+                'name': row['name'],
+                'oem_part_number': row['oem_part_number'],
+                'manufacturer_name': row['manufacturer_name'],
+                'quality_tier': row['quality_tier'],
+                'price_usd': row['price_usd']
+            })
+
+        conn.close()
+
+        total_pages = (total_count + per_page - 1) // per_page
+        return jsonify({
+            'data': parts,
+            'pagination': {
+                'page': page,
+                'per_page': per_page,
+                'total': total_count,
+                'total_pages': total_pages
+            }
+        })
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+# ============================================================================
+# FASE 3: Exploded Diagrams API Endpoints
+# ============================================================================
+
+@app.route('/api/diagrams')
+def api_diagrams():
+    """Get all diagrams, optionally filtered by group_id"""
+    try:
+        group_id = request.args.get('group_id', type=int)
+
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        query = """
+            SELECT
+                d.id,
+                d.name,
+                d.name_es,
+                d.group_id,
+                pg.name AS group_name,
+                d.thumbnail_path,
+                d.display_order
+            FROM diagrams d
+            JOIN part_groups pg ON d.group_id = pg.id
+            WHERE 1=1
+        """
+        params = []
+
+        if group_id:
+            query += " AND d.group_id = ?"
+            params.append(group_id)
+
+        query += " ORDER BY d.display_order, d.name"
+
+        cursor.execute(query, params)
+
+        diagrams = []
+        for row in cursor.fetchall():
+            diagrams.append({
+                'id': row['id'],
+                'name': row['name'],
+                'name_es': row['name_es'],
+                'group_id': row['group_id'],
+                'group_name': row['group_name'],
+                'thumbnail_path': row['thumbnail_path'],
+                'display_order': row['display_order']
+            })
+
+        conn.close()
+        return jsonify(diagrams)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/diagrams/<int:diagram_id>')
+def api_diagram_detail(diagram_id):
+    """Get diagram details including SVG content and hotspots"""
+    try:
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        # Get diagram details
+        cursor.execute("""
+            SELECT
+                d.id,
+                d.name,
+                d.name_es,
+                d.group_id,
+                pg.name AS group_name,
+                d.image_path,
+                d.svg_content,
+                d.width,
+                d.height
+            FROM diagrams d
+            JOIN part_groups pg ON d.group_id = pg.id
+            WHERE d.id = ?
+        """, (diagram_id,))
+
+        row = cursor.fetchone()
+
+        if row is None:
+            conn.close()
+            return jsonify({'error': 'Diagram not found'}), 404
+
+        diagram = {
+            'id': row['id'],
+            'name': row['name'],
+            'name_es': row['name_es'],
+            'group_id': row['group_id'],
+            'group_name': row['group_name'],
+            'image_path': row['image_path'],
+            'svg_content': row['svg_content'],
+            'width': row['width'],
+            'height': row['height'],
+            'hotspots': []
+        }
+
+        # Get hotspots with part info
+        cursor.execute("""
+            SELECT
+                h.id,
+                h.part_id,
+                h.callout_number,
+                h.label,
+                h.shape,
+                h.coords,
+                h.color,
+                p.name AS part_name,
+                p.oem_part_number AS part_number
+            FROM diagram_hotspots h
+            LEFT JOIN parts p ON h.part_id = p.id
+            WHERE h.diagram_id = ?
+            ORDER BY h.callout_number
+        """, (diagram_id,))
+
+        for hotspot_row in cursor.fetchall():
+            diagram['hotspots'].append({
+                'id': hotspot_row['id'],
+                'part_id': hotspot_row['part_id'],
+                'callout_number': hotspot_row['callout_number'],
+                'label': hotspot_row['label'],
+                'shape': hotspot_row['shape'],
+                'coords': hotspot_row['coords'],
+                'color': hotspot_row['color'],
+                'part_name': hotspot_row['part_name'],
+                'part_number': hotspot_row['part_number']
+            })
+
+        conn.close()
+        return jsonify(diagram)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/groups/<int:group_id>/diagrams')
+def api_group_diagrams(group_id):
+    """Get all diagrams for a specific part group"""
+    try:
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        cursor.execute("""
+            SELECT
+                id,
+                name,
+                name_es,
+                thumbnail_path,
+                display_order
+            FROM diagrams
+            WHERE group_id = ?
+            ORDER BY display_order, name
+        """, (group_id,))
+
+        diagrams = []
+        for row in cursor.fetchall():
+            diagrams.append({
+                'id': row['id'],
+                'name': row['name'],
+                'name_es': row['name_es'],
+                'thumbnail_path': row['thumbnail_path'],
+                'display_order': row['display_order']
+            })
+
+        conn.close()
+        return jsonify(diagrams)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/vehicles/<int:mye_id>/diagrams')
+def api_vehicle_diagrams(mye_id):
+    """Get diagrams available for a specific vehicle configuration"""
+    try:
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        cursor.execute("""
+            SELECT DISTINCT
+                d.id,
+                d.name,
+                d.name_es,
+                d.group_id,
+                pg.name AS group_name,
+                pc.name AS category_name,
+                d.thumbnail_path,
+                vd.notes
+            FROM vehicle_diagrams vd
+            JOIN diagrams d ON vd.diagram_id = d.id
+            JOIN part_groups pg ON d.group_id = pg.id
+            JOIN part_categories pc ON pg.category_id = pc.id
+            WHERE vd.model_year_engine_id = ?
+            ORDER BY pc.display_order, pg.display_order, d.display_order
+        """, (mye_id,))
+
+        diagrams = []
+        for row in cursor.fetchall():
+            diagrams.append({
+                'id': row['id'],
+                'name': row['name'],
+                'name_es': row['name_es'],
+                'group_id': row['group_id'],
+                'group_name': row['group_name'],
+                'category_name': row['category_name'],
+                'thumbnail_path': row['thumbnail_path'],
+                'notes': row['notes']
+            })
+
+        conn.close()
+        return jsonify(diagrams)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/hotspots/<int:hotspot_id>')
+def api_hotspot_detail(hotspot_id):
+    """Get hotspot details including linked part info"""
+    try:
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        cursor.execute("""
+            SELECT
+                h.id,
+                h.diagram_id,
+                h.part_id,
+                h.callout_number,
+                h.label,
+                h.shape,
+                h.coords,
+                h.color
+            FROM diagram_hotspots h
+            WHERE h.id = ?
+        """, (hotspot_id,))
+
+        row = cursor.fetchone()
+
+        if row is None:
+            conn.close()
+            return jsonify({'error': 'Hotspot not found'}), 404
+
+        hotspot = {
+            'id': row['id'],
+            'diagram_id': row['diagram_id'],
+            'part_id': row['part_id'],
+            'callout_number': row['callout_number'],
+            'label': row['label'],
+            'shape': row['shape'],
+            'coords': row['coords'],
+            'color': row['color'],
+            'part': None
+        }
+
+        # Get linked part info if part_id exists
+        if row['part_id']:
+            cursor.execute("""
+                SELECT
+                    p.id,
+                    p.oem_part_number,
+                    p.name,
+                    p.name_es,
+                    pg.name AS group_name,
+                    pc.name AS category_name
+                FROM parts p
+                JOIN part_groups pg ON p.group_id = pg.id
+                JOIN part_categories pc ON pg.category_id = pc.id
+                WHERE p.id = ?
+            """, (row['part_id'],))
+
+            part_row = cursor.fetchone()
+            if part_row:
+                hotspot['part'] = {
+                    'id': part_row['id'],
+                    'oem_part_number': part_row['oem_part_number'],
+                    'name': part_row['name'],
+                    'name_es': part_row['name_es'],
+                    'group_name': part_row['group_name'],
+                    'category_name': part_row['category_name']
+                }
+
+        conn.close()
+        return jsonify(hotspot)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+# ============================================================================
+# FASE 4: Full-Text Search and VIN Decoder API Endpoints
+# ============================================================================
+
+import urllib.request
+import json as json_module
+import re
+from datetime import datetime, timedelta
+
+def validate_vin(vin):
+    """Validate VIN format: 17 alphanumeric characters, no I, O, Q"""
+    if not vin or len(vin) != 17:
+        return False
+    # VIN can only contain alphanumeric characters except I, O, Q
+    valid_pattern = re.compile(r'^[A-HJ-NPR-Z0-9]{17}$', re.IGNORECASE)
+    return bool(valid_pattern.match(vin))
+
+
+@app.route('/api/search')
+def api_search():
+    """Unified search across parts, cross-references, and aftermarket"""
+    try:
+        q = request.args.get('q', '').strip()
+        search_type = request.args.get('type', 'all')
+        limit = request.args.get('limit', 50, type=int)
+        offset = request.args.get('offset', 0, type=int)
+
+        if not q:
+            return jsonify({'error': 'Search query is required'}), 400
+
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        results = {
+            'parts': [],
+            'vehicles': [],
+            'total_count': 0
+        }
+
+        # Search parts
+        if search_type in ('parts', 'all'):
+            search_term = f"%{q}%"
+
+            # Search in parts table
+            cursor.execute("""
+                SELECT
+                    p.id,
+                    p.oem_part_number,
+                    p.name,
+                    p.name_es,
+                    pg.name AS group_name,
+                    pc.name AS category_name
+                FROM parts p
+                JOIN part_groups pg ON p.group_id = pg.id
+                JOIN part_categories pc ON pg.category_id = pc.id
+                WHERE p.name LIKE ? OR p.name_es LIKE ? OR p.oem_part_number LIKE ?
+                ORDER BY p.name
+                LIMIT ? OFFSET ?
+            """, (search_term, search_term, search_term, limit, offset))
+
+            for row in cursor.fetchall():
+                results['parts'].append({
+                    'id': row['id'],
+                    'oem_part_number': row['oem_part_number'],
+                    'name': row['name'],
+                    'name_es': row['name_es'],
+                    'group_name': row['group_name'],
+                    'category_name': row['category_name'],
+                    'match_type': 'oem'
+                })
+
+            # Also search in aftermarket parts
+            cursor.execute("""
+                SELECT
+                    p.id,
+                    p.oem_part_number,
+                    p.name,
+                    p.name_es,
+                    pg.name AS group_name,
+                    pc.name AS category_name,
+                    ap.part_number AS matched_number
+                FROM aftermarket_parts ap
+                JOIN parts p ON ap.oem_part_id = p.id
+                JOIN part_groups pg ON p.group_id = pg.id
+                JOIN part_categories pc ON pg.category_id = pc.id
+                WHERE ap.part_number LIKE ?
+                LIMIT ? OFFSET ?
+            """, (search_term, limit, offset))
+
+            for row in cursor.fetchall():
+                results['parts'].append({
+                    'id': row['id'],
+                    'oem_part_number': row['oem_part_number'],
+                    'name': row['name'],
+                    'name_es': row['name_es'],
+                    'group_name': row['group_name'],
+                    'category_name': row['category_name'],
+                    'matched_number': row['matched_number'],
+                    'match_type': 'aftermarket'
+                })
+
+            # Search in cross-references
+            cursor.execute("""
+                SELECT
+                    p.id,
+                    p.oem_part_number,
+                    p.name,
+                    p.name_es,
+                    pg.name AS group_name,
+                    pc.name AS category_name,
+                    pcr.cross_reference_number AS matched_number
+                FROM part_cross_references pcr
+                JOIN parts p ON pcr.part_id = p.id
+                JOIN part_groups pg ON p.group_id = pg.id
+                JOIN part_categories pc ON pg.category_id = pc.id
+                WHERE pcr.cross_reference_number LIKE ?
+                LIMIT ? OFFSET ?
+            """, (search_term, limit, offset))
+
+            for row in cursor.fetchall():
+                results['parts'].append({
+                    'id': row['id'],
+                    'oem_part_number': row['oem_part_number'],
+                    'name': row['name'],
+                    'name_es': row['name_es'],
+                    'group_name': row['group_name'],
+                    'category_name': row['category_name'],
+                    'matched_number': row['matched_number'],
+                    'match_type': 'cross_reference'
+                })
+
+        # Search vehicles
+        if search_type in ('vehicles', 'all'):
+            search_term = f"%{q}%"
+            cursor.execute("""
+                SELECT
+                    mye.id,
+                    b.name AS brand,
+                    m.name AS model,
+                    y.year,
+                    e.name AS engine
+                FROM model_year_engine mye
+                JOIN models m ON mye.model_id = m.id
+                JOIN brands b ON m.brand_id = b.id
+                JOIN years y ON mye.year_id = y.id
+                JOIN engines e ON mye.engine_id = e.id
+                WHERE b.name LIKE ? OR m.name LIKE ? OR e.name LIKE ?
+                ORDER BY b.name, m.name, y.year
+                LIMIT ? OFFSET ?
+            """, (search_term, search_term, search_term, limit, offset))
+
+            for row in cursor.fetchall():
+                results['vehicles'].append({
+                    'id': row['id'],
+                    'brand': row['brand'],
+                    'model': row['model'],
+                    'year': row['year'],
+                    'engine': row['engine']
+                })
+
+        results['total_count'] = len(results['parts']) + len(results['vehicles'])
+        conn.close()
+        return jsonify(results)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/search/parts')
+def api_search_parts():
+    """Full-text search in parts catalog with pagination"""
+    try:
+        q = request.args.get('q', '').strip()
+        category_id = request.args.get('category_id', type=int)
+        group_id = request.args.get('group_id', type=int)
+        page = request.args.get('page', 1, type=int)
+        per_page = request.args.get('per_page', 50, type=int)
+        per_page = min(per_page, 100)  # Max 100 per page
+        offset = (page - 1) * per_page
+
+        if not q:
+            return jsonify({'error': 'Search query is required'}), 400
+
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        # Check if FTS5 table exists
+        cursor.execute("""
+            SELECT name FROM sqlite_master
+            WHERE type='table' AND name='parts_fts'
+        """)
+        fts_exists = cursor.fetchone() is not None
+
+        parts = []
+        total_count = 0
+
+        if fts_exists:
+            # Use FTS5 for full-text search
+            # Escape special FTS5 characters and prepare search term
+            fts_query = q.replace('"', '""')
+
+            # Build filter conditions
+            filter_clause = ""
+            filter_params = []
+
+            if category_id:
+                filter_clause += " AND pg.category_id = ?"
+                filter_params.append(category_id)
+
+            if group_id:
+                filter_clause += " AND p.group_id = ?"
+                filter_params.append(group_id)
+
+            # Get total count for FTS search
+            count_query = """
+                SELECT COUNT(*) as total
+                FROM parts_fts
+                JOIN parts p ON parts_fts.rowid = p.id
+                JOIN part_groups pg ON p.group_id = pg.id
+                JOIN part_categories pc ON pg.category_id = pc.id
+                WHERE parts_fts MATCH ?
+            """ + filter_clause
+            cursor.execute(count_query, [fts_query] + filter_params)
+            total_count = cursor.fetchone()['total']
+
+            # Get paginated data
+            data_query = """
+                SELECT
+                    p.id,
+                    p.oem_part_number,
+                    p.name,
+                    p.name_es,
+                    p.description,
+                    pg.name AS group_name,
+                    pc.name AS category_name,
+                    bm25(parts_fts) AS rank
+                FROM parts_fts
+                JOIN parts p ON parts_fts.rowid = p.id
+                JOIN part_groups pg ON p.group_id = pg.id
+                JOIN part_categories pc ON pg.category_id = pc.id
+                WHERE parts_fts MATCH ?
+            """ + filter_clause + " ORDER BY rank LIMIT ? OFFSET ?"
+
+            cursor.execute(data_query, [fts_query] + filter_params + [per_page, offset])
+
+            for row in cursor.fetchall():
+                parts.append({
+                    'id': row['id'],
+                    'oem_part_number': row['oem_part_number'],
+                    'name': row['name'],
+                    'name_es': row['name_es'],
+                    'description': row['description'],
+                    'group_name': row['group_name'],
+                    'category_name': row['category_name'],
+                    'rank': row['rank']
+                })
+        else:
+            # Fallback to LIKE search if FTS5 table doesn't exist
+            search_term = f"%{q}%"
+
+            # Build filter conditions
+            filter_clause = ""
+            filter_params = []
+
+            if category_id:
+                filter_clause += " AND pg.category_id = ?"
+                filter_params.append(category_id)
+
+            if group_id:
+                filter_clause += " AND p.group_id = ?"
+                filter_params.append(group_id)
+
+            # Get total count for LIKE search
+            count_query = """
+                SELECT COUNT(*) as total
+                FROM parts p
+                JOIN part_groups pg ON p.group_id = pg.id
+                JOIN part_categories pc ON pg.category_id = pc.id
+                WHERE (p.name LIKE ? OR p.name_es LIKE ? OR p.oem_part_number LIKE ?
+                    OR p.description LIKE ?)
+            """ + filter_clause
+            cursor.execute(count_query, [search_term, search_term, search_term, search_term] + filter_params)
+            total_count = cursor.fetchone()['total']
+
+            # Get paginated data
+            data_query = """
+                SELECT
+                    p.id,
+                    p.oem_part_number,
+                    p.name,
+                    p.name_es,
+                    p.description,
+                    pg.name AS group_name,
+                    pc.name AS category_name
+                FROM parts p
+                JOIN part_groups pg ON p.group_id = pg.id
+                JOIN part_categories pc ON pg.category_id = pc.id
+                WHERE (p.name LIKE ? OR p.name_es LIKE ? OR p.oem_part_number LIKE ?
+                    OR p.description LIKE ?)
+            """ + filter_clause + " ORDER BY p.name LIMIT ? OFFSET ?"
+
+            cursor.execute(data_query, [search_term, search_term, search_term, search_term] + filter_params + [per_page, offset])
+
+            for row in cursor.fetchall():
+                parts.append({
+                    'id': row['id'],
+                    'oem_part_number': row['oem_part_number'],
+                    'name': row['name'],
+                    'name_es': row['name_es'],
+                    'description': row['description'],
+                    'group_name': row['group_name'],
+                    'category_name': row['category_name'],
+                    'rank': 0
+                })
+
+        conn.close()
+
+        total_pages = (total_count + per_page - 1) // per_page
+        return jsonify({
+            'data': parts,
+            'pagination': {
+                'page': page,
+                'per_page': per_page,
+                'total': total_count,
+                'total_pages': total_pages
+            }
+        })
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/vin/decode/<vin>')
+def api_vin_decode(vin):
+    """Decode a VIN using NHTSA API with caching"""
+    try:
+        vin = vin.upper().strip()
+
+        # Validate VIN format
+        if not validate_vin(vin):
+            return jsonify({
+                'error': 'Invalid VIN format. VIN must be 17 alphanumeric characters (no I, O, Q).'
+            }), 400
+
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        # Check if vin_cache table exists
+        cursor.execute("""
+            SELECT name FROM sqlite_master
+            WHERE type='table' AND name='vin_cache'
+        """)
+        cache_exists = cursor.fetchone() is not None
+
+        cached_data = None
+        if cache_exists:
+            # Check for cached VIN data that hasn't expired
+            cursor.execute("""
+                SELECT
+                    vin, make, model, year, engine_info,
+                    body_class, drive_type,
+                    model_year_engine_id, created_at, expires_at
+                FROM vin_cache
+                WHERE vin = ? AND expires_at > datetime('now')
+            """, (vin,))
+            cached_row = cursor.fetchone()
+
+            if cached_row:
+                # Parse engine_info JSON if it exists
+                engine_info_data = {}
+                if cached_row['engine_info']:
+                    try:
+                        engine_info_data = json_module.loads(cached_row['engine_info'])
+                    except:
+                        engine_info_data = {'raw': cached_row['engine_info']}
+
+                cached_data = {
+                    'vin': cached_row['vin'],
+                    'make': cached_row['make'],
+                    'model': cached_row['model'],
+                    'year': cached_row['year'],
+                    'engine_info': engine_info_data,
+                    'body_class': cached_row['body_class'],
+                    'drive_type': cached_row['drive_type'],
+                    'matched_vehicle': None,
+                    'cached': True
+                }
+
+                # Get matched vehicle info if available
+                if cached_row['model_year_engine_id']:
+                    cursor.execute("""
+                        SELECT
+                            mye.id,
+                            b.name AS brand,
+                            m.name AS model,
+                            y.year,
+                            e.name AS engine
+                        FROM model_year_engine mye
+                        JOIN models m ON mye.model_id = m.id
+                        JOIN brands b ON m.brand_id = b.id
+                        JOIN years y ON mye.year_id = y.id
+                        JOIN engines e ON mye.engine_id = e.id
+                        WHERE mye.id = ?
+                    """, (cached_row['model_year_engine_id'],))
+                    mye_row = cursor.fetchone()
+                    if mye_row:
+                        cached_data['matched_vehicle'] = {
+                            'mye_id': mye_row['id'],
+                            'brand': mye_row['brand'],
+                            'model': mye_row['model'],
+                            'year': mye_row['year'],
+                            'engine': mye_row['engine']
+                        }
+
+                conn.close()
+                return jsonify(cached_data)
+
+        # Call NHTSA API
+        nhtsa_url = f'https://vpic.nhtsa.dot.gov/api/vehicles/DecodeVin/{vin}?format=json'
+
+        try:
+            req = urllib.request.Request(nhtsa_url, headers={'User-Agent': 'AutopartesDB/1.0'})
+            with urllib.request.urlopen(req, timeout=10) as response:
+                nhtsa_data = json_module.loads(response.read().decode('utf-8'))
+        except urllib.error.URLError as e:
+            conn.close()
+            return jsonify({'error': f'Failed to connect to NHTSA API: {str(e)}'}), 503
+        except urllib.error.HTTPError as e:
+            conn.close()
+            return jsonify({'error': f'NHTSA API error: {e.code}'}), 502
+        except Exception as e:
+            conn.close()
+            return jsonify({'error': f'Error calling NHTSA API: {str(e)}'}), 500
+
+        # Parse NHTSA response
+        results = {item['Variable']: item['Value'] for item in nhtsa_data.get('Results', [])}
+
+        # Extract relevant fields
+        make = results.get('Make', '')
+        model = results.get('Model', '')
+        year_str = results.get('ModelYear', '')
+        year = int(year_str) if year_str and year_str.isdigit() else None
+        engine_config = results.get('EngineConfiguration', '')
+        cylinders_str = results.get('EngineCylinders', '')
+        cylinders = int(cylinders_str) if cylinders_str and cylinders_str.isdigit() else None
+        displacement_str = results.get('DisplacementL', '')
+        displacement_l = float(displacement_str) if displacement_str else None
+        fuel_type = results.get('FuelTypePrimary', '')
+        body_class = results.get('BodyClass', '')
+        drive_type = results.get('DriveType', '')
+
+        # Try to match to model_year_engine record
+        matched_mye_id = None
+        matched_vehicle = None
+
+        if make and model and year:
+            cursor.execute("""
+                SELECT
+                    mye.id,
+                    b.name AS brand,
+                    m.name AS model,
+                    y.year,
+                    e.name AS engine
+                FROM model_year_engine mye
+                JOIN models m ON mye.model_id = m.id
+                JOIN brands b ON m.brand_id = b.id
+                JOIN years y ON mye.year_id = y.id
+                JOIN engines e ON mye.engine_id = e.id
+                WHERE UPPER(b.name) = UPPER(?)
+                  AND UPPER(m.name) = UPPER(?)
+                  AND y.year = ?
+                LIMIT 1
+            """, (make, model, year))
+
+            mye_row = cursor.fetchone()
+            if mye_row:
+                matched_mye_id = mye_row['id']
+                matched_vehicle = {
+                    'mye_id': mye_row['id'],
+                    'brand': mye_row['brand'],
+                    'model': mye_row['model'],
+                    'year': mye_row['year'],
+                    'engine': mye_row['engine']
+                }
+
+        # Store in cache with 30-day expiry
+        if cache_exists:
+            expires_at = (datetime.now() + timedelta(days=30)).strftime('%Y-%m-%d %H:%M:%S')
+            # Combine engine info into JSON
+            engine_info = json_module.dumps({
+                'configuration': engine_config,
+                'cylinders': cylinders,
+                'displacement_l': displacement_l,
+                'fuel_type': fuel_type
+            })
+            cursor.execute("""
+                INSERT OR REPLACE INTO vin_cache
+                (vin, decoded_data, make, model, year, engine_info,
+                 body_class, drive_type, model_year_engine_id, expires_at)
+                VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
+            """, (vin, json_module.dumps(results), make, model, year, engine_info,
+                  body_class, drive_type, matched_mye_id, expires_at))
+            conn.commit()
+
+        result = {
+            'vin': vin,
+            'make': make,
+            'model': model,
+            'year': year,
+            'engine_info': {
+                'configuration': engine_config,
+                'cylinders': cylinders,
+                'displacement_l': displacement_l,
+                'fuel_type': fuel_type
+            },
+            'body_class': body_class,
+            'drive_type': drive_type,
+            'matched_vehicle': matched_vehicle,
+            'cached': False
+        }
+
+        conn.close()
+        return jsonify(result)
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/vin/<vin>/parts')
+def api_vin_parts(vin):
+    """Get parts for a decoded VIN"""
+    try:
+        vin = vin.upper().strip()
+
+        if not validate_vin(vin):
+            return jsonify({
+                'error': 'Invalid VIN format. VIN must be 17 alphanumeric characters (no I, O, Q).'
+            }), 400
+
+        category_id = request.args.get('category_id', type=int)
+
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        # Check if vin_cache table exists
+        cursor.execute("""
+            SELECT name FROM sqlite_master
+            WHERE type='table' AND name='vin_cache'
+        """)
+        cache_exists = cursor.fetchone() is not None
+
+        if not cache_exists:
+            conn.close()
+            return jsonify({
+                'error': 'VIN cache not available. Please decode the VIN first.'
+            }), 400
+
+        # Look up VIN in cache
+        cursor.execute("""
+            SELECT
+                vin, make, model, year, model_year_engine_id
+            FROM vin_cache
+            WHERE vin = ?
+        """, (vin,))
+        cached_row = cursor.fetchone()
+
+        if not cached_row:
+            conn.close()
+            return jsonify({
+                'error': 'VIN not found in cache. Please decode the VIN first using /api/vin/decode/<vin>'
+            }), 404
+
+        mye_id = cached_row['model_year_engine_id']
+
+        vehicle_info = {
+            'vin': cached_row['vin'],
+            'make': cached_row['make'],
+            'model': cached_row['model'],
+            'year': cached_row['year'],
+            'mye_id': mye_id
+        }
+
+        if not mye_id:
+            conn.close()
+            return jsonify({
+                'vin': vin,
+                'vehicle_info': vehicle_info,
+                'categories': [],
+                'message': 'No matching vehicle configuration found in database. Use /api/vin/<vin>/match to manually link.'
+            })
+
+        # Get parts for this vehicle grouped by category
+        query = """
+            SELECT
+                pc.id AS category_id,
+                pc.name AS category_name,
+                pc.name_es AS category_name_es,
+                p.id AS part_id,
+                p.oem_part_number,
+                p.name AS part_name,
+                p.name_es AS part_name_es,
+                pg.name AS group_name,
+                vp.quantity_required,
+                vp.position
+            FROM vehicle_parts vp
+            JOIN parts p ON vp.part_id = p.id
+            JOIN part_groups pg ON p.group_id = pg.id
+            JOIN part_categories pc ON pg.category_id = pc.id
+            WHERE vp.model_year_engine_id = ?
+        """
+        params = [mye_id]
+
+        if category_id:
+            query += " AND pc.id = ?"
+            params.append(category_id)
+
+        query += " ORDER BY pc.display_order, pg.display_order, p.name"
+
+        cursor.execute(query, params)
+
+        # Group parts by category
+        categories_dict = {}
+        for row in cursor.fetchall():
+            cat_id = row['category_id']
+            if cat_id not in categories_dict:
+                categories_dict[cat_id] = {
+                    'id': cat_id,
+                    'name': row['category_name'],
+                    'name_es': row['category_name_es'],
+                    'parts': []
+                }
+
+            categories_dict[cat_id]['parts'].append({
+                'id': row['part_id'],
+                'oem_part_number': row['oem_part_number'],
+                'name': row['part_name'],
+                'name_es': row['part_name_es'],
+                'group_name': row['group_name'],
+                'quantity_required': row['quantity_required'],
+                'position': row['position']
+            })
+
+        conn.close()
+
+        return jsonify({
+            'vin': vin,
+            'vehicle_info': vehicle_info,
+            'categories': list(categories_dict.values())
+        })
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+@app.route('/api/vin/<vin>/match')
+def api_vin_match(vin):
+    """Manually match a VIN to a vehicle configuration"""
+    try:
+        vin = vin.upper().strip()
+
+        if not validate_vin(vin):
+            return jsonify({
+                'error': 'Invalid VIN format. VIN must be 17 alphanumeric characters (no I, O, Q).'
+            }), 400
+
+        mye_id = request.args.get('mye_id', type=int)
+
+        if not mye_id:
+            return jsonify({'error': 'mye_id parameter is required'}), 400
+
+        conn = get_db_connection()
+        cursor = conn.cursor()
+
+        # Check if vin_cache table exists
+        cursor.execute("""
+            SELECT name FROM sqlite_master
+            WHERE type='table' AND name='vin_cache'
+        """)
+        cache_exists = cursor.fetchone() is not None
+
+        if not cache_exists:
+            conn.close()
+            return jsonify({
+                'error': 'VIN cache table not available.'
+            }), 400
+
+        # Verify the mye_id exists
+        cursor.execute("""
+            SELECT id FROM model_year_engine WHERE id = ?
+        """, (mye_id,))
+        if not cursor.fetchone():
+            conn.close()
+            return jsonify({'error': f'model_year_engine_id {mye_id} not found'}), 404
+
+        # Check if VIN exists in cache
+        cursor.execute("""
+            SELECT vin FROM vin_cache WHERE vin = ?
+        """, (vin,))
+        vin_exists = cursor.fetchone() is not None
+
+        if vin_exists:
+            # Update existing cache entry
+            cursor.execute("""
+                UPDATE vin_cache
+                SET model_year_engine_id = ?
+                WHERE vin = ?
+            """, (mye_id, vin))
+        else:
+            # Create new cache entry with minimal info
+            expires_at = (datetime.now() + timedelta(days=30)).strftime('%Y-%m-%d %H:%M:%S')
+            cursor.execute("""
+                INSERT INTO vin_cache
+                (vin, model_year_engine_id, cached_at, expires_at)
+                VALUES (?, ?, datetime('now'), ?)
+            """, (vin, mye_id, expires_at))
+
+        conn.commit()
+        conn.close()
+
+        return jsonify({
+            'success': True,
+            'vin': vin,
+            'mye_id': mye_id
+        })
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
 if __name__ == '__main__':
     # Check if database exists
     if not os.path.exists(DATABASE_PATH):
diff --git a/dashboard/static/diagrams/brake_assembly.svg b/dashboard/static/diagrams/brake_assembly.svg
new file mode 100644
index 0000000..702335a
--- /dev/null
+++ b/dashboard/static/diagrams/brake_assembly.svg
@@ -0,0 +1,65 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<svg width="600" height="400" viewBox="0 0 600 400" xmlns="http://www.w3.org/2000/svg">
+  <defs>
+    <linearGradient id="metalGrad" x1="0%" y1="0%" x2="100%" y2="100%">
+      <stop offset="0%" style="stop-color:#b0b0b0"/>
+      <stop offset="50%" style="stop-color:#808080"/>
+      <stop offset="100%" style="stop-color:#606060"/>
+    </linearGradient>
+  </defs>
+
+  <!-- Background -->
+  <rect width="600" height="400" fill="#f5f5f5"/>
+
+  <!-- Title -->
+  <text x="300" y="30" text-anchor="middle" font-family="Arial, sans-serif" font-size="18" font-weight="bold" fill="#333">
+    Front Brake Assembly / Ensamble de Freno Delantero
+  </text>
+
+  <!-- Brake Rotor (large circle) -->
+  <circle cx="250" cy="200" r="120" fill="url(#metalGrad)" stroke="#333" stroke-width="3" id="rotor"/>
+  <circle cx="250" cy="200" r="100" fill="none" stroke="#555" stroke-width="2"/>
+  <circle cx="250" cy="200" r="40" fill="#444" stroke="#333" stroke-width="2"/>
+  <!-- Rotor ventilation slots -->
+  <line x1="250" y1="60" x2="250" y2="80" stroke="#666" stroke-width="3"/>
+  <line x1="250" y1="320" x2="250" y2="340" stroke="#666" stroke-width="3"/>
+  <line x1="130" y1="200" x2="150" y2="200" stroke="#666" stroke-width="3"/>
+  <line x1="350" y1="200" x2="370" y2="200" stroke="#666" stroke-width="3"/>
+
+  <!-- Brake Caliper -->
+  <rect x="320" y="140" width="80" height="120" rx="10" ry="10" fill="#c0392b" stroke="#922b21" stroke-width="3" id="caliper"/>
+  <rect x="330" y="155" width="60" height="35" rx="5" ry="5" fill="#e74c3c"/>
+  <rect x="330" y="210" width="60" height="35" rx="5" ry="5" fill="#e74c3c"/>
+  <!-- Caliper bolts -->
+  <circle cx="340" cy="150" r="6" fill="#333"/>
+  <circle cx="380" cy="150" r="6" fill="#333"/>
+  <circle cx="340" cy="250" r="6" fill="#333"/>
+  <circle cx="380" cy="250" r="6" fill="#333"/>
+
+  <!-- Brake Pads (visible through caliper) -->
+  <rect x="300" y="160" width="15" height="80" fill="#8b7355" stroke="#5d4e37" stroke-width="2" id="pad-inner"/>
+  <rect x="405" y="160" width="15" height="80" fill="#8b7355" stroke="#5d4e37" stroke-width="2" id="pad-outer"/>
+
+  <!-- Callout lines and numbers -->
+  <!-- Callout 1: Brake Rotor -->
+  <line x1="170" y1="120" x2="100" y2="60" stroke="#333" stroke-width="1.5"/>
+  <circle cx="100" cy="60" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="100" y="65" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">1</text>
+
+  <!-- Callout 2: Brake Caliper -->
+  <line x1="400" y1="140" x2="480" y2="80" stroke="#333" stroke-width="1.5"/>
+  <circle cx="480" cy="80" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="480" y="85" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">2</text>
+
+  <!-- Callout 3: Brake Pads -->
+  <line x1="307" y1="250" x2="250" y2="320" stroke="#333" stroke-width="1.5"/>
+  <circle cx="250" cy="320" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="250" y="325" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">3</text>
+
+  <!-- Legend -->
+  <rect x="440" y="300" width="150" height="90" fill="white" stroke="#ccc" stroke-width="1" rx="5"/>
+  <text x="515" y="320" text-anchor="middle" font-family="Arial" font-size="12" font-weight="bold" fill="#333">Parts / Partes</text>
+  <text x="450" y="340" font-family="Arial" font-size="11" fill="#333">1. Brake Rotor / Disco</text>
+  <text x="450" y="358" font-family="Arial" font-size="11" fill="#333">2. Brake Caliper / Caliper</text>
+  <text x="450" y="376" font-family="Arial" font-size="11" fill="#333">3. Brake Pads / Balatas</text>
+</svg>
\ No newline at end of file
diff --git a/dashboard/static/diagrams/oil_filter_system.svg b/dashboard/static/diagrams/oil_filter_system.svg
new file mode 100644
index 0000000..17722ba
--- /dev/null
+++ b/dashboard/static/diagrams/oil_filter_system.svg
@@ -0,0 +1,73 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<svg width="600" height="400" viewBox="0 0 600 400" xmlns="http://www.w3.org/2000/svg">
+  <defs>
+    <linearGradient id="oilGrad" x1="0%" y1="0%" x2="0%" y2="100%">
+      <stop offset="0%" style="stop-color:#8B4513"/>
+      <stop offset="100%" style="stop-color:#654321"/>
+    </linearGradient>
+    <linearGradient id="filterGrad" x1="0%" y1="0%" x2="100%" y2="0%">
+      <stop offset="0%" style="stop-color:#2c3e50"/>
+      <stop offset="50%" style="stop-color:#34495e"/>
+      <stop offset="100%" style="stop-color:#2c3e50"/>
+    </linearGradient>
+  </defs>
+
+  <!-- Background -->
+  <rect width="600" height="400" fill="#f5f5f5"/>
+
+  <!-- Title -->
+  <text x="300" y="30" text-anchor="middle" font-family="Arial, sans-serif" font-size="18" font-weight="bold" fill="#333">
+    Oil Filter System / Sistema de Filtro de Aceite
+  </text>
+
+  <!-- Engine Block (simplified) -->
+  <rect x="50" y="100" width="200" height="200" fill="#555" stroke="#333" stroke-width="3" rx="10"/>
+  <text x="150" y="200" text-anchor="middle" font-family="Arial" font-size="14" fill="#ccc">ENGINE</text>
+  <text x="150" y="220" text-anchor="middle" font-family="Arial" font-size="12" fill="#999">MOTOR</text>
+
+  <!-- Oil passage from engine -->
+  <rect x="250" y="180" width="60" height="20" fill="url(#oilGrad)"/>
+  <path d="M250,190 L230,190" stroke="#8B4513" stroke-width="8" fill="none"/>
+
+  <!-- Oil Filter Housing -->
+  <rect x="310" y="120" width="100" height="160" fill="#777" stroke="#555" stroke-width="3" rx="5"/>
+
+  <!-- Oil Filter (canister type) -->
+  <rect x="320" y="140" width="80" height="120" fill="url(#filterGrad)" stroke="#1a252f" stroke-width="3" rx="8" id="oil-filter"/>
+  <!-- Filter ridges -->
+  <line x1="320" y1="160" x2="400" y2="160" stroke="#1a252f" stroke-width="2"/>
+  <line x1="320" y1="180" x2="400" y2="180" stroke="#1a252f" stroke-width="2"/>
+  <line x1="320" y1="200" x2="400" y2="200" stroke="#1a252f" stroke-width="2"/>
+  <line x1="320" y1="220" x2="400" y2="220" stroke="#1a252f" stroke-width="2"/>
+  <line x1="320" y1="240" x2="400" y2="240" stroke="#1a252f" stroke-width="2"/>
+  <!-- Filter label area -->
+  <rect x="335" y="175" width="50" height="50" fill="#2980b9" rx="3"/>
+  <text x="360" y="195" text-anchor="middle" font-family="Arial" font-size="10" fill="white">OIL</text>
+  <text x="360" y="210" text-anchor="middle" font-family="Arial" font-size="10" fill="white">FILTER</text>
+
+  <!-- Oil return passage -->
+  <rect x="410" y="180" width="60" height="20" fill="url(#oilGrad)"/>
+
+  <!-- Oil Pan (simplified) -->
+  <path d="M470,170 L530,170 L550,300 L450,300 Z" fill="#666" stroke="#444" stroke-width="3"/>
+  <text x="500" y="250" text-anchor="middle" font-family="Arial" font-size="12" fill="#ccc">OIL PAN</text>
+  <text x="500" y="265" text-anchor="middle" font-family="Arial" font-size="10" fill="#999">CARTER</text>
+
+  <!-- Flow arrows -->
+  <polygon points="275,185 285,190 275,195" fill="#8B4513"/>
+  <polygon points="435,185 445,190 435,195" fill="#8B4513"/>
+
+  <!-- Callout for Oil Filter -->
+  <line x1="360" y1="140" x2="360" y2="70" stroke="#333" stroke-width="1.5"/>
+  <line x1="360" y1="70" x2="420" y2="70" stroke="#333" stroke-width="1.5"/>
+  <circle cx="420" cy="70" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="420" y="75" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">1</text>
+
+  <!-- Legend -->
+  <rect x="50" y="320" width="200" height="60" fill="white" stroke="#ccc" stroke-width="1" rx="5"/>
+  <text x="150" y="340" text-anchor="middle" font-family="Arial" font-size="12" font-weight="bold" fill="#333">Parts / Partes</text>
+  <text x="60" y="360" font-family="Arial" font-size="11" fill="#333">1. Oil Filter / Filtro de Aceite</text>
+
+  <!-- Oil flow label -->
+  <text x="300" y="380" text-anchor="middle" font-family="Arial" font-size="10" fill="#666">Oil Flow Direction / Direccion del Flujo de Aceite</text>
+</svg>
\ No newline at end of file
diff --git a/dashboard/static/diagrams/suspension_assembly.svg b/dashboard/static/diagrams/suspension_assembly.svg
new file mode 100644
index 0000000..781515b
--- /dev/null
+++ b/dashboard/static/diagrams/suspension_assembly.svg
@@ -0,0 +1,84 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<svg width="600" height="400" viewBox="0 0 600 400" xmlns="http://www.w3.org/2000/svg">
+  <defs>
+    <linearGradient id="strutGrad" x1="0%" y1="0%" x2="100%" y2="0%">
+      <stop offset="0%" style="stop-color:#444"/>
+      <stop offset="50%" style="stop-color:#666"/>
+      <stop offset="100%" style="stop-color:#444"/>
+    </linearGradient>
+    <linearGradient id="springGrad" x1="0%" y1="0%" x2="100%" y2="0%">
+      <stop offset="0%" style="stop-color:#27ae60"/>
+      <stop offset="50%" style="stop-color:#2ecc71"/>
+      <stop offset="100%" style="stop-color:#27ae60"/>
+    </linearGradient>
+  </defs>
+
+  <!-- Background -->
+  <rect width="600" height="400" fill="#f5f5f5"/>
+
+  <!-- Title -->
+  <text x="300" y="30" text-anchor="middle" font-family="Arial, sans-serif" font-size="18" font-weight="bold" fill="#333">
+    Front Suspension / Suspension Delantera
+  </text>
+
+  <!-- Vehicle body mounting point -->
+  <rect x="180" y="50" width="240" height="30" fill="#555" stroke="#333" stroke-width="2"/>
+  <text x="300" y="70" text-anchor="middle" font-family="Arial" font-size="10" fill="#ccc">BODY / CARROCERIA</text>
+
+  <!-- Strut Mount (top) -->
+  <ellipse cx="300" cy="95" rx="35" ry="15" fill="#888" stroke="#555" stroke-width="2"/>
+
+  <!-- Strut Assembly -->
+  <rect x="285" y="95" width="30" height="150" fill="url(#strutGrad)" stroke="#333" stroke-width="2" id="strut"/>
+  <!-- Strut piston rod -->
+  <rect x="293" y="95" width="14" height="60" fill="#999" stroke="#777" stroke-width="1"/>
+
+  <!-- Coil Spring around strut -->
+  <path d="M275,120 Q310,130 275,140 Q240,150 275,160 Q310,170 275,180 Q240,190 275,200 Q310,210 275,220"
+        fill="none" stroke="url(#springGrad)" stroke-width="8" stroke-linecap="round"/>
+
+  <!-- Lower Control Arm -->
+  <path d="M150,320 L300,280 L450,320" fill="none" stroke="#444" stroke-width="12" stroke-linecap="round"/>
+  <rect x="140" y="310" width="30" height="30" fill="#666" stroke="#444" stroke-width="2" rx="5"/>
+  <rect x="430" y="310" width="30" height="30" fill="#666" stroke="#444" stroke-width="2" rx="5"/>
+
+  <!-- Ball Joint (connecting strut to control arm) -->
+  <circle cx="300" cy="280" r="20" fill="#c0392b" stroke="#922b21" stroke-width="3" id="ball-joint"/>
+  <circle cx="300" cy="280" r="8" fill="#333"/>
+
+  <!-- Steering Knuckle (simplified) -->
+  <rect x="280" y="250" width="40" height="25" fill="#777" stroke="#555" stroke-width="2"/>
+
+  <!-- Wheel hub representation -->
+  <circle cx="300" cy="340" r="40" fill="#444" stroke="#333" stroke-width="3"/>
+  <circle cx="300" cy="340" r="15" fill="#333"/>
+  <text x="300" y="345" text-anchor="middle" font-family="Arial" font-size="8" fill="#999">HUB</text>
+
+  <!-- Sway Bar Link -->
+  <line x1="350" y1="300" x2="420" y2="250" stroke="#555" stroke-width="6"/>
+  <circle cx="350" cy="300" r="6" fill="#777" stroke="#555" stroke-width="2"/>
+  <circle cx="420" cy="250" r="6" fill="#777" stroke="#555" stroke-width="2"/>
+
+  <!-- Callout 1: Strut Assembly -->
+  <line x1="320" y1="150" x2="420" y2="100" stroke="#333" stroke-width="1.5"/>
+  <circle cx="420" cy="100" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="420" y="105" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">1</text>
+
+  <!-- Callout 2: Ball Joint -->
+  <line x1="280" y1="280" x2="180" y2="280" stroke="#333" stroke-width="1.5"/>
+  <line x1="180" y1="280" x2="150" y2="250" stroke="#333" stroke-width="1.5"/>
+  <circle cx="150" cy="250" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="150" y="255" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">2</text>
+
+  <!-- Callout 3: Control Arm -->
+  <line x1="400" y1="320" x2="500" y2="350" stroke="#333" stroke-width="1.5"/>
+  <circle cx="500" cy="350" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="500" y="355" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">3</text>
+
+  <!-- Legend -->
+  <rect x="440" y="50" width="150" height="100" fill="white" stroke="#ccc" stroke-width="1" rx="5"/>
+  <text x="515" y="70" text-anchor="middle" font-family="Arial" font-size="12" font-weight="bold" fill="#333">Parts / Partes</text>
+  <text x="450" y="90" font-family="Arial" font-size="10" fill="#333">1. Strut / Amortiguador</text>
+  <text x="450" y="108" font-family="Arial" font-size="10" fill="#333">2. Ball Joint / Rotula</text>
+  <text x="450" y="126" font-family="Arial" font-size="10" fill="#333">3. Control Arm / Brazo</text>
+</svg>
\ No newline at end of file
diff --git a/vehicle_database/docs/database_example_complete.sql b/vehicle_database/docs/database_example_complete.sql
new file mode 100644
index 0000000..6a79b0e
--- /dev/null
+++ b/vehicle_database/docs/database_example_complete.sql
@@ -0,0 +1,527 @@
+-- ============================================================================
+-- EJEMPLO COMPLETO DE BASE DE DATOS DE AUTOPARTES
+-- Muestra cómo quedará la base de datos al completar todas las fases
+-- ============================================================================
+
+-- ============================================================================
+-- TABLAS EXISTENTES (Ya implementadas)
+-- ============================================================================
+
+-- Marcas de vehículos
+INSERT INTO brands (id, name, country, founded_year) VALUES
+(1, 'Toyota', 'Japan', 1937),
+(2, 'Honda', 'Japan', 1948),
+(3, 'Ford', 'USA', 1903),
+(4, 'Chevrolet', 'USA', 1911),
+(5, 'Volkswagen', 'Germany', 1937);
+
+-- Años
+INSERT INTO years (id, year) VALUES
+(1, 2020), (2, 2021), (3, 2022), (4, 2023), (5, 2024);
+
+-- Motores
+INSERT INTO engines (id, name, displacement_cc, cylinders, fuel_type, power_hp, torque_nm, engine_code) VALUES
+(1, '2.5L 4-Cyl Dynamic Force', 2487, 4, 'gasoline', 203, 250, 'A25A-FKS'),
+(2, '2.5L Hybrid', 2487, 4, 'hybrid', 215, 221, 'A25A-FXS'),
+(3, '3.5L V6', 3456, 6, 'gasoline', 301, 362, '2GR-FKS'),
+(4, '1.5L Turbo', 1498, 4, 'gasoline', 192, 260, 'L15CA'),
+(5, '2.0L Turbo EcoBoost', 1999, 4, 'gasoline', 250, 373, 'EcoBoost');
+
+-- Modelos
+INSERT INTO models (id, brand_id, name, body_type, generation, production_start_year, production_end_year) VALUES
+(1, 1, 'Camry', 'sedan', 'XV70', 2018, NULL),
+(2, 1, 'Corolla', 'sedan', 'E210', 2019, NULL),
+(3, 1, 'RAV4', 'suv', 'XA50', 2019, NULL),
+(4, 2, 'Civic', 'sedan', '11th Gen', 2022, NULL),
+(5, 2, 'CR-V', 'suv', '6th Gen', 2023, NULL),
+(6, 3, 'F-150', 'truck', '14th Gen', 2021, NULL);
+
+-- Configuraciones Modelo-Año-Motor (model_year_engine)
+INSERT INTO model_year_engine (id, model_id, year_id, engine_id, trim_level, drivetrain, transmission) VALUES
+-- Toyota Camry 2023
+(1, 1, 4, 1, 'LE', 'FWD', 'automatic'),
+(2, 1, 4, 1, 'SE', 'FWD', 'automatic'),
+(3, 1, 4, 1, 'XLE', 'AWD', 'automatic'),
+(4, 1, 4, 2, 'SE Hybrid', 'FWD', 'CVT'),
+(5, 1, 4, 3, 'XSE V6', 'FWD', 'automatic'),
+-- Toyota Camry 2024
+(6, 1, 5, 1, 'LE', 'FWD', 'automatic'),
+(7, 1, 5, 2, 'SE Hybrid', 'FWD', 'CVT'),
+-- Honda Civic 2023
+(8, 4, 4, 4, 'Sport', 'FWD', 'CVT'),
+(9, 4, 4, 4, 'Touring', 'FWD', 'CVT');
+
+-- ============================================================================
+-- FASE 1: CATÁLOGO DE PARTES (Implementado)
+-- ============================================================================
+
+-- Categorías principales
+INSERT INTO part_categories (id, name, name_es, slug, icon_name, display_order) VALUES
+(1, 'Body & Lamp Assembly', 'Carrocería y Lámparas', 'body-lamp', 'fa-car-side', 1),
+(2, 'Brake & Wheel Hub', 'Frenos y Mazas', 'brake-wheel', 'fa-compact-disc', 2),
+(3, 'Cooling System', 'Sistema de Enfriamiento', 'cooling', 'fa-temperature-low', 3),
+(4, 'Drivetrain', 'Tren Motriz', 'drivetrain', 'fa-cogs', 4),
+(5, 'Electrical & Lighting', 'Eléctrico e Iluminación', 'electrical', 'fa-bolt', 5),
+(6, 'Engine', 'Motor', 'engine', 'fa-cog', 6),
+(7, 'Exhaust', 'Escape', 'exhaust', 'fa-wind', 7),
+(8, 'Fuel & Air', 'Combustible y Aire', 'fuel-air', 'fa-gas-pump', 8),
+(9, 'Heat & Air Conditioning', 'Calefacción y A/C', 'hvac', 'fa-snowflake', 9),
+(10, 'Steering', 'Dirección', 'steering', 'fa-dharmachakra', 10),
+(11, 'Suspension', 'Suspensión', 'suspension', 'fa-truck-monster', 11),
+(12, 'Transmission', 'Transmisión', 'transmission', 'fa-gears', 12);
+
+-- Grupos dentro de categorías (ejemplos)
+INSERT INTO part_groups (id, category_id, name, name_es, slug, display_order) VALUES
+-- Engine groups
+(1, 6, 'Oil Filters', 'Filtros de Aceite', 'oil-filters', 1),
+(2, 6, 'Air Filters', 'Filtros de Aire', 'air-filters', 2),
+(3, 6, 'Spark Plugs', 'Bujías', 'spark-plugs', 3),
+(4, 6, 'Timing Belt & Chain', 'Banda/Cadena de Tiempo', 'timing', 4),
+(5, 6, 'Gaskets & Seals', 'Juntas y Sellos', 'gaskets', 5),
+(6, 6, 'Engine Mounts', 'Soportes de Motor', 'mounts', 6),
+-- Brake groups
+(10, 2, 'Brake Pads', 'Balatas/Pastillas', 'brake-pads', 1),
+(11, 2, 'Brake Rotors', 'Discos de Freno', 'brake-rotors', 2),
+(12, 2, 'Brake Calipers', 'Calipers', 'brake-calipers', 3),
+(13, 2, 'Brake Lines', 'Líneas de Freno', 'brake-lines', 4),
+(14, 2, 'Wheel Bearings', 'Baleros de Rueda', 'wheel-bearings', 5),
+-- Suspension groups
+(20, 11, 'Shocks & Struts', 'Amortiguadores', 'shocks-struts', 1),
+(21, 11, 'Control Arms', 'Brazos de Control', 'control-arms', 2),
+(22, 11, 'Ball Joints', 'Rótulas', 'ball-joints', 3),
+(23, 11, 'Tie Rod Ends', 'Terminales', 'tie-rods', 4),
+(24, 11, 'Sway Bar Links', 'Ligas de Barra Estabilizadora', 'sway-bar', 5),
+-- Electrical groups
+(30, 5, 'Batteries', 'Baterías', 'batteries', 1),
+(31, 5, 'Alternators', 'Alternadores', 'alternators', 2),
+(32, 5, 'Starters', 'Marchas', 'starters', 3),
+(33, 5, 'Ignition Coils', 'Bobinas de Ignición', 'ignition-coils', 4),
+(34, 5, 'Sensors', 'Sensores', 'sensors', 5);
+
+-- Partes OEM (catálogo maestro)
+INSERT INTO parts (id, oem_part_number, name, name_es, group_id, description, description_es, weight_kg, material) VALUES
+-- Filtros de aceite Toyota
+(1, '04152-YZZA1', 'Oil Filter Element', 'Elemento Filtro de Aceite', 1,
+   'Genuine Toyota oil filter for 2.5L engines', 'Filtro de aceite genuino Toyota para motores 2.5L', 0.3, 'Paper/Metal'),
+(2, '04152-YZZA5', 'Oil Filter Element', 'Elemento Filtro de Aceite', 1,
+   'Genuine Toyota oil filter for 3.5L V6 engines', 'Filtro de aceite genuino Toyota para motores 3.5L V6', 0.35, 'Paper/Metal'),
+
+-- Filtros de aire
+(3, '17801-0V020', 'Air Filter Element', 'Elemento Filtro de Aire', 2,
+   'Engine air filter for Camry 2.5L', 'Filtro de aire motor para Camry 2.5L', 0.4, 'Paper'),
+(4, '17801-38051', 'Air Filter Element', 'Elemento Filtro de Aire', 2,
+   'Engine air filter for Camry V6', 'Filtro de aire motor para Camry V6', 0.45, 'Paper'),
+
+-- Bujías
+(5, '90919-01275', 'Spark Plug - Iridium', 'Bujía - Iridio', 3,
+   'Denso Iridium TT spark plug', 'Bujía Denso Iridium TT', 0.05, 'Iridium/Nickel'),
+(6, '90919-01253', 'Spark Plug - Standard', 'Bujía - Estándar', 3,
+   'NGK Standard spark plug', 'Bujía NGK Estándar', 0.05, 'Nickel'),
+
+-- Pastillas de freno
+(10, '04465-06200', 'Front Brake Pads', 'Pastillas de Freno Delanteras', 10,
+    'Genuine Toyota front brake pad set', 'Juego de pastillas delanteras genuinas Toyota', 1.2, 'Ceramic'),
+(11, '04466-06200', 'Rear Brake Pads', 'Pastillas de Freno Traseras', 10,
+    'Genuine Toyota rear brake pad set', 'Juego de pastillas traseras genuinas Toyota', 0.9, 'Ceramic'),
+
+-- Discos de freno
+(12, '43512-06190', 'Front Brake Rotor', 'Disco de Freno Delantero', 11,
+    'Genuine Toyota front brake rotor', 'Disco de freno delantero genuino Toyota', 8.5, 'Cast Iron'),
+(13, '42431-06190', 'Rear Brake Rotor', 'Disco de Freno Trasero', 11,
+    'Genuine Toyota rear brake rotor', 'Disco de freno trasero genuino Toyota', 5.2, 'Cast Iron'),
+
+-- Amortiguadores
+(20, '48510-06780', 'Front Strut Assembly', 'Amortiguador Delantero Completo', 20,
+    'Front strut assembly with spring', 'Amortiguador delantero con resorte', 12.5, 'Steel'),
+(21, '48530-06400', 'Rear Shock Absorber', 'Amortiguador Trasero', 20,
+    'Rear shock absorber', 'Amortiguador trasero', 3.8, 'Steel'),
+
+-- Rótulas y terminales
+(22, '43330-09510', 'Lower Ball Joint', 'Rótula Inferior', 22,
+    'Front lower ball joint', 'Rótula inferior delantera', 0.8, 'Steel'),
+(23, '45046-09631', 'Outer Tie Rod End', 'Terminal Exterior', 23,
+    'Steering outer tie rod end', 'Terminal exterior de dirección', 0.5, 'Steel'),
+
+-- Sensores
+(30, '89467-06150', 'Oxygen Sensor - Upstream', 'Sensor de Oxígeno - Arriba', 34,
+    'Primary oxygen sensor (Bank 1)', 'Sensor de oxígeno primario (Banco 1)', 0.15, 'Ceramic/Metal'),
+(31, '89467-06160', 'Oxygen Sensor - Downstream', 'Sensor de Oxígeno - Abajo', 34,
+    'Secondary oxygen sensor (Bank 1)', 'Sensor de oxígeno secundario (Banco 1)', 0.15, 'Ceramic/Metal');
+
+-- Fitment: Qué partes van en qué vehículos
+INSERT INTO vehicle_parts (id, model_year_engine_id, part_id, quantity_required, position, fitment_notes) VALUES
+-- Toyota Camry 2023 2.5L LE (mye_id = 1)
+(1, 1, 1, 1, NULL, 'Use with 2.5L 4-Cyl engine only'),
+(2, 1, 3, 1, NULL, NULL),
+(3, 1, 5, 4, NULL, 'Gap: 0.043 inch'),
+(4, 1, 10, 1, 'front', NULL),
+(5, 1, 11, 1, 'rear', NULL),
+(6, 1, 12, 2, 'front', 'Left and Right'),
+(7, 1, 13, 2, 'rear', 'Left and Right'),
+(8, 1, 20, 2, 'front', 'Left and Right'),
+(9, 1, 21, 2, 'rear', 'Left and Right'),
+(10, 1, 22, 2, 'front-lower', 'Left and Right'),
+(11, 1, 23, 2, 'front', 'Left and Right'),
+(12, 1, 30, 1, 'upstream', 'Bank 1 Sensor 1'),
+(13, 1, 31, 1, 'downstream', 'Bank 1 Sensor 2'),
+
+-- Toyota Camry 2023 V6 XSE (mye_id = 5)
+(20, 5, 2, 1, NULL, 'Use with 3.5L V6 engine only'),
+(21, 5, 4, 1, NULL, NULL),
+(22, 5, 6, 6, NULL, 'V6 requires 6 spark plugs'),
+(23, 5, 10, 1, 'front', NULL),
+(24, 5, 11, 1, 'rear', NULL);
+
+-- ============================================================================
+-- FASE 2: CROSS-REFERENCES Y AFTERMARKET (Por implementar)
+-- ============================================================================
+
+-- Fabricantes (OEM y aftermarket)
+CREATE TABLE IF NOT EXISTS manufacturers (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    name TEXT NOT NULL UNIQUE,
+    type TEXT CHECK(type IN ('oem', 'aftermarket', 'remanufactured')),
+    quality_tier TEXT CHECK(quality_tier IN ('economy', 'standard', 'premium', 'oem')),
+    country TEXT,
+    logo_url TEXT,
+    website TEXT
+);
+
+INSERT INTO manufacturers (id, name, type, quality_tier, country, website) VALUES
+(1, 'Toyota', 'oem', 'oem', 'Japan', 'https://parts.toyota.com'),
+(2, 'Honda', 'oem', 'oem', 'Japan', 'https://parts.honda.com'),
+(3, 'Bosch', 'aftermarket', 'premium', 'Germany', 'https://www.boschparts.com'),
+(4, 'Denso', 'aftermarket', 'premium', 'Japan', 'https://www.denso.com'),
+(5, 'NGK', 'aftermarket', 'premium', 'Japan', 'https://www.ngk.com'),
+(6, 'Akebono', 'aftermarket', 'premium', 'Japan', 'https://www.akebono.com'),
+(7, 'Brembo', 'aftermarket', 'premium', 'Italy', 'https://www.brembo.com'),
+(8, 'Monroe', 'aftermarket', 'standard', 'USA', 'https://www.monroe.com'),
+(9, 'KYB', 'aftermarket', 'premium', 'Japan', 'https://www.kyb.com'),
+(10, 'Moog', 'aftermarket', 'premium', 'USA', 'https://www.moogparts.com'),
+(11, 'Fram', 'aftermarket', 'economy', 'USA', 'https://www.fram.com'),
+(12, 'WIX', 'aftermarket', 'standard', 'USA', 'https://www.wixfilters.com'),
+(13, 'K&N', 'aftermarket', 'premium', 'USA', 'https://www.knfilters.com'),
+(14, 'Motorcraft', 'oem', 'oem', 'USA', 'https://www.motorcraft.com'),
+(15, 'ACDelco', 'oem', 'oem', 'USA', 'https://www.acdelco.com');
+
+-- Partes aftermarket vinculadas a OEM
+CREATE TABLE IF NOT EXISTS aftermarket_parts (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    oem_part_id INTEGER NOT NULL,
+    manufacturer_id INTEGER NOT NULL,
+    part_number TEXT NOT NULL,
+    name TEXT,
+    name_es TEXT,
+    quality_tier TEXT CHECK(quality_tier IN ('economy', 'standard', 'premium')),
+    price_usd REAL,
+    warranty_months INTEGER,
+    FOREIGN KEY (oem_part_id) REFERENCES parts(id),
+    FOREIGN KEY (manufacturer_id) REFERENCES manufacturers(id)
+);
+
+INSERT INTO aftermarket_parts (id, oem_part_id, manufacturer_id, part_number, name, name_es, quality_tier, price_usd, warranty_months) VALUES
+-- Alternativas para filtro de aceite Toyota 04152-YZZA1
+(1, 1, 3, '3311', 'Premium Oil Filter', 'Filtro Aceite Premium', 'premium', 12.99, 12),
+(2, 1, 11, 'XG9972', 'Ultra Synthetic Oil Filter', 'Filtro Aceite Sintético', 'standard', 8.49, 12),
+(3, 1, 12, '57047', 'Oil Filter', 'Filtro de Aceite', 'standard', 7.99, 6),
+
+-- Alternativas para filtro de aire Toyota 17801-0V020
+(4, 3, 13, '33-5057', 'High-Flow Air Filter', 'Filtro Aire Alto Flujo', 'premium', 54.99, 120), -- K&N lifetime
+(5, 3, 11, 'CA11476', 'Extra Guard Air Filter', 'Filtro Aire Extra Guard', 'economy', 18.99, 12),
+(6, 3, 3, 'F00E164749', 'Workshop Air Filter', 'Filtro Aire Taller', 'premium', 24.99, 24),
+
+-- Alternativas para bujías
+(7, 5, 4, 'IK20TT', 'Iridium TT Spark Plug', 'Bujía Iridium TT', 'premium', 11.99, 60),
+(8, 5, 5, 'ILKAR7B11', 'Laser Iridium Spark Plug', 'Bujía Laser Iridium', 'premium', 13.99, 60),
+(9, 6, 3, 'FR7DC+', 'Super Plus Spark Plug', 'Bujía Super Plus', 'standard', 4.99, 24),
+
+-- Alternativas para pastillas de freno
+(10, 10, 6, 'ACT1293', 'ProACT Ultra-Premium Ceramic', 'Cerámica Ultra-Premium', 'premium', 89.99, 36),
+(11, 10, 7, 'P83124N', 'Premium NAO Ceramic Pads', 'Pastillas Cerámicas NAO', 'premium', 129.99, 24),
+(12, 10, 3, 'BC1293', 'QuietCast Ceramic Pads', 'Pastillas Cerámicas QuietCast', 'standard', 54.99, 24),
+
+-- Alternativas para amortiguadores
+(13, 20, 8, '72389', 'OESpectrum Strut Assembly', 'Ensamble Amortiguador OE', 'standard', 189.99, 24),
+(14, 20, 9, '339407', 'Excel-G Strut Assembly', 'Ensamble Amortiguador Excel-G', 'premium', 229.99, 36),
+(15, 21, 8, '37324', 'OESpectrum Shock', 'Amortiguador OESpectrum', 'standard', 54.99, 24),
+(16, 21, 9, '341461', 'Excel-G Shock', 'Amortiguador Excel-G', 'premium', 69.99, 36);
+
+-- Cross-references (números alternativos)
+CREATE TABLE IF NOT EXISTS part_cross_references (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    part_id INTEGER NOT NULL,
+    cross_reference_number TEXT NOT NULL,
+    reference_type TEXT CHECK(reference_type IN ('oem_alternate', 'supersession', 'interchange', 'competitor')),
+    source TEXT,
+    notes TEXT,
+    FOREIGN KEY (part_id) REFERENCES parts(id)
+);
+
+INSERT INTO part_cross_references (id, part_id, cross_reference_number, reference_type, source, notes) VALUES
+-- Oil filter cross-refs
+(1, 1, '04152-YZZA3', 'oem_alternate', 'Toyota', 'Earlier part number'),
+(2, 1, '04152-31090', 'oem_alternate', 'Toyota', 'Lexus equivalent'),
+(3, 1, 'L14476', 'interchange', 'Purolator', NULL),
+(4, 1, 'CH10358', 'interchange', 'Champion', NULL),
+
+-- Spark plug cross-refs
+(5, 5, 'SK20R11', 'oem_alternate', 'Denso', 'Denso part number'),
+(6, 5, '3297', 'interchange', 'NGK', 'ILKAR7B11 equivalent'),
+
+-- Brake pad cross-refs
+(7, 10, '04465-06201', 'supersession', 'Toyota', 'Superseded from'),
+(8, 10, '04465-33450', 'oem_alternate', 'Lexus', 'Lexus ES equivalent');
+
+-- ============================================================================
+-- FASE 3: DIAGRAMAS EXPLOSIONADOS (Por implementar)
+-- ============================================================================
+
+-- Diagramas
+CREATE TABLE IF NOT EXISTS diagrams (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    name TEXT NOT NULL,
+    name_es TEXT,
+    group_id INTEGER NOT NULL,
+    image_path TEXT NOT NULL,
+    thumbnail_path TEXT,
+    display_order INTEGER DEFAULT 0,
+    source TEXT,
+    FOREIGN KEY (group_id) REFERENCES part_groups(id)
+);
+
+INSERT INTO diagrams (id, name, name_es, group_id, image_path, thumbnail_path, display_order, source) VALUES
+(1, 'Front Brake Assembly', 'Ensamble Freno Delantero', 10,
+   '/static/diagrams/toyota/camry/2023/front_brake_assembly.svg',
+   '/static/diagrams/toyota/camry/2023/front_brake_assembly_thumb.png', 1, 'Toyota TIS'),
+(2, 'Rear Brake Assembly', 'Ensamble Freno Trasero', 10,
+   '/static/diagrams/toyota/camry/2023/rear_brake_assembly.svg',
+   '/static/diagrams/toyota/camry/2023/rear_brake_assembly_thumb.png', 2, 'Toyota TIS'),
+(3, 'Front Suspension', 'Suspensión Delantera', 20,
+   '/static/diagrams/toyota/camry/2023/front_suspension.svg',
+   '/static/diagrams/toyota/camry/2023/front_suspension_thumb.png', 1, 'Toyota TIS'),
+(4, 'Engine Oil System', 'Sistema de Aceite Motor', 1,
+   '/static/diagrams/toyota/camry/2023/engine_oil_system.svg',
+   '/static/diagrams/toyota/camry/2023/engine_oil_system_thumb.png', 1, 'Toyota TIS'),
+(5, 'Ignition System', 'Sistema de Ignición', 3,
+   '/static/diagrams/toyota/camry/2023/ignition_system.svg',
+   '/static/diagrams/toyota/camry/2023/ignition_system_thumb.png', 1, 'Toyota TIS');
+
+-- Diagramas específicos por vehículo
+CREATE TABLE IF NOT EXISTS vehicle_diagrams (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    diagram_id INTEGER NOT NULL,
+    model_year_engine_id INTEGER NOT NULL,
+    notes TEXT,
+    FOREIGN KEY (diagram_id) REFERENCES diagrams(id),
+    FOREIGN KEY (model_year_engine_id) REFERENCES model_year_engine(id),
+    UNIQUE(diagram_id, model_year_engine_id)
+);
+
+INSERT INTO vehicle_diagrams (id, diagram_id, model_year_engine_id, notes) VALUES
+(1, 1, 1, NULL),  -- Front brake diagram for Camry 2023 2.5L LE
+(2, 2, 1, NULL),  -- Rear brake diagram
+(3, 3, 1, NULL),  -- Front suspension diagram
+(4, 4, 1, 'For 2.5L 4-Cyl engines'),
+(5, 5, 1, NULL),
+(6, 1, 5, 'V6 uses same brakes'),  -- Same brake for V6
+(7, 4, 5, 'For 3.5L V6 engines');
+
+-- Hotspots clickeables en diagramas
+CREATE TABLE IF NOT EXISTS diagram_hotspots (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    diagram_id INTEGER NOT NULL,
+    part_id INTEGER NOT NULL,
+    callout_number INTEGER,
+    shape TEXT DEFAULT 'rect' CHECK(shape IN ('rect', 'circle', 'poly')),
+    coords TEXT NOT NULL,  -- x1,y1,x2,y2 for rect; cx,cy,r for circle; x1,y1,x2,y2,... for poly
+    FOREIGN KEY (diagram_id) REFERENCES diagrams(id),
+    FOREIGN KEY (part_id) REFERENCES parts(id)
+);
+
+INSERT INTO diagram_hotspots (id, diagram_id, part_id, callout_number, shape, coords) VALUES
+-- Front Brake Assembly hotspots
+(1, 1, 10, 1, 'rect', '150,200,250,280'),   -- Brake Pads
+(2, 1, 12, 2, 'rect', '100,150,300,350'),   -- Brake Rotor
+(3, 1, NULL, 3, 'rect', '280,180,380,300'), -- Caliper (not in our parts yet)
+
+-- Front Suspension hotspots
+(4, 3, 20, 1, 'rect', '200,50,300,250'),    -- Strut Assembly
+(5, 3, 22, 2, 'circle', '250,400,30'),      -- Ball Joint
+(6, 3, 23, 3, 'circle', '150,350,25'),      -- Tie Rod End
+(7, 3, NULL, 4, 'rect', '100,200,180,380'), -- Control Arm
+
+-- Engine Oil System hotspots
+(8, 4, 1, 1, 'rect', '300,250,400,350'),    -- Oil Filter
+
+-- Ignition System hotspots
+(9, 5, 5, 1, 'rect', '150,100,200,180'),    -- Spark Plug 1
+(10, 5, 5, 2, 'rect', '220,100,270,180'),   -- Spark Plug 2
+(11, 5, 5, 3, 'rect', '290,100,340,180'),   -- Spark Plug 3
+(12, 5, 5, 4, 'rect', '360,100,410,180');   -- Spark Plug 4
+
+-- ============================================================================
+-- FASE 4: BÚSQUEDA FULL-TEXT Y VIN DECODER (Por implementar)
+-- ============================================================================
+
+-- Full-Text Search (SQLite FTS5)
+CREATE VIRTUAL TABLE IF NOT EXISTS parts_fts USING fts5(
+    oem_part_number,
+    name,
+    name_es,
+    description,
+    description_es,
+    content='parts',
+    content_rowid='id'
+);
+
+-- Triggers para sincronización automática
+CREATE TRIGGER IF NOT EXISTS parts_ai AFTER INSERT ON parts BEGIN
+    INSERT INTO parts_fts(rowid, oem_part_number, name, name_es, description, description_es)
+    VALUES (new.id, new.oem_part_number, new.name, new.name_es, new.description, new.description_es);
+END;
+
+CREATE TRIGGER IF NOT EXISTS parts_ad AFTER DELETE ON parts BEGIN
+    INSERT INTO parts_fts(parts_fts, rowid, oem_part_number, name, name_es, description, description_es)
+    VALUES ('delete', old.id, old.oem_part_number, old.name, old.name_es, old.description, old.description_es);
+END;
+
+CREATE TRIGGER IF NOT EXISTS parts_au AFTER UPDATE ON parts BEGIN
+    INSERT INTO parts_fts(parts_fts, rowid, oem_part_number, name, name_es, description, description_es)
+    VALUES ('delete', old.id, old.oem_part_number, old.name, old.name_es, old.description, old.description_es);
+    INSERT INTO parts_fts(rowid, oem_part_number, name, name_es, description, description_es)
+    VALUES (new.id, new.oem_part_number, new.name, new.name_es, new.description, new.description_es);
+END;
+
+-- Cache de VINs decodificados
+CREATE TABLE IF NOT EXISTS vin_cache (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    vin TEXT NOT NULL UNIQUE,
+    decoded_data TEXT NOT NULL,  -- JSON from NHTSA API
+    model_year_engine_id INTEGER,
+    created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+    expires_at DATETIME,
+    FOREIGN KEY (model_year_engine_id) REFERENCES model_year_engine(id)
+);
+
+INSERT INTO vin_cache (id, vin, decoded_data, model_year_engine_id, expires_at) VALUES
+(1, '4T1BF1FK5CU123456', '{
+    "Make": "TOYOTA",
+    "Model": "Camry",
+    "ModelYear": "2023",
+    "BodyClass": "Sedan/Saloon",
+    "DriveType": "FWD/Front-Wheel Drive",
+    "EngineConfiguration": "In-Line",
+    "EngineCylinders": "4",
+    "DisplacementL": "2.5",
+    "FuelTypePrimary": "Gasoline",
+    "TransmissionStyle": "Automatic"
+}', 1, '2026-03-05'),
+
+(2, '4T1K61AK5PU234567', '{
+    "Make": "TOYOTA",
+    "Model": "Camry",
+    "ModelYear": "2023",
+    "BodyClass": "Sedan/Saloon",
+    "DriveType": "FWD/Front-Wheel Drive",
+    "EngineConfiguration": "V-Type",
+    "EngineCylinders": "6",
+    "DisplacementL": "3.5",
+    "FuelTypePrimary": "Gasoline",
+    "TransmissionStyle": "Automatic"
+}', 5, '2026-03-05');
+
+-- ============================================================================
+-- FASE 5: OPTIMIZACIÓN - ÍNDICES ADICIONALES
+-- ============================================================================
+
+-- Índices compuestos para queries frecuentes
+CREATE INDEX IF NOT EXISTS idx_vehicle_parts_mye_part ON vehicle_parts(model_year_engine_id, part_id);
+CREATE INDEX IF NOT EXISTS idx_aftermarket_oem ON aftermarket_parts(oem_part_id);
+CREATE INDEX IF NOT EXISTS idx_aftermarket_manufacturer ON aftermarket_parts(manufacturer_id);
+CREATE INDEX IF NOT EXISTS idx_cross_ref_part ON part_cross_references(part_id);
+CREATE INDEX IF NOT EXISTS idx_cross_ref_number ON part_cross_references(cross_reference_number);
+CREATE INDEX IF NOT EXISTS idx_diagrams_group ON diagrams(group_id);
+CREATE INDEX IF NOT EXISTS idx_hotspots_diagram ON diagram_hotspots(diagram_id);
+CREATE INDEX IF NOT EXISTS idx_hotspots_part ON diagram_hotspots(part_id);
+CREATE INDEX IF NOT EXISTS idx_vin_cache_vin ON vin_cache(vin);
+
+-- ============================================================================
+-- QUERIES DE EJEMPLO
+-- ============================================================================
+
+-- 1. Buscar todas las partes para un vehículo específico
+/*
+SELECT
+    pc.name_es AS categoria,
+    pg.name_es AS grupo,
+    p.oem_part_number,
+    p.name_es AS nombre,
+    vp.quantity_required AS cantidad,
+    vp.position AS posicion
+FROM vehicle_parts vp
+JOIN parts p ON vp.part_id = p.id
+JOIN part_groups pg ON p.group_id = pg.id
+JOIN part_categories pc ON pg.category_id = pc.id
+WHERE vp.model_year_engine_id = 1
+ORDER BY pc.display_order, pg.display_order;
+*/
+
+-- 2. Buscar alternativas aftermarket para una parte OEM
+/*
+SELECT
+    m.name AS fabricante,
+    m.quality_tier AS calidad,
+    ap.part_number,
+    ap.name_es AS nombre,
+    ap.price_usd AS precio,
+    ap.warranty_months AS garantia_meses
+FROM aftermarket_parts ap
+JOIN manufacturers m ON ap.manufacturer_id = m.id
+WHERE ap.oem_part_id = 1
+ORDER BY m.quality_tier DESC, ap.price_usd;
+*/
+
+-- 3. Búsqueda full-text de partes
+/*
+SELECT p.*
+FROM parts p
+JOIN parts_fts ON p.id = parts_fts.rowid
+WHERE parts_fts MATCH 'filtro aceite'
+ORDER BY rank;
+*/
+
+-- 4. Obtener hotspots de un diagrama con info de partes
+/*
+SELECT
+    dh.callout_number,
+    dh.shape,
+    dh.coords,
+    p.oem_part_number,
+    p.name_es AS nombre
+FROM diagram_hotspots dh
+LEFT JOIN parts p ON dh.part_id = p.id
+WHERE dh.diagram_id = 1
+ORDER BY dh.callout_number;
+*/
+
+-- 5. Buscar por número de parte (incluye cross-references)
+/*
+SELECT DISTINCT
+    p.id,
+    p.oem_part_number,
+    p.name_es,
+    'OEM' AS source
+FROM parts p
+WHERE p.oem_part_number LIKE '%04152%'
+
+UNION
+
+SELECT DISTINCT
+    p.id,
+    p.oem_part_number,
+    p.name_es,
+    'Cross-Ref: ' || pcr.cross_reference_number AS source
+FROM parts p
+JOIN part_cross_references pcr ON p.id = pcr.part_id
+WHERE pcr.cross_reference_number LIKE '%04152%';
+*/
diff --git a/vehicle_database/docs/database_schema_diagram.md b/vehicle_database/docs/database_schema_diagram.md
new file mode 100644
index 0000000..7b93522
--- /dev/null
+++ b/vehicle_database/docs/database_schema_diagram.md
@@ -0,0 +1,208 @@
+# Diagrama de Base de Datos - Catálogo de Autopartes
+
+## Diagrama de Relaciones (ERD)
+
+```
+┌─────────────────────────────────────────────────────────────────────────────────────────┐
+│                              VEHÍCULOS (Existente)                                       │
+└─────────────────────────────────────────────────────────────────────────────────────────┘
+
+┌──────────────┐     ┌──────────────┐     ┌──────────────┐     ┌──────────────┐
+│   brands     │     │   models     │     │    years     │     │   engines    │
+├──────────────┤     ├──────────────┤     ├──────────────┤     ├──────────────┤
+│ id (PK)      │◄────│ brand_id(FK) │     │ id (PK)      │     │ id (PK)      │
+│ name         │     │ id (PK)      │     │ year         │     │ name         │
+│ country      │     │ name         │     └──────┬───────┘     │ displacement │
+│ founded_year │     │ body_type    │            │             │ cylinders    │
+└──────────────┘     │ generation   │            │             │ fuel_type    │
+                     └──────┬───────┘            │             │ power_hp     │
+                            │                    │             └──────┬───────┘
+                            │                    │                    │
+                            ▼                    ▼                    ▼
+                     ┌─────────────────────────────────────────────────────┐
+                     │              model_year_engine (MYE)                │
+                     ├─────────────────────────────────────────────────────┤
+                     │ id (PK)     ◄─────── Identificador único de         │
+                     │ model_id (FK)         configuración vehículo        │
+                     │ year_id (FK)                                        │
+                     │ engine_id (FK)                                      │
+                     │ trim_level                                          │
+                     │ drivetrain                                          │
+                     │ transmission                                        │
+                     └────────────────────────┬────────────────────────────┘
+                                              │
+                                              │ (1:N)
+                                              ▼
+┌─────────────────────────────────────────────────────────────────────────────────────────┐
+│                           FASE 1: CATÁLOGO DE PARTES                                     │
+└─────────────────────────────────────────────────────────────────────────────────────────┘
+
+┌──────────────────┐         ┌──────────────────┐         ┌──────────────────┐
+│ part_categories  │         │   part_groups    │         │      parts       │
+├──────────────────┤         ├──────────────────┤         ├──────────────────┤
+│ id (PK)          │◄────────│ category_id (FK) │◄────────│ group_id (FK)    │
+│ name             │         │ id (PK)          │         │ id (PK)          │
+│ name_es          │         │ name             │         │ oem_part_number  │
+│ parent_id (FK)───┼─┐       │ name_es          │         │ name             │
+│ slug             │ │       │ slug             │         │ name_es          │
+│ icon_name        │ │       │ display_order    │         │ description      │
+│ display_order    │◄┘       └──────────────────┘         │ weight_kg        │
+└──────────────────┘                                      │ material         │
+      │                                                   │ is_discontinued  │
+      │ (Ej: 12 categorías)                              │ superseded_by_id │
+      │  - Engine                                        └────────┬─────────┘
+      │  - Brakes                                                 │
+      │  - Suspension                                             │
+      │  - etc.                                                   │
+                                                                  │
+                     ┌────────────────────────────────────────────┼────────────────┐
+                     │                                            │                │
+                     ▼                                            ▼                │
+          ┌──────────────────┐                        ┌──────────────────┐         │
+          │  vehicle_parts   │                        │   (FASE 2)       │         │
+          ├──────────────────┤                        │ aftermarket_parts│         │
+          │ id (PK)          │                        ├──────────────────┤         │
+          │ mye_id (FK) ─────┼──► model_year_engine   │ oem_part_id (FK)─┼─────────┤
+          │ part_id (FK) ────┼──► parts               │ manufacturer_id  │         │
+          │ quantity_required│                        │ part_number      │         │
+          │ position         │                        │ quality_tier     │         │
+          │ fitment_notes    │                        │ price_usd        │         │
+          └──────────────────┘                        └──────────────────┘         │
+                                                                                   │
+                                                      ┌──────────────────┐         │
+                                                      │ part_cross_refs  │         │
+                                                      ├──────────────────┤         │
+                                                      │ part_id (FK) ────┼─────────┘
+                                                      │ cross_ref_number │
+                                                      │ reference_type   │
+                                                      └──────────────────┘
+
+┌─────────────────────────────────────────────────────────────────────────────────────────┐
+│                           FASE 2: AFTERMARKET Y FABRICANTES                              │
+└─────────────────────────────────────────────────────────────────────────────────────────┘
+
+┌──────────────────┐         ┌──────────────────┐
+│  manufacturers   │◄────────│ aftermarket_parts│
+├──────────────────┤         ├──────────────────┤
+│ id (PK)          │         │ manufacturer_id  │
+│ name             │         │ oem_part_id (FK) │──► parts
+│ type             │         │ part_number      │
+│ quality_tier     │         │ name             │
+│ country          │         │ price_usd        │
+│ logo_url         │         │ warranty_months  │
+└──────────────────┘         └──────────────────┘
+
+┌─────────────────────────────────────────────────────────────────────────────────────────┐
+│                           FASE 3: DIAGRAMAS EXPLOSIONADOS                                │
+└─────────────────────────────────────────────────────────────────────────────────────────┘
+
+┌──────────────────┐         ┌──────────────────┐         ┌──────────────────┐
+│    diagrams      │         │ vehicle_diagrams │         │diagram_hotspots  │
+├──────────────────┤         ├──────────────────┤         ├──────────────────┤
+│ id (PK)          │◄────────│ diagram_id (FK)  │         │ diagram_id (FK)──┼──► diagrams
+│ name             │         │ mye_id (FK) ─────┼──► MYE  │ part_id (FK) ────┼──► parts
+│ name_es          │         └──────────────────┘         │ callout_number   │
+│ group_id (FK)────┼──► part_groups                       │ shape            │
+│ image_path       │                                      │ coords           │
+│ thumbnail_path   │                                      └──────────────────┘
+└──────────────────┘
+
+┌─────────────────────────────────────────────────────────────────────────────────────────┐
+│                           FASE 4: BÚSQUEDA Y VIN                                         │
+└─────────────────────────────────────────────────────────────────────────────────────────┘
+
+┌──────────────────┐         ┌──────────────────┐
+│   parts_fts      │         │    vin_cache     │
+│   (FTS5 Virtual) │         ├──────────────────┤
+├──────────────────┤         │ vin              │
+│ oem_part_number  │         │ decoded_data     │──► JSON from NHTSA
+│ name             │         │ mye_id (FK) ─────┼──► model_year_engine
+│ name_es          │         │ expires_at       │
+│ description      │         └──────────────────┘
+└──────────────────┘
+```
+
+## Flujo de Navegación del Usuario
+
+```
+┌─────────┐    ┌─────────┐    ┌─────────────────┐    ┌────────────────┐
+│ Marcas  │───►│ Modelos │───►│   Vehículos     │───►│  Categorías    │
+│ (brands)│    │(models) │    │(model_year_eng) │    │(part_categories│
+└─────────┘    └─────────┘    └─────────────────┘    └───────┬────────┘
+                                                             │
+    ┌────────────────────────────────────────────────────────┘
+    │
+    ▼
+┌─────────────┐    ┌─────────────┐    ┌─────────────────────────────┐
+│   Grupos    │───►│   Partes    │───►│     Detalle Parte           │
+│(part_groups)│    │  (parts)    │    │ + Alternativas Aftermarket  │
+└─────────────┘    └─────────────┘    │ + Cross-References          │
+                         │            │ + Diagrama con Hotspots     │
+                         │            └─────────────────────────────┘
+                         │
+                         ▼
+              ┌─────────────────────┐
+              │  Filtrar por MYE    │
+              │  (vehicle_parts)    │
+              │  Cantidad, Posición │
+              └─────────────────────┘
+```
+
+## Resumen de Tablas por Fase
+
+| Fase | Tabla | Registros Esperados | Descripción |
+|------|-------|---------------------|-------------|
+| Base | brands | ~50 | Marcas de vehículos |
+| Base | models | ~2,000 | Modelos de vehículos |
+| Base | years | ~30 | Años (1995-2025) |
+| Base | engines | ~500 | Especificaciones de motores |
+| Base | model_year_engine | ~50,000 | Configuraciones únicas |
+| **F1** | part_categories | 12 | Categorías principales |
+| **F1** | part_groups | ~200 | Subcategorías |
+| **F1** | parts | ~100,000 | Catálogo maestro OEM |
+| **F1** | vehicle_parts | ~500,000 | Fitment por vehículo |
+| **F2** | manufacturers | ~50 | OEM y aftermarket |
+| **F2** | aftermarket_parts | ~300,000 | Alternativas aftermarket |
+| **F2** | part_cross_references | ~200,000 | Números alternativos |
+| **F3** | diagrams | ~5,000 | Diagramas explosionados |
+| **F3** | vehicle_diagrams | ~20,000 | Asignación a vehículos |
+| **F3** | diagram_hotspots | ~50,000 | Áreas clickeables |
+| **F4** | parts_fts | Virtual | Índice full-text |
+| **F4** | vin_cache | Variable | Cache de VINs |
+
+## Ejemplo de Datos Relacionados
+
+### Un Toyota Camry 2023 2.5L LE completo:
+
+```sql
+-- Vehículo
+brands.id = 1 (Toyota)
+models.id = 1 (Camry)
+years.id = 4 (2023)
+engines.id = 1 (2.5L 4-Cyl)
+model_year_engine.id = 1
+
+-- Sus partes (via vehicle_parts)
+┌────────────────┬───────────────────────────────┬──────┬──────────┐
+│ OEM #          │ Parte                         │ Cant │ Posición │
+├────────────────┼───────────────────────────────┼──────┼──────────┤
+│ 04152-YZZA1    │ Filtro de Aceite              │ 1    │ -        │
+│ 17801-0V020    │ Filtro de Aire                │ 1    │ -        │
+│ 90919-01275    │ Bujía Iridium                 │ 4    │ -        │
+│ 04465-06200    │ Pastillas Freno Delanteras    │ 1    │ front    │
+│ 04466-06200    │ Pastillas Freno Traseras      │ 1    │ rear     │
+│ 43512-06190    │ Disco Freno Delantero         │ 2    │ front    │
+│ 42431-06190    │ Disco Freno Trasero           │ 2    │ rear     │
+│ 48510-06780    │ Amortiguador Delantero        │ 2    │ front    │
+│ 48530-06400    │ Amortiguador Trasero          │ 2    │ rear     │
+└────────────────┴───────────────────────────────┴──────┴──────────┘
+
+-- Alternativas para el filtro de aceite (via aftermarket_parts)
+┌────────────────┬─────────┬─────────────────────────────┬─────────┐
+│ Fabricante     │ Número  │ Nombre                      │ Precio  │
+├────────────────┼─────────┼─────────────────────────────┼─────────┤
+│ Bosch          │ 3311    │ Premium Oil Filter          │ $12.99  │
+│ Fram           │ XG9972  │ Ultra Synthetic Oil Filter  │ $8.49   │
+│ WIX            │ 57047   │ Oil Filter                  │ $7.99   │
+└────────────────┴─────────┴─────────────────────────────┴─────────┘
+```
diff --git a/vehicle_database/scripts/populate_categories.py b/vehicle_database/scripts/populate_categories.py
new file mode 100644
index 0000000..3deb975
--- /dev/null
+++ b/vehicle_database/scripts/populate_categories.py
@@ -0,0 +1,548 @@
+#!/usr/bin/env python3
+"""
+Populate Part Categories and Groups
+
+This script populates the SQLite database with initial part categories
+and groups following the RockAuto style organization.
+
+The script is idempotent - it can be run multiple times safely.
+"""
+
+import sqlite3
+import os
+import re
+from pathlib import Path
+
+
+def create_slug(name: str) -> str:
+    """
+    Generate a URL-friendly slug from a name.
+
+    Args:
+        name: The name to convert to a slug
+
+    Returns:
+        Lowercase string with spaces replaced by hyphens
+    """
+    # Convert to lowercase
+    slug = name.lower()
+    # Remove special characters except spaces and hyphens
+    slug = re.sub(r'[^a-z0-9\s-]', '', slug)
+    # Replace spaces with hyphens
+    slug = re.sub(r'\s+', '-', slug)
+    # Remove multiple consecutive hyphens
+    slug = re.sub(r'-+', '-', slug)
+    # Strip leading/trailing hyphens
+    slug = slug.strip('-')
+    return slug
+
+
+def get_database_path() -> str:
+    """Get the path to the SQLite database."""
+    return "/home/Autopartes/vehicle_database/vehicle_database.db"
+
+
+def get_schema_path() -> str:
+    """Get the path to the schema SQL file."""
+    return "/home/Autopartes/vehicle_database/sql/schema.sql"
+
+
+def create_tables_if_not_exist(conn: sqlite3.Connection) -> None:
+    """
+    Create the necessary tables if they don't exist.
+    Reads and executes relevant CREATE TABLE statements from schema.sql.
+
+    Args:
+        conn: SQLite database connection
+    """
+    schema_path = get_schema_path()
+
+    if not os.path.exists(schema_path):
+        print(f"Warning: Schema file not found at {schema_path}")
+        print("Creating tables with embedded schema...")
+
+        # Fallback embedded schema for the parts catalog tables
+        embedded_schema = """
+        CREATE TABLE IF NOT EXISTS part_categories (
+            id INTEGER PRIMARY KEY AUTOINCREMENT,
+            name TEXT NOT NULL,
+            name_es TEXT,
+            parent_id INTEGER,
+            slug TEXT UNIQUE,
+            icon_name TEXT,
+            display_order INTEGER DEFAULT 0,
+            created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+            FOREIGN KEY (parent_id) REFERENCES part_categories(id)
+        );
+
+        CREATE TABLE IF NOT EXISTS part_groups (
+            id INTEGER PRIMARY KEY AUTOINCREMENT,
+            category_id INTEGER NOT NULL,
+            name TEXT NOT NULL,
+            name_es TEXT,
+            slug TEXT,
+            display_order INTEGER DEFAULT 0,
+            created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+            FOREIGN KEY (category_id) REFERENCES part_categories(id)
+        );
+
+        CREATE TABLE IF NOT EXISTS parts (
+            id INTEGER PRIMARY KEY AUTOINCREMENT,
+            oem_part_number TEXT NOT NULL,
+            name TEXT NOT NULL,
+            name_es TEXT,
+            group_id INTEGER,
+            description TEXT,
+            description_es TEXT,
+            weight_kg REAL,
+            material TEXT,
+            is_discontinued BOOLEAN DEFAULT 0,
+            superseded_by_id INTEGER,
+            created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+            FOREIGN KEY (group_id) REFERENCES part_groups(id),
+            FOREIGN KEY (superseded_by_id) REFERENCES parts(id)
+        );
+
+        CREATE TABLE IF NOT EXISTS vehicle_parts (
+            id INTEGER PRIMARY KEY AUTOINCREMENT,
+            model_year_engine_id INTEGER NOT NULL,
+            part_id INTEGER NOT NULL,
+            quantity_required INTEGER DEFAULT 1,
+            position TEXT,
+            fitment_notes TEXT,
+            created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+            FOREIGN KEY (model_year_engine_id) REFERENCES model_year_engine(id),
+            FOREIGN KEY (part_id) REFERENCES parts(id),
+            UNIQUE(model_year_engine_id, part_id, position)
+        );
+
+        CREATE INDEX IF NOT EXISTS idx_part_categories_parent ON part_categories(parent_id);
+        CREATE INDEX IF NOT EXISTS idx_part_categories_slug ON part_categories(slug);
+        CREATE INDEX IF NOT EXISTS idx_part_groups_category ON part_groups(category_id);
+        CREATE INDEX IF NOT EXISTS idx_parts_oem ON parts(oem_part_number);
+        CREATE INDEX IF NOT EXISTS idx_parts_group ON parts(group_id);
+        CREATE INDEX IF NOT EXISTS idx_vehicle_parts_mye ON vehicle_parts(model_year_engine_id);
+        CREATE INDEX IF NOT EXISTS idx_vehicle_parts_part ON vehicle_parts(part_id);
+        """
+        conn.executescript(embedded_schema)
+    else:
+        # Read the schema file
+        with open(schema_path, 'r') as f:
+            schema_sql = f.read()
+
+        # Execute the entire schema (CREATE TABLE IF NOT EXISTS is safe to re-run)
+        conn.executescript(schema_sql)
+
+    conn.commit()
+    print("Tables created/verified successfully.")
+
+
+def get_categories_data() -> list:
+    """
+    Return the list of categories to insert.
+
+    Returns:
+        List of tuples: (name, name_es, icon_name, display_order)
+    """
+    return [
+        ("Body & Lamp Assembly", "Carroceria y Lamparas", "fa-car-side", 1),
+        ("Brake & Wheel Hub", "Frenos y Mazas", "fa-compact-disc", 2),
+        ("Cooling System", "Sistema de Enfriamiento", "fa-temperature-low", 3),
+        ("Drivetrain", "Tren Motriz", "fa-cogs", 4),
+        ("Electrical & Lighting", "Electrico e Iluminacion", "fa-bolt", 5),
+        ("Engine", "Motor", "fa-cog", 6),
+        ("Exhaust", "Escape", "fa-wind", 7),
+        ("Fuel & Air", "Combustible y Aire", "fa-gas-pump", 8),
+        ("Heat & Air Conditioning", "Calefaccion y AC", "fa-snowflake", 9),
+        ("Steering", "Direccion", "fa-dharmachakra", 10),
+        ("Suspension", "Suspension", "fa-truck-monster", 11),
+        ("Transmission", "Transmision", "fa-gears", 12),
+    ]
+
+
+def get_groups_data() -> dict:
+    """
+    Return the groups for each category.
+
+    Returns:
+        Dictionary mapping category name to list of groups.
+        Each group is a tuple: (name, name_es, display_order)
+    """
+    return {
+        "Body & Lamp Assembly": [
+            ("Body Panels", "Paneles de Carroceria", 1),
+            ("Bumpers", "Defensas", 2),
+            ("Doors", "Puertas", 3),
+            ("Fenders", "Salpicaderas", 4),
+            ("Hoods", "Cofres", 5),
+            ("Trunk Lids", "Tapas de Cajuela", 6),
+            ("Grilles", "Parrillas", 7),
+            ("Mirrors", "Espejos", 8),
+            ("Headlights", "Faros Delanteros", 9),
+            ("Taillights", "Calaveras", 10),
+            ("Fog Lights", "Faros de Niebla", 11),
+            ("Turn Signal Lights", "Luces Direccionales", 12),
+            ("Windshield", "Parabrisas", 13),
+            ("Window Glass", "Cristales de Ventana", 14),
+            ("Moldings & Trim", "Molduras y Acabados", 15),
+        ],
+        "Brake & Wheel Hub": [
+            ("Brake Pads", "Balatas", 1),
+            ("Brake Rotors", "Discos de Freno", 2),
+            ("Brake Drums", "Tambores de Freno", 3),
+            ("Brake Shoes", "Zapatas de Freno", 4),
+            ("Brake Calipers", "Calibradores de Freno", 5),
+            ("Brake Lines", "Lineas de Freno", 6),
+            ("Brake Hoses", "Mangueras de Freno", 7),
+            ("Master Cylinder", "Cilindro Maestro", 8),
+            ("Wheel Cylinders", "Cilindros de Rueda", 9),
+            ("Brake Boosters", "Boosters de Freno", 10),
+            ("ABS Components", "Componentes ABS", 11),
+            ("Wheel Bearings", "Baleros de Rueda", 12),
+            ("Wheel Hubs", "Mazas de Rueda", 13),
+            ("Wheel Studs", "Birlos", 14),
+            ("Parking Brake", "Freno de Mano", 15),
+        ],
+        "Cooling System": [
+            ("Radiators", "Radiadores", 1),
+            ("Radiator Hoses", "Mangueras de Radiador", 2),
+            ("Water Pumps", "Bombas de Agua", 3),
+            ("Thermostats", "Termostatos", 4),
+            ("Cooling Fans", "Ventiladores", 5),
+            ("Fan Clutches", "Clutch de Ventilador", 6),
+            ("Coolant Reservoirs", "Depositos de Anticongelante", 7),
+            ("Radiator Caps", "Tapones de Radiador", 8),
+            ("Heater Cores", "Nucleos de Calefaccion", 9),
+            ("Heater Hoses", "Mangueras de Calefaccion", 10),
+            ("Coolant Sensors", "Sensores de Temperatura", 11),
+            ("Oil Coolers", "Enfriadores de Aceite", 12),
+            ("Intercoolers", "Intercoolers", 13),
+        ],
+        "Drivetrain": [
+            ("CV Axles", "Flechas CV", 1),
+            ("CV Joints", "Juntas CV", 2),
+            ("CV Boots", "Guardapolvos CV", 3),
+            ("U-Joints", "Crucetas", 4),
+            ("Drive Shafts", "Flechas Cardanes", 5),
+            ("Differentials", "Diferenciales", 6),
+            ("Axle Shafts", "Ejes", 7),
+            ("Transfer Cases", "Cajas de Transferencia", 8),
+            ("Wheel Bearings", "Baleros de Rueda", 9),
+            ("Hub Assemblies", "Ensambles de Maza", 10),
+        ],
+        "Electrical & Lighting": [
+            ("Batteries", "Baterias", 1),
+            ("Alternators", "Alternadores", 2),
+            ("Starters", "Marchas", 3),
+            ("Ignition Coils", "Bobinas de Ignicion", 4),
+            ("Spark Plug Wires", "Cables de Bujia", 5),
+            ("Distributors", "Distribuidores", 6),
+            ("Ignition Switches", "Switches de Encendido", 7),
+            ("Relays", "Relevadores", 8),
+            ("Fuses", "Fusibles", 9),
+            ("Switches", "Interruptores", 10),
+            ("Wiring Harnesses", "Arneses Electricos", 11),
+            ("Sensors", "Sensores", 12),
+            ("Headlight Bulbs", "Focos de Faros", 13),
+            ("Taillight Bulbs", "Focos de Calaveras", 14),
+            ("Interior Lights", "Luces Interiores", 15),
+            ("Horn", "Claxon", 16),
+        ],
+        "Engine": [
+            ("Oil Filters", "Filtros de Aceite", 1),
+            ("Air Filters", "Filtros de Aire", 2),
+            ("Spark Plugs", "Bujias", 3),
+            ("Belts", "Bandas", 4),
+            ("Timing Belts", "Bandas de Tiempo", 5),
+            ("Timing Chains", "Cadenas de Tiempo", 6),
+            ("Timing Components", "Componentes de Tiempo", 7),
+            ("Gaskets", "Juntas", 8),
+            ("Head Gaskets", "Juntas de Cabeza", 9),
+            ("Valve Cover Gaskets", "Juntas de Tapa de Punterias", 10),
+            ("Oil Pan Gaskets", "Juntas de Carter", 11),
+            ("Pistons", "Pistones", 12),
+            ("Piston Rings", "Anillos de Piston", 13),
+            ("Connecting Rods", "Bielas", 14),
+            ("Crankshafts", "Cigueñales", 15),
+            ("Camshafts", "Arboles de Levas", 16),
+            ("Valves", "Valvulas", 17),
+            ("Valve Springs", "Resortes de Valvula", 18),
+            ("Rocker Arms", "Balancines", 19),
+            ("Lifters", "Buzos", 20),
+            ("Oil Pumps", "Bombas de Aceite", 21),
+            ("Engine Mounts", "Soportes de Motor", 22),
+            ("Cylinder Heads", "Cabezas de Motor", 23),
+            ("Engine Blocks", "Bloques de Motor", 24),
+            ("Harmonic Balancers", "Dampers", 25),
+            ("Pulleys", "Poleas", 26),
+            ("Tensioners", "Tensores", 27),
+            ("Idler Pulleys", "Poleas Locas", 28),
+        ],
+        "Exhaust": [
+            ("Exhaust Manifolds", "Multiples de Escape", 1),
+            ("Catalytic Converters", "Convertidores Cataliticos", 2),
+            ("Mufflers", "Mofles", 3),
+            ("Resonators", "Resonadores", 4),
+            ("Exhaust Pipes", "Tubos de Escape", 5),
+            ("Exhaust Tips", "Terminales de Escape", 6),
+            ("Exhaust Gaskets", "Juntas de Escape", 7),
+            ("Exhaust Hangers", "Soportes de Escape", 8),
+            ("O2 Sensors", "Sensores de Oxigeno", 9),
+            ("EGR Valves", "Valvulas EGR", 10),
+            ("Headers", "Headers", 11),
+            ("Flex Pipes", "Flexibles", 12),
+        ],
+        "Fuel & Air": [
+            ("Fuel Pumps", "Bombas de Gasolina", 1),
+            ("Fuel Filters", "Filtros de Gasolina", 2),
+            ("Fuel Injectors", "Inyectores", 3),
+            ("Fuel Lines", "Lineas de Combustible", 4),
+            ("Fuel Tanks", "Tanques de Gasolina", 5),
+            ("Fuel Caps", "Tapones de Gasolina", 6),
+            ("Carburetors", "Carburadores", 7),
+            ("Throttle Bodies", "Cuerpos de Aceleracion", 8),
+            ("Intake Manifolds", "Multiples de Admision", 9),
+            ("Air Intake Hoses", "Mangueras de Admision", 10),
+            ("Mass Air Flow Sensors", "Sensores MAF", 11),
+            ("Throttle Position Sensors", "Sensores TPS", 12),
+            ("Fuel Pressure Regulators", "Reguladores de Presion", 13),
+            ("PCV Valves", "Valvulas PCV", 14),
+            ("Air Intake Systems", "Sistemas de Admision", 15),
+            ("Turbochargers", "Turbocargadores", 16),
+            ("Superchargers", "Supercargadores", 17),
+        ],
+        "Heat & Air Conditioning": [
+            ("AC Compressors", "Compresores de AC", 1),
+            ("AC Condensers", "Condensadores de AC", 2),
+            ("AC Evaporators", "Evaporadores de AC", 3),
+            ("AC Hoses", "Mangueras de AC", 4),
+            ("AC Accumulators", "Acumuladores de AC", 5),
+            ("AC Receiver Driers", "Filtros Deshidratadores", 6),
+            ("AC Expansion Valves", "Valvulas de Expansion", 7),
+            ("AC Clutches", "Clutch de AC", 8),
+            ("Blower Motors", "Motores de Ventilador", 9),
+            ("Blower Resistors", "Resistencias de Ventilador", 10),
+            ("Heater Control Valves", "Valvulas de Calefaccion", 11),
+            ("Cabin Air Filters", "Filtros de Cabina", 12),
+            ("AC Pressure Switches", "Switches de Presion AC", 13),
+            ("Climate Control Units", "Unidades de Control Climatico", 14),
+        ],
+        "Steering": [
+            ("Power Steering Pumps", "Bombas de Direccion Hidraulica", 1),
+            ("Power Steering Hoses", "Mangueras de Direccion", 2),
+            ("Power Steering Fluid Reservoirs", "Depositos de Direccion", 3),
+            ("Steering Racks", "Cremalleras de Direccion", 4),
+            ("Steering Gearboxes", "Cajas de Direccion", 5),
+            ("Tie Rods", "Terminales de Direccion", 6),
+            ("Tie Rod Ends", "Rotulas de Direccion", 7),
+            ("Inner Tie Rods", "Terminales Interiores", 8),
+            ("Steering Columns", "Columnas de Direccion", 9),
+            ("Steering Wheels", "Volantes", 10),
+            ("Pitman Arms", "Brazos Pitman", 11),
+            ("Idler Arms", "Brazos Locos", 12),
+            ("Center Links", "Barras Centrales", 13),
+            ("Drag Links", "Barras de Arrastre", 14),
+            ("Steering Knuckles", "Muñones", 15),
+        ],
+        "Suspension": [
+            ("Shocks", "Amortiguadores", 1),
+            ("Struts", "Struts", 2),
+            ("Strut Mounts", "Bases de Strut", 3),
+            ("Coil Springs", "Resortes", 4),
+            ("Leaf Springs", "Muelles", 5),
+            ("Control Arms", "Brazos de Control", 6),
+            ("Upper Control Arms", "Brazos Superiores", 7),
+            ("Lower Control Arms", "Brazos Inferiores", 8),
+            ("Ball Joints", "Rotulas", 9),
+            ("Bushings", "Bujes", 10),
+            ("Sway Bars", "Barras Estabilizadoras", 11),
+            ("Sway Bar Links", "Links de Barra Estabilizadora", 12),
+            ("Sway Bar Bushings", "Bujes de Barra Estabilizadora", 13),
+            ("Torsion Bars", "Barras de Torsion", 14),
+            ("Trailing Arms", "Brazos Traseros", 15),
+            ("Track Bars", "Barras Track", 16),
+            ("Radius Arms", "Brazos de Radio", 17),
+            ("Air Suspension", "Suspension Neumatica", 18),
+            ("Bump Stops", "Topes", 19),
+        ],
+        "Transmission": [
+            ("Transmission Filters", "Filtros de Transmision", 1),
+            ("Clutch Kits", "Kits de Clutch", 2),
+            ("Clutch Discs", "Discos de Clutch", 3),
+            ("Pressure Plates", "Platos de Presion", 4),
+            ("Throw-out Bearings", "Collares de Clutch", 5),
+            ("Clutch Masters", "Cilindros Maestros de Clutch", 6),
+            ("Clutch Slaves", "Cilindros Esclavos de Clutch", 7),
+            ("Flywheels", "Volantes de Motor", 8),
+            ("Flexplates", "Flexplates", 9),
+            ("Torque Converters", "Convertidores de Torque", 10),
+            ("Transmission Mounts", "Soportes de Transmision", 11),
+            ("Shift Cables", "Cables de Cambios", 12),
+            ("Shift Linkages", "Varillajes de Cambios", 13),
+            ("Speedometer Gears", "Engranes de Velocimetro", 14),
+            ("Transmission Gaskets", "Juntas de Transmision", 15),
+            ("Transmission Seals", "Sellos de Transmision", 16),
+        ],
+    }
+
+
+def insert_categories(conn: sqlite3.Connection) -> dict:
+    """
+    Insert categories into the database.
+
+    Args:
+        conn: SQLite database connection
+
+    Returns:
+        Dictionary mapping category name to category id
+    """
+    cursor = conn.cursor()
+    categories = get_categories_data()
+    category_ids = {}
+
+    for name, name_es, icon_name, display_order in categories:
+        slug = create_slug(name)
+
+        # Use INSERT OR IGNORE to make the script idempotent
+        cursor.execute("""
+            INSERT OR IGNORE INTO part_categories
+            (name, name_es, slug, icon_name, display_order)
+            VALUES (?, ?, ?, ?, ?)
+        """, (name, name_es, slug, icon_name, display_order))
+
+        # Get the id (whether it was just inserted or already existed)
+        cursor.execute("SELECT id FROM part_categories WHERE slug = ?", (slug,))
+        result = cursor.fetchone()
+        if result:
+            category_ids[name] = result[0]
+            print(f"  Category: {name} (ID: {result[0]})")
+
+    conn.commit()
+    return category_ids
+
+
+def insert_groups(conn: sqlite3.Connection, category_ids: dict) -> None:
+    """
+    Insert groups into the database.
+
+    Args:
+        conn: SQLite database connection
+        category_ids: Dictionary mapping category name to category id
+    """
+    cursor = conn.cursor()
+    groups_data = get_groups_data()
+
+    for category_name, groups in groups_data.items():
+        if category_name not in category_ids:
+            print(f"  Warning: Category '{category_name}' not found, skipping groups")
+            continue
+
+        category_id = category_ids[category_name]
+
+        for name, name_es, display_order in groups:
+            slug = create_slug(name)
+
+            # Check if group already exists for this category
+            cursor.execute("""
+                SELECT id FROM part_groups
+                WHERE category_id = ? AND slug = ?
+            """, (category_id, slug))
+
+            if cursor.fetchone() is None:
+                cursor.execute("""
+                    INSERT INTO part_groups
+                    (category_id, name, name_es, slug, display_order)
+                    VALUES (?, ?, ?, ?, ?)
+                """, (category_id, name, name_es, slug, display_order))
+                print(f"    Group: {name}")
+
+    conn.commit()
+
+
+def print_summary(conn: sqlite3.Connection) -> None:
+    """
+    Print a summary of the data in the database.
+
+    Args:
+        conn: SQLite database connection
+    """
+    cursor = conn.cursor()
+
+    # Count categories
+    cursor.execute("SELECT COUNT(*) FROM part_categories")
+    category_count = cursor.fetchone()[0]
+
+    # Count groups
+    cursor.execute("SELECT COUNT(*) FROM part_groups")
+    group_count = cursor.fetchone()[0]
+
+    print("\n" + "=" * 50)
+    print("SUMMARY")
+    print("=" * 50)
+    print(f"Total Categories: {category_count}")
+    print(f"Total Groups: {group_count}")
+    print()
+
+    # Show categories with group counts
+    cursor.execute("""
+        SELECT pc.name, pc.name_es, pc.icon_name, COUNT(pg.id) as group_count
+        FROM part_categories pc
+        LEFT JOIN part_groups pg ON pc.id = pg.category_id
+        GROUP BY pc.id
+        ORDER BY pc.display_order
+    """)
+
+    print("Categories and Group Counts:")
+    print("-" * 50)
+    for row in cursor.fetchall():
+        name, name_es, icon, count = row
+        print(f"  {icon:20} {name:30} ({count} groups)")
+
+
+def main():
+    """Main function to populate categories and groups."""
+    db_path = get_database_path()
+
+    print("=" * 50)
+    print("POPULATE PART CATEGORIES AND GROUPS")
+    print("=" * 50)
+    print(f"Database: {db_path}")
+    print()
+
+    # Check if database exists
+    if not os.path.exists(db_path):
+        print(f"Warning: Database does not exist at {db_path}")
+        print("Creating new database...")
+
+    # Connect to database
+    conn = sqlite3.connect(db_path)
+
+    try:
+        # Create tables if they don't exist
+        print("Creating/verifying tables...")
+        create_tables_if_not_exist(conn)
+        print()
+
+        # Insert categories
+        print("Inserting categories...")
+        category_ids = insert_categories(conn)
+        print()
+
+        # Insert groups
+        print("Inserting groups...")
+        insert_groups(conn, category_ids)
+
+        # Print summary
+        print_summary(conn)
+
+        print("\nDone! Categories and groups populated successfully.")
+
+    except sqlite3.Error as e:
+        print(f"Database error: {e}")
+        raise
+    finally:
+        conn.close()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/vehicle_database/scripts/populate_fase2.py b/vehicle_database/scripts/populate_fase2.py
new file mode 100644
index 0000000..d0df215
--- /dev/null
+++ b/vehicle_database/scripts/populate_fase2.py
@@ -0,0 +1,574 @@
+#!/usr/bin/env python3
+"""
+FASE 2: Populate cross-references and aftermarket parts
+This script creates FASE 2 tables and populates them with manufacturers,
+aftermarket part alternatives, and cross-references.
+"""
+
+import sqlite3
+import os
+import random
+import string
+from typing import List, Dict, Tuple, Optional
+
+# Database path configuration
+DB_PATH = os.path.join(os.path.dirname(__file__), '..', 'vehicle_database.db')
+SCHEMA_PATH = os.path.join(os.path.dirname(__file__), '..', 'sql', 'schema.sql')
+
+
+class Fase2Manager:
+    """Manager for FASE 2 tables: manufacturers, aftermarket_parts, and cross-references"""
+
+    def __init__(self, db_path: str = DB_PATH):
+        self.db_path = db_path
+        self.connection = None
+
+    def connect(self):
+        """Connect to the SQLite database"""
+        self.connection = sqlite3.connect(self.db_path)
+        self.connection.row_factory = sqlite3.Row
+        print(f"Connected to database: {self.db_path}")
+
+    def disconnect(self):
+        """Close the database connection"""
+        if self.connection:
+            self.connection.close()
+            print("Disconnected from database")
+
+    def create_fase2_tables(self):
+        """Create FASE 2 tables from schema file"""
+        if not os.path.exists(SCHEMA_PATH):
+            raise FileNotFoundError(f"Schema file not found: {SCHEMA_PATH}")
+
+        with open(SCHEMA_PATH, 'r') as f:
+            schema = f.read()
+
+        if self.connection:
+            cursor = self.connection.cursor()
+            cursor.executescript(schema)
+            self.connection.commit()
+            print("FASE 2 tables created successfully")
+
+    def get_manufacturer_by_name(self, name: str) -> Optional[int]:
+        """Get manufacturer ID by name, returns None if not found"""
+        cursor = self.connection.cursor()
+        cursor.execute("SELECT id FROM manufacturers WHERE name = ?", (name,))
+        result = cursor.fetchone()
+        return result[0] if result else None
+
+    def insert_manufacturer(self, name: str, type_: str, quality_tier: str,
+                           country: str = None, logo_url: str = None,
+                           website: str = None) -> int:
+        """Insert a manufacturer if it doesn't exist, return its ID"""
+        existing_id = self.get_manufacturer_by_name(name)
+        if existing_id:
+            print(f"  Manufacturer '{name}' already exists (ID: {existing_id})")
+            return existing_id
+
+        cursor = self.connection.cursor()
+        cursor.execute(
+            """INSERT INTO manufacturers (name, type, quality_tier, country, logo_url, website)
+               VALUES (?, ?, ?, ?, ?, ?)""",
+            (name, type_, quality_tier, country, logo_url, website)
+        )
+        self.connection.commit()
+        manufacturer_id = cursor.lastrowid
+        print(f"  Inserted manufacturer: {name} (ID: {manufacturer_id})")
+        return manufacturer_id
+
+    def get_all_parts(self) -> List[Dict]:
+        """Get all parts from the parts table"""
+        cursor = self.connection.cursor()
+        cursor.execute("""
+            SELECT p.id, p.oem_part_number, p.name, p.name_es, p.group_id,
+                   pg.name as group_name, pc.name as category_name
+            FROM parts p
+            LEFT JOIN part_groups pg ON p.group_id = pg.id
+            LEFT JOIN part_categories pc ON pg.category_id = pc.id
+        """)
+        return [dict(row) for row in cursor.fetchall()]
+
+    def get_aftermarket_part(self, oem_part_id: int, manufacturer_id: int) -> Optional[int]:
+        """Check if an aftermarket part already exists"""
+        cursor = self.connection.cursor()
+        cursor.execute(
+            """SELECT id FROM aftermarket_parts
+               WHERE oem_part_id = ? AND manufacturer_id = ?""",
+            (oem_part_id, manufacturer_id)
+        )
+        result = cursor.fetchone()
+        return result[0] if result else None
+
+    def insert_aftermarket_part(self, oem_part_id: int, manufacturer_id: int,
+                                 part_number: str, name: str = None, name_es: str = None,
+                                 quality_tier: str = 'standard', price_usd: float = None,
+                                 warranty_months: int = 12, in_stock: bool = True) -> int:
+        """Insert an aftermarket part if it doesn't exist"""
+        existing_id = self.get_aftermarket_part(oem_part_id, manufacturer_id)
+        if existing_id:
+            return existing_id
+
+        cursor = self.connection.cursor()
+        cursor.execute(
+            """INSERT INTO aftermarket_parts
+               (oem_part_id, manufacturer_id, part_number, name, name_es,
+                quality_tier, price_usd, warranty_months, in_stock)
+               VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?)""",
+            (oem_part_id, manufacturer_id, part_number, name, name_es,
+             quality_tier, price_usd, warranty_months, in_stock)
+        )
+        self.connection.commit()
+        return cursor.lastrowid
+
+    def get_cross_reference(self, part_id: int, cross_reference_number: str) -> Optional[int]:
+        """Check if a cross-reference already exists"""
+        cursor = self.connection.cursor()
+        cursor.execute(
+            """SELECT id FROM part_cross_references
+               WHERE part_id = ? AND cross_reference_number = ?""",
+            (part_id, cross_reference_number)
+        )
+        result = cursor.fetchone()
+        return result[0] if result else None
+
+    def insert_cross_reference(self, part_id: int, cross_reference_number: str,
+                                reference_type: str, source: str = None,
+                                notes: str = None) -> int:
+        """Insert a cross-reference if it doesn't exist"""
+        existing_id = self.get_cross_reference(part_id, cross_reference_number)
+        if existing_id:
+            return existing_id
+
+        cursor = self.connection.cursor()
+        cursor.execute(
+            """INSERT INTO part_cross_references
+               (part_id, cross_reference_number, reference_type, source, notes)
+               VALUES (?, ?, ?, ?, ?)""",
+            (part_id, cross_reference_number, reference_type, source, notes)
+        )
+        self.connection.commit()
+        return cursor.lastrowid
+
+    def get_manufacturers_by_tier(self, quality_tier: str) -> List[Dict]:
+        """Get all manufacturers of a specific quality tier"""
+        cursor = self.connection.cursor()
+        cursor.execute(
+            "SELECT * FROM manufacturers WHERE quality_tier = ?",
+            (quality_tier,)
+        )
+        return [dict(row) for row in cursor.fetchall()]
+
+
+# Manufacturer data
+MANUFACTURERS_DATA = {
+    # OEM manufacturers
+    'oem': [
+        {'name': 'Toyota', 'country': 'Japan', 'website': 'https://www.toyota.com'},
+        {'name': 'Honda', 'country': 'Japan', 'website': 'https://www.honda.com'},
+        {'name': 'Ford', 'country': 'USA', 'website': 'https://www.ford.com'},
+        {'name': 'GM/ACDelco', 'country': 'USA', 'website': 'https://www.acdelco.com'},
+        {'name': 'Volkswagen', 'country': 'Germany', 'website': 'https://www.vw.com'},
+        {'name': 'Nissan', 'country': 'Japan', 'website': 'https://www.nissan.com'},
+        {'name': 'Hyundai/Kia', 'country': 'South Korea', 'website': 'https://www.hyundai.com'},
+    ],
+    # Premium aftermarket
+    'premium': [
+        {'name': 'Bosch', 'country': 'Germany', 'website': 'https://www.bosch.com'},
+        {'name': 'Denso', 'country': 'Japan', 'website': 'https://www.denso.com'},
+        {'name': 'NGK', 'country': 'Japan', 'website': 'https://www.ngk.com'},
+        {'name': 'Akebono', 'country': 'Japan', 'website': 'https://www.akebono.com'},
+        {'name': 'Brembo', 'country': 'Italy', 'website': 'https://www.brembo.com'},
+        {'name': 'KYB', 'country': 'Japan', 'website': 'https://www.kyb.com'},
+        {'name': 'Moog', 'country': 'USA', 'website': 'https://www.moogparts.com'},
+        {'name': 'Continental', 'country': 'Germany', 'website': 'https://www.continental.com'},
+    ],
+    # Standard aftermarket
+    'standard': [
+        {'name': 'Monroe', 'country': 'USA', 'website': 'https://www.monroe.com'},
+        {'name': 'Raybestos', 'country': 'USA', 'website': 'https://www.raybestos.com'},
+        {'name': 'Wagner', 'country': 'USA', 'website': 'https://www.wagnerbrake.com'},
+        {'name': 'Cardone', 'country': 'USA', 'website': 'https://www.cardone.com'},
+        {'name': 'Standard Motor Products', 'country': 'USA', 'website': 'https://www.smpcorp.com'},
+    ],
+    # Economy aftermarket
+    'economy': [
+        {'name': 'Fram', 'country': 'USA', 'website': 'https://www.fram.com'},
+        {'name': 'WIX', 'country': 'USA', 'website': 'https://www.wixfilters.com'},
+        {'name': 'Duralast', 'country': 'USA', 'website': 'https://www.autozone.com'},
+        {'name': 'AutoZone Valucraft', 'country': 'USA', 'website': 'https://www.autozone.com'},
+    ],
+}
+
+
+# Part number prefixes by manufacturer for realistic generation
+MANUFACTURER_PREFIXES = {
+    'Bosch': ['0 280', '0 986', '1 457', 'F 00M'],
+    'Denso': ['234-', '471-', '210-', '950-'],
+    'NGK': ['ZFR', 'BKR', 'LFR', 'TR'],
+    'Akebono': ['ACT', 'ASP', 'EUR', 'PRO'],
+    'Brembo': ['P 85', 'P 06', 'P 23', 'P 50'],
+    'KYB': ['332', '334', '343', '344'],
+    'Moog': ['K', 'ES', 'RK', 'CK'],
+    'Continental': ['49', '50', '51', 'A1'],
+    'Monroe': ['32', '33', '34', '37'],
+    'Raybestos': ['FRC', 'SGD', 'ATD', 'PGD'],
+    'Wagner': ['QC', 'OEX', 'TQ', 'ZD'],
+    'Cardone': ['18-', '19-', '20-', '21-'],
+    'Standard Motor Products': ['FD', 'TM', 'AC', 'JH'],
+    'Fram': ['PH', 'CA', 'TG', 'XG'],
+    'WIX': ['51', '57', '46', '33'],
+    'Duralast': ['DL', 'BP', 'AF', 'OF'],
+    'AutoZone Valucraft': ['VC', 'VB', 'VA', 'VP'],
+}
+
+
+# Price multipliers by quality tier (relative to a base OEM price)
+PRICE_MULTIPLIERS = {
+    'premium': (0.75, 1.10),  # 75-110% of OEM price
+    'standard': (0.50, 0.75),  # 50-75% of OEM price
+    'economy': (0.25, 0.50),  # 25-50% of OEM price
+}
+
+
+# Warranty months by quality tier
+WARRANTY_MONTHS = {
+    'premium': [24, 36, 48],
+    'standard': [12, 18, 24],
+    'economy': [6, 12],
+}
+
+
+def generate_part_number(manufacturer_name: str, oem_number: str) -> str:
+    """Generate a realistic aftermarket part number"""
+    prefixes = MANUFACTURER_PREFIXES.get(manufacturer_name, ['XX'])
+    prefix = random.choice(prefixes)
+
+    # Extract numeric portion from OEM number or generate random
+    numeric_part = ''.join(filter(str.isdigit, oem_number))
+    if len(numeric_part) < 4:
+        numeric_part = ''.join(random.choices(string.digits, k=5))
+    else:
+        # Modify slightly to make it different
+        numeric_part = numeric_part[:4] + str(random.randint(0, 99)).zfill(2)
+
+    return f"{prefix}{numeric_part}"
+
+
+def generate_base_price(part_name: str, category_name: str = None) -> float:
+    """Generate a realistic base price for a part based on category"""
+    # Base price ranges by category/keyword
+    price_ranges = {
+        'spark plug': (5, 25),
+        'filter': (8, 45),
+        'oil filter': (5, 20),
+        'air filter': (12, 35),
+        'brake pad': (25, 80),
+        'brake rotor': (40, 150),
+        'shock': (50, 200),
+        'strut': (80, 250),
+        'sensor': (20, 120),
+        'alternator': (100, 350),
+        'starter': (80, 300),
+        'water pump': (30, 120),
+        'radiator': (100, 400),
+        'thermostat': (10, 40),
+        'belt': (15, 60),
+        'hose': (10, 50),
+        'gasket': (5, 80),
+        'bearing': (15, 100),
+        'cv joint': (40, 150),
+        'tie rod': (25, 80),
+        'ball joint': (30, 100),
+        'control arm': (60, 200),
+        'default': (20, 100),
+    }
+
+    # Find matching price range
+    part_name_lower = part_name.lower() if part_name else ''
+    category_lower = (category_name or '').lower()
+
+    for keyword, (min_price, max_price) in price_ranges.items():
+        if keyword in part_name_lower or keyword in category_lower:
+            return round(random.uniform(min_price, max_price), 2)
+
+    return round(random.uniform(*price_ranges['default']), 2)
+
+
+def generate_cross_reference_number(oem_number: str, ref_type: str) -> str:
+    """Generate a cross-reference number based on type"""
+    if ref_type == 'oem_alternate':
+        # Slight variation of OEM number
+        chars = list(oem_number)
+        if len(chars) > 2:
+            idx = random.randint(0, len(chars) - 1)
+            if chars[idx].isdigit():
+                chars[idx] = str((int(chars[idx]) + 1) % 10)
+            elif chars[idx].isalpha():
+                chars[idx] = random.choice(string.ascii_uppercase)
+        return ''.join(chars)
+
+    elif ref_type == 'supersession':
+        # New part number format
+        return f"SUP-{oem_number[-6:]}" if len(oem_number) > 6 else f"SUP-{oem_number}"
+
+    elif ref_type == 'interchange':
+        # Generic interchange format
+        numeric = ''.join(filter(str.isdigit, oem_number))
+        return f"INT-{numeric[:6] if len(numeric) > 6 else numeric}"
+
+    elif ref_type == 'competitor':
+        # Competitor format
+        return f"CMP-{random.choice(string.ascii_uppercase)}{random.randint(1000, 9999)}"
+
+    return oem_number
+
+
+def populate_manufacturers(manager: Fase2Manager) -> Dict[str, int]:
+    """Populate the manufacturers table and return a mapping of name to ID"""
+    print("\n=== Populating Manufacturers ===")
+    manufacturer_ids = {}
+
+    # Insert OEM manufacturers
+    print("\nOEM Manufacturers:")
+    for mfr in MANUFACTURERS_DATA['oem']:
+        mfr_id = manager.insert_manufacturer(
+            name=mfr['name'],
+            type_='oem',
+            quality_tier='oem',
+            country=mfr['country'],
+            website=mfr['website']
+        )
+        manufacturer_ids[mfr['name']] = mfr_id
+
+    # Insert Premium aftermarket
+    print("\nPremium Aftermarket Manufacturers:")
+    for mfr in MANUFACTURERS_DATA['premium']:
+        mfr_id = manager.insert_manufacturer(
+            name=mfr['name'],
+            type_='aftermarket',
+            quality_tier='premium',
+            country=mfr['country'],
+            website=mfr['website']
+        )
+        manufacturer_ids[mfr['name']] = mfr_id
+
+    # Insert Standard aftermarket
+    print("\nStandard Aftermarket Manufacturers:")
+    for mfr in MANUFACTURERS_DATA['standard']:
+        mfr_id = manager.insert_manufacturer(
+            name=mfr['name'],
+            type_='aftermarket',
+            quality_tier='standard',
+            country=mfr['country'],
+            website=mfr['website']
+        )
+        manufacturer_ids[mfr['name']] = mfr_id
+
+    # Insert Economy aftermarket
+    print("\nEconomy Aftermarket Manufacturers:")
+    for mfr in MANUFACTURERS_DATA['economy']:
+        mfr_id = manager.insert_manufacturer(
+            name=mfr['name'],
+            type_='aftermarket',
+            quality_tier='economy',
+            country=mfr['country'],
+            website=mfr['website']
+        )
+        manufacturer_ids[mfr['name']] = mfr_id
+
+    print(f"\nTotal manufacturers: {len(manufacturer_ids)}")
+    return manufacturer_ids
+
+
+def populate_aftermarket_parts(manager: Fase2Manager, manufacturer_ids: Dict[str, int]):
+    """Generate aftermarket parts for each OEM part in the database"""
+    print("\n=== Generating Aftermarket Parts ===")
+
+    parts = manager.get_all_parts()
+    if not parts:
+        print("No parts found in the database. Aftermarket parts will be generated when parts are added.")
+        return
+
+    total_aftermarket = 0
+
+    for part in parts:
+        oem_part_id = part['id']
+        oem_number = part['oem_part_number']
+        part_name = part['name']
+        category_name = part.get('category_name', '')
+
+        # Generate base price for this part
+        base_price = generate_base_price(part_name, category_name)
+
+        # Determine how many aftermarket alternatives (2-4)
+        num_alternatives = random.randint(2, 4)
+
+        # Select manufacturers from different tiers
+        tiers_to_use = ['premium', 'standard', 'economy']
+        random.shuffle(tiers_to_use)
+
+        alternatives_created = 0
+        for tier in tiers_to_use:
+            if alternatives_created >= num_alternatives:
+                break
+
+            # Get manufacturers for this tier
+            tier_manufacturers = [
+                name for name, data in
+                [(m['name'], m) for m in (
+                    MANUFACTURERS_DATA.get(tier, [])
+                )]
+            ]
+
+            if not tier_manufacturers:
+                continue
+
+            # Pick 1-2 manufacturers from this tier
+            selected = random.sample(
+                tier_manufacturers,
+                min(2, len(tier_manufacturers), num_alternatives - alternatives_created)
+            )
+
+            for mfr_name in selected:
+                if alternatives_created >= num_alternatives:
+                    break
+
+                mfr_id = manufacturer_ids.get(mfr_name)
+                if not mfr_id:
+                    continue
+
+                # Generate aftermarket part number
+                am_part_number = generate_part_number(mfr_name, oem_number)
+
+                # Calculate price based on tier
+                price_range = PRICE_MULTIPLIERS.get(tier, (0.5, 0.8))
+                price_multiplier = random.uniform(*price_range)
+                am_price = round(base_price * price_multiplier, 2)
+
+                # Get warranty for tier
+                warranty = random.choice(WARRANTY_MONTHS.get(tier, [12]))
+
+                # Determine quality tier for the part
+                quality_tier = tier
+
+                # Insert aftermarket part
+                am_id = manager.insert_aftermarket_part(
+                    oem_part_id=oem_part_id,
+                    manufacturer_id=mfr_id,
+                    part_number=am_part_number,
+                    name=f"{mfr_name} {part_name}",
+                    name_es=part.get('name_es'),
+                    quality_tier=quality_tier,
+                    price_usd=am_price,
+                    warranty_months=warranty,
+                    in_stock=random.random() > 0.1  # 90% in stock
+                )
+
+                if am_id:
+                    alternatives_created += 1
+                    total_aftermarket += 1
+
+        print(f"  Part {oem_number}: {alternatives_created} aftermarket alternatives created")
+
+    print(f"\nTotal aftermarket parts created: {total_aftermarket}")
+
+
+def populate_cross_references(manager: Fase2Manager):
+    """Generate cross-references for OEM parts"""
+    print("\n=== Generating Cross-References ===")
+
+    parts = manager.get_all_parts()
+    if not parts:
+        print("No parts found in the database. Cross-references will be generated when parts are added.")
+        return
+
+    total_refs = 0
+    reference_types = ['oem_alternate', 'supersession', 'interchange', 'competitor']
+    sources = ['RockAuto', 'PartsGeek', 'AutoZone', 'OReilly', 'NAPA', 'Manufacturer']
+
+    for part in parts:
+        part_id = part['id']
+        oem_number = part['oem_part_number']
+
+        # Generate 1-3 cross-references per part
+        num_refs = random.randint(1, 3)
+        used_types = random.sample(reference_types, min(num_refs, len(reference_types)))
+
+        for ref_type in used_types:
+            cross_ref_number = generate_cross_reference_number(oem_number, ref_type)
+            source = random.choice(sources)
+
+            notes = None
+            if ref_type == 'supersession':
+                notes = "New part number supersedes original"
+            elif ref_type == 'interchange':
+                notes = "Interchangeable with original"
+
+            ref_id = manager.insert_cross_reference(
+                part_id=part_id,
+                cross_reference_number=cross_ref_number,
+                reference_type=ref_type,
+                source=source,
+                notes=notes
+            )
+
+            if ref_id:
+                total_refs += 1
+
+        print(f"  Part {oem_number}: {len(used_types)} cross-references created")
+
+    print(f"\nTotal cross-references created: {total_refs}")
+
+
+def main():
+    """Main entry point for FASE 2 population"""
+    print("=" * 60)
+    print("FASE 2: Cross-References and Aftermarket Parts Population")
+    print("=" * 60)
+
+    manager = Fase2Manager()
+
+    try:
+        # Connect to database
+        manager.connect()
+
+        # Create FASE 2 tables (idempotent)
+        manager.create_fase2_tables()
+
+        # Populate manufacturers
+        manufacturer_ids = populate_manufacturers(manager)
+
+        # Generate aftermarket parts
+        populate_aftermarket_parts(manager, manufacturer_ids)
+
+        # Generate cross-references
+        populate_cross_references(manager)
+
+        print("\n" + "=" * 60)
+        print("FASE 2 population completed successfully!")
+        print("=" * 60)
+
+        # Print summary
+        cursor = manager.connection.cursor()
+        cursor.execute("SELECT COUNT(*) FROM manufacturers")
+        mfr_count = cursor.fetchone()[0]
+        cursor.execute("SELECT COUNT(*) FROM aftermarket_parts")
+        am_count = cursor.fetchone()[0]
+        cursor.execute("SELECT COUNT(*) FROM part_cross_references")
+        xref_count = cursor.fetchone()[0]
+
+        print(f"\nSummary:")
+        print(f"  Manufacturers: {mfr_count}")
+        print(f"  Aftermarket Parts: {am_count}")
+        print(f"  Cross-References: {xref_count}")
+
+    except Exception as e:
+        print(f"\nError: {e}")
+        raise
+
+    finally:
+        manager.disconnect()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/vehicle_database/scripts/populate_fase3.py b/vehicle_database/scripts/populate_fase3.py
new file mode 100644
index 0000000..ad9d48b
--- /dev/null
+++ b/vehicle_database/scripts/populate_fase3.py
@@ -0,0 +1,697 @@
+#!/usr/bin/env python3
+"""
+FASE 3: Populate exploded diagrams and hotspots
+This script creates FASE 3 tables and populates them with sample diagrams,
+vehicle-diagram relationships, and clickable hotspots linked to parts.
+"""
+
+import sqlite3
+import os
+from typing import List, Dict, Optional
+
+# Database path configuration
+DB_PATH = os.path.join(os.path.dirname(__file__), '..', 'vehicle_database.db')
+SCHEMA_PATH = os.path.join(os.path.dirname(__file__), '..', 'sql', 'schema.sql')
+DIAGRAMS_DIR = os.path.join(os.path.dirname(__file__), '..', '..', 'dashboard', 'static', 'diagrams')
+
+
+class Fase3Manager:
+    """Manager for FASE 3 tables: diagrams, vehicle_diagrams, and diagram_hotspots"""
+
+    def __init__(self, db_path: str = DB_PATH):
+        self.db_path = db_path
+        self.connection = None
+
+    def connect(self):
+        """Connect to the SQLite database"""
+        self.connection = sqlite3.connect(self.db_path)
+        self.connection.row_factory = sqlite3.Row
+        print(f"Connected to database: {self.db_path}")
+
+    def disconnect(self):
+        """Close the database connection"""
+        if self.connection:
+            self.connection.close()
+            print("Disconnected from database")
+
+    def create_fase3_tables(self):
+        """Create FASE 3 tables from schema file"""
+        if not os.path.exists(SCHEMA_PATH):
+            raise FileNotFoundError(f"Schema file not found: {SCHEMA_PATH}")
+
+        with open(SCHEMA_PATH, 'r') as f:
+            schema = f.read()
+
+        if self.connection:
+            cursor = self.connection.cursor()
+            cursor.executescript(schema)
+            self.connection.commit()
+            print("FASE 3 tables created successfully")
+
+    def create_diagrams_directory(self):
+        """Create the diagrams directory structure"""
+        if not os.path.exists(DIAGRAMS_DIR):
+            os.makedirs(DIAGRAMS_DIR)
+            print(f"Created diagrams directory: {DIAGRAMS_DIR}")
+        else:
+            print(f"Diagrams directory already exists: {DIAGRAMS_DIR}")
+
+    def get_diagram_by_name(self, name: str) -> Optional[int]:
+        """Get diagram ID by name, returns None if not found"""
+        cursor = self.connection.cursor()
+        cursor.execute("SELECT id FROM diagrams WHERE name = ?", (name,))
+        result = cursor.fetchone()
+        return result[0] if result else None
+
+    def insert_diagram(self, name: str, name_es: str, group_id: int, image_path: str,
+                       thumbnail_path: str = None, svg_content: str = None,
+                       width: int = 600, height: int = 400, display_order: int = 0,
+                       source: str = None) -> int:
+        """Insert a diagram if it doesn't exist, return its ID"""
+        existing_id = self.get_diagram_by_name(name)
+        if existing_id:
+            print(f"  Diagram '{name}' already exists (ID: {existing_id})")
+            return existing_id
+
+        cursor = self.connection.cursor()
+        cursor.execute(
+            """INSERT INTO diagrams (name, name_es, group_id, image_path, thumbnail_path,
+               svg_content, width, height, display_order, source)
+               VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)""",
+            (name, name_es, group_id, image_path, thumbnail_path, svg_content,
+             width, height, display_order, source)
+        )
+        self.connection.commit()
+        diagram_id = cursor.lastrowid
+        print(f"  Inserted diagram: {name} (ID: {diagram_id})")
+        return diagram_id
+
+    def get_vehicle_diagram(self, diagram_id: int, model_year_engine_id: int) -> Optional[int]:
+        """Check if a vehicle-diagram link already exists"""
+        cursor = self.connection.cursor()
+        cursor.execute(
+            """SELECT id FROM vehicle_diagrams
+               WHERE diagram_id = ? AND model_year_engine_id = ?""",
+            (diagram_id, model_year_engine_id)
+        )
+        result = cursor.fetchone()
+        return result[0] if result else None
+
+    def insert_vehicle_diagram(self, diagram_id: int, model_year_engine_id: int,
+                               notes: str = None) -> int:
+        """Link a diagram to a vehicle configuration"""
+        existing_id = self.get_vehicle_diagram(diagram_id, model_year_engine_id)
+        if existing_id:
+            return existing_id
+
+        cursor = self.connection.cursor()
+        cursor.execute(
+            """INSERT INTO vehicle_diagrams (diagram_id, model_year_engine_id, notes)
+               VALUES (?, ?, ?)""",
+            (diagram_id, model_year_engine_id, notes)
+        )
+        self.connection.commit()
+        return cursor.lastrowid
+
+    def get_hotspot(self, diagram_id: int, callout_number: int) -> Optional[int]:
+        """Check if a hotspot already exists for this diagram and callout"""
+        cursor = self.connection.cursor()
+        cursor.execute(
+            """SELECT id FROM diagram_hotspots
+               WHERE diagram_id = ? AND callout_number = ?""",
+            (diagram_id, callout_number)
+        )
+        result = cursor.fetchone()
+        return result[0] if result else None
+
+    def insert_hotspot(self, diagram_id: int, part_id: int = None, callout_number: int = None,
+                       label: str = None, shape: str = 'rect', coords: str = '',
+                       color: str = '#e74c3c') -> int:
+        """Insert a hotspot for a diagram"""
+        if callout_number:
+            existing_id = self.get_hotspot(diagram_id, callout_number)
+            if existing_id:
+                return existing_id
+
+        cursor = self.connection.cursor()
+        cursor.execute(
+            """INSERT INTO diagram_hotspots (diagram_id, part_id, callout_number, label,
+               shape, coords, color)
+               VALUES (?, ?, ?, ?, ?, ?, ?)""",
+            (diagram_id, part_id, callout_number, label, shape, coords, color)
+        )
+        self.connection.commit()
+        return cursor.lastrowid
+
+    def get_part_by_name_pattern(self, pattern: str) -> Optional[Dict]:
+        """Get a part by name pattern"""
+        cursor = self.connection.cursor()
+        cursor.execute(
+            "SELECT id, oem_part_number, name FROM parts WHERE name LIKE ?",
+            (f"%{pattern}%",)
+        )
+        result = cursor.fetchone()
+        return dict(result) if result else None
+
+    def get_group_by_name(self, name: str) -> Optional[int]:
+        """Get group ID by name"""
+        cursor = self.connection.cursor()
+        cursor.execute("SELECT id FROM part_groups WHERE name LIKE ?", (f"%{name}%",))
+        result = cursor.fetchone()
+        return result[0] if result else None
+
+    def get_all_model_year_engines(self) -> List[int]:
+        """Get all model_year_engine IDs"""
+        cursor = self.connection.cursor()
+        cursor.execute("SELECT id FROM model_year_engine")
+        return [row[0] for row in cursor.fetchall()]
+
+
+# SVG Templates for diagrams
+def generate_brake_assembly_svg() -> str:
+    """Generate SVG for front brake assembly diagram"""
+    return '''<?xml version="1.0" encoding="UTF-8"?>
+<svg width="600" height="400" viewBox="0 0 600 400" xmlns="http://www.w3.org/2000/svg">
+  <defs>
+    <linearGradient id="metalGrad" x1="0%" y1="0%" x2="100%" y2="100%">
+      <stop offset="0%" style="stop-color:#b0b0b0"/>
+      <stop offset="50%" style="stop-color:#808080"/>
+      <stop offset="100%" style="stop-color:#606060"/>
+    </linearGradient>
+  </defs>
+
+  <!-- Background -->
+  <rect width="600" height="400" fill="#f5f5f5"/>
+
+  <!-- Title -->
+  <text x="300" y="30" text-anchor="middle" font-family="Arial, sans-serif" font-size="18" font-weight="bold" fill="#333">
+    Front Brake Assembly / Ensamble de Freno Delantero
+  </text>
+
+  <!-- Brake Rotor (large circle) -->
+  <circle cx="250" cy="200" r="120" fill="url(#metalGrad)" stroke="#333" stroke-width="3" id="rotor"/>
+  <circle cx="250" cy="200" r="100" fill="none" stroke="#555" stroke-width="2"/>
+  <circle cx="250" cy="200" r="40" fill="#444" stroke="#333" stroke-width="2"/>
+  <!-- Rotor ventilation slots -->
+  <line x1="250" y1="60" x2="250" y2="80" stroke="#666" stroke-width="3"/>
+  <line x1="250" y1="320" x2="250" y2="340" stroke="#666" stroke-width="3"/>
+  <line x1="130" y1="200" x2="150" y2="200" stroke="#666" stroke-width="3"/>
+  <line x1="350" y1="200" x2="370" y2="200" stroke="#666" stroke-width="3"/>
+
+  <!-- Brake Caliper -->
+  <rect x="320" y="140" width="80" height="120" rx="10" ry="10" fill="#c0392b" stroke="#922b21" stroke-width="3" id="caliper"/>
+  <rect x="330" y="155" width="60" height="35" rx="5" ry="5" fill="#e74c3c"/>
+  <rect x="330" y="210" width="60" height="35" rx="5" ry="5" fill="#e74c3c"/>
+  <!-- Caliper bolts -->
+  <circle cx="340" cy="150" r="6" fill="#333"/>
+  <circle cx="380" cy="150" r="6" fill="#333"/>
+  <circle cx="340" cy="250" r="6" fill="#333"/>
+  <circle cx="380" cy="250" r="6" fill="#333"/>
+
+  <!-- Brake Pads (visible through caliper) -->
+  <rect x="300" y="160" width="15" height="80" fill="#8b7355" stroke="#5d4e37" stroke-width="2" id="pad-inner"/>
+  <rect x="405" y="160" width="15" height="80" fill="#8b7355" stroke="#5d4e37" stroke-width="2" id="pad-outer"/>
+
+  <!-- Callout lines and numbers -->
+  <!-- Callout 1: Brake Rotor -->
+  <line x1="170" y1="120" x2="100" y2="60" stroke="#333" stroke-width="1.5"/>
+  <circle cx="100" cy="60" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="100" y="65" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">1</text>
+
+  <!-- Callout 2: Brake Caliper -->
+  <line x1="400" y1="140" x2="480" y2="80" stroke="#333" stroke-width="1.5"/>
+  <circle cx="480" cy="80" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="480" y="85" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">2</text>
+
+  <!-- Callout 3: Brake Pads -->
+  <line x1="307" y1="250" x2="250" y2="320" stroke="#333" stroke-width="1.5"/>
+  <circle cx="250" cy="320" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="250" y="325" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">3</text>
+
+  <!-- Legend -->
+  <rect x="440" y="300" width="150" height="90" fill="white" stroke="#ccc" stroke-width="1" rx="5"/>
+  <text x="515" y="320" text-anchor="middle" font-family="Arial" font-size="12" font-weight="bold" fill="#333">Parts / Partes</text>
+  <text x="450" y="340" font-family="Arial" font-size="11" fill="#333">1. Brake Rotor / Disco</text>
+  <text x="450" y="358" font-family="Arial" font-size="11" fill="#333">2. Brake Caliper / Caliper</text>
+  <text x="450" y="376" font-family="Arial" font-size="11" fill="#333">3. Brake Pads / Balatas</text>
+</svg>'''
+
+
+def generate_oil_filter_system_svg() -> str:
+    """Generate SVG for oil filter system diagram"""
+    return '''<?xml version="1.0" encoding="UTF-8"?>
+<svg width="600" height="400" viewBox="0 0 600 400" xmlns="http://www.w3.org/2000/svg">
+  <defs>
+    <linearGradient id="oilGrad" x1="0%" y1="0%" x2="0%" y2="100%">
+      <stop offset="0%" style="stop-color:#8B4513"/>
+      <stop offset="100%" style="stop-color:#654321"/>
+    </linearGradient>
+    <linearGradient id="filterGrad" x1="0%" y1="0%" x2="100%" y2="0%">
+      <stop offset="0%" style="stop-color:#2c3e50"/>
+      <stop offset="50%" style="stop-color:#34495e"/>
+      <stop offset="100%" style="stop-color:#2c3e50"/>
+    </linearGradient>
+  </defs>
+
+  <!-- Background -->
+  <rect width="600" height="400" fill="#f5f5f5"/>
+
+  <!-- Title -->
+  <text x="300" y="30" text-anchor="middle" font-family="Arial, sans-serif" font-size="18" font-weight="bold" fill="#333">
+    Oil Filter System / Sistema de Filtro de Aceite
+  </text>
+
+  <!-- Engine Block (simplified) -->
+  <rect x="50" y="100" width="200" height="200" fill="#555" stroke="#333" stroke-width="3" rx="10"/>
+  <text x="150" y="200" text-anchor="middle" font-family="Arial" font-size="14" fill="#ccc">ENGINE</text>
+  <text x="150" y="220" text-anchor="middle" font-family="Arial" font-size="12" fill="#999">MOTOR</text>
+
+  <!-- Oil passage from engine -->
+  <rect x="250" y="180" width="60" height="20" fill="url(#oilGrad)"/>
+  <path d="M250,190 L230,190" stroke="#8B4513" stroke-width="8" fill="none"/>
+
+  <!-- Oil Filter Housing -->
+  <rect x="310" y="120" width="100" height="160" fill="#777" stroke="#555" stroke-width="3" rx="5"/>
+
+  <!-- Oil Filter (canister type) -->
+  <rect x="320" y="140" width="80" height="120" fill="url(#filterGrad)" stroke="#1a252f" stroke-width="3" rx="8" id="oil-filter"/>
+  <!-- Filter ridges -->
+  <line x1="320" y1="160" x2="400" y2="160" stroke="#1a252f" stroke-width="2"/>
+  <line x1="320" y1="180" x2="400" y2="180" stroke="#1a252f" stroke-width="2"/>
+  <line x1="320" y1="200" x2="400" y2="200" stroke="#1a252f" stroke-width="2"/>
+  <line x1="320" y1="220" x2="400" y2="220" stroke="#1a252f" stroke-width="2"/>
+  <line x1="320" y1="240" x2="400" y2="240" stroke="#1a252f" stroke-width="2"/>
+  <!-- Filter label area -->
+  <rect x="335" y="175" width="50" height="50" fill="#2980b9" rx="3"/>
+  <text x="360" y="195" text-anchor="middle" font-family="Arial" font-size="10" fill="white">OIL</text>
+  <text x="360" y="210" text-anchor="middle" font-family="Arial" font-size="10" fill="white">FILTER</text>
+
+  <!-- Oil return passage -->
+  <rect x="410" y="180" width="60" height="20" fill="url(#oilGrad)"/>
+
+  <!-- Oil Pan (simplified) -->
+  <path d="M470,170 L530,170 L550,300 L450,300 Z" fill="#666" stroke="#444" stroke-width="3"/>
+  <text x="500" y="250" text-anchor="middle" font-family="Arial" font-size="12" fill="#ccc">OIL PAN</text>
+  <text x="500" y="265" text-anchor="middle" font-family="Arial" font-size="10" fill="#999">CARTER</text>
+
+  <!-- Flow arrows -->
+  <polygon points="275,185 285,190 275,195" fill="#8B4513"/>
+  <polygon points="435,185 445,190 435,195" fill="#8B4513"/>
+
+  <!-- Callout for Oil Filter -->
+  <line x1="360" y1="140" x2="360" y2="70" stroke="#333" stroke-width="1.5"/>
+  <line x1="360" y1="70" x2="420" y2="70" stroke="#333" stroke-width="1.5"/>
+  <circle cx="420" cy="70" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="420" y="75" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">1</text>
+
+  <!-- Legend -->
+  <rect x="50" y="320" width="200" height="60" fill="white" stroke="#ccc" stroke-width="1" rx="5"/>
+  <text x="150" y="340" text-anchor="middle" font-family="Arial" font-size="12" font-weight="bold" fill="#333">Parts / Partes</text>
+  <text x="60" y="360" font-family="Arial" font-size="11" fill="#333">1. Oil Filter / Filtro de Aceite</text>
+
+  <!-- Oil flow label -->
+  <text x="300" y="380" text-anchor="middle" font-family="Arial" font-size="10" fill="#666">Oil Flow Direction / Direccion del Flujo de Aceite</text>
+</svg>'''
+
+
+def generate_suspension_diagram_svg() -> str:
+    """Generate SVG for front suspension diagram"""
+    return '''<?xml version="1.0" encoding="UTF-8"?>
+<svg width="600" height="400" viewBox="0 0 600 400" xmlns="http://www.w3.org/2000/svg">
+  <defs>
+    <linearGradient id="strutGrad" x1="0%" y1="0%" x2="100%" y2="0%">
+      <stop offset="0%" style="stop-color:#444"/>
+      <stop offset="50%" style="stop-color:#666"/>
+      <stop offset="100%" style="stop-color:#444"/>
+    </linearGradient>
+    <linearGradient id="springGrad" x1="0%" y1="0%" x2="100%" y2="0%">
+      <stop offset="0%" style="stop-color:#27ae60"/>
+      <stop offset="50%" style="stop-color:#2ecc71"/>
+      <stop offset="100%" style="stop-color:#27ae60"/>
+    </linearGradient>
+  </defs>
+
+  <!-- Background -->
+  <rect width="600" height="400" fill="#f5f5f5"/>
+
+  <!-- Title -->
+  <text x="300" y="30" text-anchor="middle" font-family="Arial, sans-serif" font-size="18" font-weight="bold" fill="#333">
+    Front Suspension / Suspension Delantera
+  </text>
+
+  <!-- Vehicle body mounting point -->
+  <rect x="180" y="50" width="240" height="30" fill="#555" stroke="#333" stroke-width="2"/>
+  <text x="300" y="70" text-anchor="middle" font-family="Arial" font-size="10" fill="#ccc">BODY / CARROCERIA</text>
+
+  <!-- Strut Mount (top) -->
+  <ellipse cx="300" cy="95" rx="35" ry="15" fill="#888" stroke="#555" stroke-width="2"/>
+
+  <!-- Strut Assembly -->
+  <rect x="285" y="95" width="30" height="150" fill="url(#strutGrad)" stroke="#333" stroke-width="2" id="strut"/>
+  <!-- Strut piston rod -->
+  <rect x="293" y="95" width="14" height="60" fill="#999" stroke="#777" stroke-width="1"/>
+
+  <!-- Coil Spring around strut -->
+  <path d="M275,120 Q310,130 275,140 Q240,150 275,160 Q310,170 275,180 Q240,190 275,200 Q310,210 275,220"
+        fill="none" stroke="url(#springGrad)" stroke-width="8" stroke-linecap="round"/>
+
+  <!-- Lower Control Arm -->
+  <path d="M150,320 L300,280 L450,320" fill="none" stroke="#444" stroke-width="12" stroke-linecap="round"/>
+  <rect x="140" y="310" width="30" height="30" fill="#666" stroke="#444" stroke-width="2" rx="5"/>
+  <rect x="430" y="310" width="30" height="30" fill="#666" stroke="#444" stroke-width="2" rx="5"/>
+
+  <!-- Ball Joint (connecting strut to control arm) -->
+  <circle cx="300" cy="280" r="20" fill="#c0392b" stroke="#922b21" stroke-width="3" id="ball-joint"/>
+  <circle cx="300" cy="280" r="8" fill="#333"/>
+
+  <!-- Steering Knuckle (simplified) -->
+  <rect x="280" y="250" width="40" height="25" fill="#777" stroke="#555" stroke-width="2"/>
+
+  <!-- Wheel hub representation -->
+  <circle cx="300" cy="340" r="40" fill="#444" stroke="#333" stroke-width="3"/>
+  <circle cx="300" cy="340" r="15" fill="#333"/>
+  <text x="300" y="345" text-anchor="middle" font-family="Arial" font-size="8" fill="#999">HUB</text>
+
+  <!-- Sway Bar Link -->
+  <line x1="350" y1="300" x2="420" y2="250" stroke="#555" stroke-width="6"/>
+  <circle cx="350" cy="300" r="6" fill="#777" stroke="#555" stroke-width="2"/>
+  <circle cx="420" cy="250" r="6" fill="#777" stroke="#555" stroke-width="2"/>
+
+  <!-- Callout 1: Strut Assembly -->
+  <line x1="320" y1="150" x2="420" y2="100" stroke="#333" stroke-width="1.5"/>
+  <circle cx="420" cy="100" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="420" y="105" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">1</text>
+
+  <!-- Callout 2: Ball Joint -->
+  <line x1="280" y1="280" x2="180" y2="280" stroke="#333" stroke-width="1.5"/>
+  <line x1="180" y1="280" x2="150" y2="250" stroke="#333" stroke-width="1.5"/>
+  <circle cx="150" cy="250" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="150" y="255" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">2</text>
+
+  <!-- Callout 3: Control Arm -->
+  <line x1="400" y1="320" x2="500" y2="350" stroke="#333" stroke-width="1.5"/>
+  <circle cx="500" cy="350" r="15" fill="#3498db" stroke="#2980b9" stroke-width="2"/>
+  <text x="500" y="355" text-anchor="middle" font-family="Arial" font-size="14" font-weight="bold" fill="white">3</text>
+
+  <!-- Legend -->
+  <rect x="440" y="50" width="150" height="100" fill="white" stroke="#ccc" stroke-width="1" rx="5"/>
+  <text x="515" y="70" text-anchor="middle" font-family="Arial" font-size="12" font-weight="bold" fill="#333">Parts / Partes</text>
+  <text x="450" y="90" font-family="Arial" font-size="10" fill="#333">1. Strut / Amortiguador</text>
+  <text x="450" y="108" font-family="Arial" font-size="10" fill="#333">2. Ball Joint / Rotula</text>
+  <text x="450" y="126" font-family="Arial" font-size="10" fill="#333">3. Control Arm / Brazo</text>
+</svg>'''
+
+
+def save_svg_file(filename: str, content: str):
+    """Save SVG content to file"""
+    filepath = os.path.join(DIAGRAMS_DIR, filename)
+    with open(filepath, 'w', encoding='utf-8') as f:
+        f.write(content)
+    print(f"  Saved SVG file: {filepath}")
+    return filepath
+
+
+def populate_diagrams(manager: Fase3Manager) -> Dict[str, int]:
+    """Populate the diagrams table with sample diagrams"""
+    print("\n=== Populating Diagrams ===")
+    diagram_ids = {}
+
+    # Get group IDs for different diagram types
+    brake_rotor_group = manager.get_group_by_name("Brake Rotors")
+    oil_filter_group = manager.get_group_by_name("Oil Filters")
+    struts_group = manager.get_group_by_name("Struts")
+
+    # Use fallback group IDs if not found
+    if not brake_rotor_group:
+        brake_rotor_group = 17  # Default Brake Rotors group
+    if not oil_filter_group:
+        oil_filter_group = 70  # Default Oil Filters group
+    if not struts_group:
+        struts_group = 157  # Default Struts group
+
+    diagrams_data = [
+        {
+            'name': 'Front Brake Assembly',
+            'name_es': 'Ensamble de Freno Delantero',
+            'group_id': brake_rotor_group,
+            'image_path': 'diagrams/brake_assembly.svg',
+            'svg_generator': generate_brake_assembly_svg,
+            'svg_filename': 'brake_assembly.svg',
+            'source': 'System Generated'
+        },
+        {
+            'name': 'Oil Filter System',
+            'name_es': 'Sistema de Filtro de Aceite',
+            'group_id': oil_filter_group,
+            'image_path': 'diagrams/oil_filter_system.svg',
+            'svg_generator': generate_oil_filter_system_svg,
+            'svg_filename': 'oil_filter_system.svg',
+            'source': 'System Generated'
+        },
+        {
+            'name': 'Front Suspension Assembly',
+            'name_es': 'Ensamble de Suspension Delantera',
+            'group_id': struts_group,
+            'image_path': 'diagrams/suspension_assembly.svg',
+            'svg_generator': generate_suspension_diagram_svg,
+            'svg_filename': 'suspension_assembly.svg',
+            'source': 'System Generated'
+        }
+    ]
+
+    for diagram_data in diagrams_data:
+        # Generate SVG content
+        svg_content = diagram_data['svg_generator']()
+
+        # Save SVG file
+        save_svg_file(diagram_data['svg_filename'], svg_content)
+
+        # Insert diagram record
+        diagram_id = manager.insert_diagram(
+            name=diagram_data['name'],
+            name_es=diagram_data['name_es'],
+            group_id=diagram_data['group_id'],
+            image_path=diagram_data['image_path'],
+            thumbnail_path=None,
+            svg_content=svg_content,
+            width=600,
+            height=400,
+            display_order=0,
+            source=diagram_data['source']
+        )
+        diagram_ids[diagram_data['name']] = diagram_id
+
+    print(f"\nTotal diagrams created: {len(diagram_ids)}")
+    return diagram_ids
+
+
+def populate_vehicle_diagrams(manager: Fase3Manager, diagram_ids: Dict[str, int]):
+    """Link diagrams to vehicle configurations"""
+    print("\n=== Linking Diagrams to Vehicles ===")
+
+    # Get all model_year_engine entries
+    mye_ids = manager.get_all_model_year_engines()
+
+    if not mye_ids:
+        print("No vehicle configurations found. Skipping vehicle-diagram links.")
+        return
+
+    total_links = 0
+
+    # Link each diagram to all vehicle configurations (diagrams are generic)
+    for diagram_name, diagram_id in diagram_ids.items():
+        for mye_id in mye_ids:
+            manager.insert_vehicle_diagram(
+                diagram_id=diagram_id,
+                model_year_engine_id=mye_id,
+                notes=f"Standard {diagram_name.lower()} diagram"
+            )
+            total_links += 1
+
+    print(f"  Created {total_links} vehicle-diagram links")
+
+
+def populate_hotspots(manager: Fase3Manager, diagram_ids: Dict[str, int]):
+    """Create hotspots for each diagram linking to actual parts"""
+    print("\n=== Creating Diagram Hotspots ===")
+
+    total_hotspots = 0
+
+    # Hotspots for Brake Assembly diagram
+    if 'Front Brake Assembly' in diagram_ids:
+        diagram_id = diagram_ids['Front Brake Assembly']
+        print(f"\n  Creating hotspots for Front Brake Assembly (ID: {diagram_id})")
+
+        # Find parts to link
+        brake_rotor = manager.get_part_by_name_pattern("Brake Rotor")
+        brake_pads = manager.get_part_by_name_pattern("Brake Pads")
+        brake_caliper = manager.get_part_by_name_pattern("Caliper")
+
+        # Hotspot 1: Brake Rotor - rectangle around the rotor area
+        manager.insert_hotspot(
+            diagram_id=diagram_id,
+            part_id=brake_rotor['id'] if brake_rotor else None,
+            callout_number=1,
+            label="Brake Rotor / Disco de Freno",
+            shape='circle',
+            coords='250,200,120',  # cx,cy,r for circle
+            color='#3498db'
+        )
+        total_hotspots += 1
+        print(f"    Added hotspot 1: Brake Rotor")
+
+        # Hotspot 2: Brake Caliper - rectangle around caliper
+        manager.insert_hotspot(
+            diagram_id=diagram_id,
+            part_id=brake_caliper['id'] if brake_caliper else None,
+            callout_number=2,
+            label="Brake Caliper / Calibrador",
+            shape='rect',
+            coords='320,140,80,120',  # x,y,width,height for rect
+            color='#e74c3c'
+        )
+        total_hotspots += 1
+        print(f"    Added hotspot 2: Brake Caliper")
+
+        # Hotspot 3: Brake Pads - rectangle around pad area
+        manager.insert_hotspot(
+            diagram_id=diagram_id,
+            part_id=brake_pads['id'] if brake_pads else None,
+            callout_number=3,
+            label="Brake Pads / Balatas",
+            shape='rect',
+            coords='300,160,120,80',  # x,y,width,height
+            color='#8b7355'
+        )
+        total_hotspots += 1
+        print(f"    Added hotspot 3: Brake Pads")
+
+    # Hotspots for Oil Filter System diagram
+    if 'Oil Filter System' in diagram_ids:
+        diagram_id = diagram_ids['Oil Filter System']
+        print(f"\n  Creating hotspots for Oil Filter System (ID: {diagram_id})")
+
+        # Find oil filter part
+        oil_filter = manager.get_part_by_name_pattern("Oil Filter")
+
+        # Hotspot 1: Oil Filter
+        manager.insert_hotspot(
+            diagram_id=diagram_id,
+            part_id=oil_filter['id'] if oil_filter else None,
+            callout_number=1,
+            label="Oil Filter / Filtro de Aceite",
+            shape='rect',
+            coords='320,140,80,120',  # x,y,width,height
+            color='#2980b9'
+        )
+        total_hotspots += 1
+        print(f"    Added hotspot 1: Oil Filter")
+
+    # Hotspots for Suspension Assembly diagram
+    if 'Front Suspension Assembly' in diagram_ids:
+        diagram_id = diagram_ids['Front Suspension Assembly']
+        print(f"\n  Creating hotspots for Front Suspension Assembly (ID: {diagram_id})")
+
+        # Find parts
+        strut = manager.get_part_by_name_pattern("Strut")
+        ball_joint = manager.get_part_by_name_pattern("Ball Joint")
+        control_arm = manager.get_part_by_name_pattern("Control Arm")
+
+        # Hotspot 1: Strut Assembly
+        manager.insert_hotspot(
+            diagram_id=diagram_id,
+            part_id=strut['id'] if strut else None,
+            callout_number=1,
+            label="Strut Assembly / Amortiguador",
+            shape='rect',
+            coords='275,95,50,150',  # x,y,width,height
+            color='#27ae60'
+        )
+        total_hotspots += 1
+        print(f"    Added hotspot 1: Strut Assembly")
+
+        # Hotspot 2: Ball Joint
+        manager.insert_hotspot(
+            diagram_id=diagram_id,
+            part_id=ball_joint['id'] if ball_joint else None,
+            callout_number=2,
+            label="Ball Joint / Rotula",
+            shape='circle',
+            coords='300,280,20',  # cx,cy,r
+            color='#c0392b'
+        )
+        total_hotspots += 1
+        print(f"    Added hotspot 2: Ball Joint")
+
+        # Hotspot 3: Control Arm
+        manager.insert_hotspot(
+            diagram_id=diagram_id,
+            part_id=control_arm['id'] if control_arm else None,
+            callout_number=3,
+            label="Control Arm / Brazo de Control",
+            shape='poly',
+            coords='150,320,300,280,450,320,430,340,300,310,170,340',  # polygon points
+            color='#444'
+        )
+        total_hotspots += 1
+        print(f"    Added hotspot 3: Control Arm")
+
+    print(f"\nTotal hotspots created: {total_hotspots}")
+
+
+def main():
+    """Main entry point for FASE 3 population"""
+    print("=" * 60)
+    print("FASE 3: Exploded Diagrams and Hotspots Population")
+    print("=" * 60)
+
+    manager = Fase3Manager()
+
+    try:
+        # Connect to database
+        manager.connect()
+
+        # Create FASE 3 tables (idempotent)
+        manager.create_fase3_tables()
+
+        # Create diagrams directory
+        manager.create_diagrams_directory()
+
+        # Populate diagrams
+        diagram_ids = populate_diagrams(manager)
+
+        # Link diagrams to vehicles
+        populate_vehicle_diagrams(manager, diagram_ids)
+
+        # Create hotspots
+        populate_hotspots(manager, diagram_ids)
+
+        print("\n" + "=" * 60)
+        print("FASE 3 population completed successfully!")
+        print("=" * 60)
+
+        # Print summary
+        cursor = manager.connection.cursor()
+        cursor.execute("SELECT COUNT(*) FROM diagrams")
+        diagram_count = cursor.fetchone()[0]
+        cursor.execute("SELECT COUNT(*) FROM vehicle_diagrams")
+        vd_count = cursor.fetchone()[0]
+        cursor.execute("SELECT COUNT(*) FROM diagram_hotspots")
+        hotspot_count = cursor.fetchone()[0]
+
+        print(f"\nSummary:")
+        print(f"  Diagrams: {diagram_count}")
+        print(f"  Vehicle-Diagram Links: {vd_count}")
+        print(f"  Hotspots: {hotspot_count}")
+        print(f"\nSVG files saved to: {DIAGRAMS_DIR}")
+
+    except Exception as e:
+        print(f"\nError: {e}")
+        raise
+
+    finally:
+        manager.disconnect()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/vehicle_database/scripts/populate_fase4.py b/vehicle_database/scripts/populate_fase4.py
new file mode 100755
index 0000000..8514cb0
--- /dev/null
+++ b/vehicle_database/scripts/populate_fase4.py
@@ -0,0 +1,312 @@
+#!/usr/bin/env python3
+"""
+FASE 4: Full-Text Search and VIN Decoder
+This script creates FASE 4 tables (FTS5, triggers, vin_cache) and populates
+the parts_fts table with existing parts data.
+"""
+
+import sqlite3
+import os
+import json
+from typing import Optional
+from datetime import datetime, timedelta
+
+# Database path configuration
+DB_PATH = os.path.join(os.path.dirname(__file__), '..', 'vehicle_database.db')
+SCHEMA_PATH = os.path.join(os.path.dirname(__file__), '..', 'sql', 'schema.sql')
+
+
+class Fase4Manager:
+    """Manager for FASE 4 tables: parts_fts, vin_cache, and related triggers"""
+
+    def __init__(self, db_path: str = DB_PATH):
+        self.db_path = db_path
+        self.connection = None
+
+    def connect(self):
+        """Connect to the SQLite database"""
+        self.connection = sqlite3.connect(self.db_path)
+        self.connection.row_factory = sqlite3.Row
+        print(f"Connected to database: {self.db_path}")
+
+    def disconnect(self):
+        """Close the database connection"""
+        if self.connection:
+            self.connection.close()
+            print("Disconnected from database")
+
+    def create_fase4_tables(self):
+        """Create FASE 4 tables from schema file"""
+        if not os.path.exists(SCHEMA_PATH):
+            raise FileNotFoundError(f"Schema file not found: {SCHEMA_PATH}")
+
+        with open(SCHEMA_PATH, 'r') as f:
+            schema = f.read()
+
+        if self.connection:
+            cursor = self.connection.cursor()
+            cursor.executescript(schema)
+            self.connection.commit()
+            print("FASE 4 tables created successfully")
+
+    def check_fts_table_exists(self) -> bool:
+        """Check if the parts_fts FTS5 table exists"""
+        cursor = self.connection.cursor()
+        cursor.execute(
+            "SELECT name FROM sqlite_master WHERE type='table' AND name='parts_fts'"
+        )
+        return cursor.fetchone() is not None
+
+    def check_fts_populated(self) -> bool:
+        """Check if the FTS table has any data"""
+        cursor = self.connection.cursor()
+        try:
+            cursor.execute("SELECT COUNT(*) FROM parts_fts")
+            count = cursor.fetchone()[0]
+            return count > 0
+        except sqlite3.OperationalError:
+            return False
+
+    def populate_fts_from_parts(self):
+        """Populate the parts_fts table with existing parts data"""
+        if not self.check_fts_table_exists():
+            print("FTS table does not exist, creating tables first...")
+            self.create_fase4_tables()
+
+        # Check if already populated
+        if self.check_fts_populated():
+            print("parts_fts table already has data, skipping population")
+            return
+
+        cursor = self.connection.cursor()
+
+        # Get count of parts
+        cursor.execute("SELECT COUNT(*) FROM parts")
+        parts_count = cursor.fetchone()[0]
+
+        if parts_count == 0:
+            print("No parts found in parts table, nothing to populate")
+            return
+
+        # Populate FTS table from parts
+        cursor.execute("""
+            INSERT INTO parts_fts(rowid, oem_part_number, name, name_es, description, description_es)
+            SELECT id, oem_part_number, name, name_es, description, description_es FROM parts
+        """)
+        self.connection.commit()
+
+        # Rebuild FTS index for proper search functionality
+        cursor.execute("INSERT INTO parts_fts(parts_fts) VALUES('rebuild')")
+        self.connection.commit()
+
+        # Verify population
+        cursor.execute("SELECT COUNT(*) FROM parts_fts")
+        fts_count = cursor.fetchone()[0]
+        print(f"Populated parts_fts with {fts_count} entries from {parts_count} parts")
+
+    def get_vin_by_vin(self, vin: str) -> Optional[int]:
+        """Get VIN cache entry ID by VIN, returns None if not found"""
+        cursor = self.connection.cursor()
+        cursor.execute("SELECT id FROM vin_cache WHERE vin = ?", (vin,))
+        result = cursor.fetchone()
+        return result[0] if result else None
+
+    def insert_vin_cache(self, vin: str, decoded_data: dict, make: str, model: str,
+                         year: int, engine_info: str = None, body_class: str = None,
+                         drive_type: str = None, model_year_engine_id: int = None,
+                         expires_days: int = 30) -> int:
+        """Insert a VIN cache entry if it doesn't exist, return its ID"""
+        existing_id = self.get_vin_by_vin(vin)
+        if existing_id:
+            print(f"  VIN '{vin}' already exists in cache (ID: {existing_id})")
+            return existing_id
+
+        cursor = self.connection.cursor()
+        expires_at = datetime.now() + timedelta(days=expires_days)
+
+        cursor.execute(
+            """INSERT INTO vin_cache
+               (vin, decoded_data, make, model, year, engine_info, body_class,
+                drive_type, model_year_engine_id, expires_at)
+               VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)""",
+            (vin, json.dumps(decoded_data), make, model, year, engine_info,
+             body_class, drive_type, model_year_engine_id, expires_at.isoformat())
+        )
+        self.connection.commit()
+        vin_id = cursor.lastrowid
+        print(f"  Inserted VIN cache: {vin} -> {make} {model} {year} (ID: {vin_id})")
+        return vin_id
+
+    def populate_sample_vins(self):
+        """Populate sample VIN cache entries for testing"""
+        print("\nPopulating sample VIN cache entries...")
+
+        sample_vins = [
+            {
+                'vin': '4T1BF1FK5CU123456',
+                'decoded_data': {
+                    'Make': 'TOYOTA',
+                    'Model': 'Camry',
+                    'ModelYear': '2023',
+                    'EngineModel': '2.5L I4',
+                    'BodyClass': 'Sedan/Saloon',
+                    'DriveType': 'FWD',
+                    'PlantCountry': 'UNITED STATES (USA)',
+                    'VehicleType': 'PASSENGER CAR'
+                },
+                'make': 'Toyota',
+                'model': 'Camry',
+                'year': 2023,
+                'engine_info': '2.5L I4 DOHC 16V',
+                'body_class': 'Sedan',
+                'drive_type': 'FWD'
+            },
+            {
+                'vin': '1HGBH41JXMN109186',
+                'decoded_data': {
+                    'Make': 'HONDA',
+                    'Model': 'Civic',
+                    'ModelYear': '2023',
+                    'EngineModel': '2.0L I4',
+                    'BodyClass': 'Sedan/Saloon',
+                    'DriveType': 'FWD',
+                    'PlantCountry': 'UNITED STATES (USA)',
+                    'VehicleType': 'PASSENGER CAR'
+                },
+                'make': 'Honda',
+                'model': 'Civic',
+                'year': 2023,
+                'engine_info': '2.0L I4 DOHC 16V',
+                'body_class': 'Sedan',
+                'drive_type': 'FWD'
+            },
+            {
+                'vin': '1FA6P8CF5L5123456',
+                'decoded_data': {
+                    'Make': 'FORD',
+                    'Model': 'Mustang',
+                    'ModelYear': '2020',
+                    'EngineModel': '5.0L V8',
+                    'BodyClass': 'Coupe',
+                    'DriveType': 'RWD',
+                    'PlantCountry': 'UNITED STATES (USA)',
+                    'VehicleType': 'PASSENGER CAR'
+                },
+                'make': 'Ford',
+                'model': 'Mustang',
+                'year': 2020,
+                'engine_info': '5.0L V8 Coyote',
+                'body_class': 'Coupe',
+                'drive_type': 'RWD'
+            }
+        ]
+
+        for vin_data in sample_vins:
+            self.insert_vin_cache(
+                vin=vin_data['vin'],
+                decoded_data=vin_data['decoded_data'],
+                make=vin_data['make'],
+                model=vin_data['model'],
+                year=vin_data['year'],
+                engine_info=vin_data['engine_info'],
+                body_class=vin_data['body_class'],
+                drive_type=vin_data['drive_type']
+            )
+
+    def verify_installation(self):
+        """Verify FASE 4 installation"""
+        cursor = self.connection.cursor()
+
+        print("\n" + "=" * 50)
+        print("FASE 4 Installation Verification")
+        print("=" * 50)
+
+        # Check FTS table
+        cursor.execute(
+            "SELECT name FROM sqlite_master WHERE type='table' AND name='parts_fts'"
+        )
+        fts_exists = cursor.fetchone() is not None
+        print(f"parts_fts table: {'OK' if fts_exists else 'MISSING'}")
+
+        if fts_exists:
+            cursor.execute("SELECT COUNT(*) FROM parts_fts")
+            fts_count = cursor.fetchone()[0]
+            print(f"  - FTS entries: {fts_count}")
+
+        # Check triggers
+        triggers = ['parts_fts_insert', 'parts_fts_delete', 'parts_fts_update']
+        for trigger_name in triggers:
+            cursor.execute(
+                "SELECT name FROM sqlite_master WHERE type='trigger' AND name=?",
+                (trigger_name,)
+            )
+            trigger_exists = cursor.fetchone() is not None
+            print(f"Trigger {trigger_name}: {'OK' if trigger_exists else 'MISSING'}")
+
+        # Check vin_cache table
+        cursor.execute(
+            "SELECT name FROM sqlite_master WHERE type='table' AND name='vin_cache'"
+        )
+        vin_exists = cursor.fetchone() is not None
+        print(f"vin_cache table: {'OK' if vin_exists else 'MISSING'}")
+
+        if vin_exists:
+            cursor.execute("SELECT COUNT(*) FROM vin_cache")
+            vin_count = cursor.fetchone()[0]
+            print(f"  - VIN cache entries: {vin_count}")
+
+            cursor.execute("SELECT vin, make, model, year FROM vin_cache")
+            for row in cursor.fetchall():
+                print(f"    - {row['vin']}: {row['make']} {row['model']} {row['year']}")
+
+        # Check indexes
+        indexes = ['idx_vin_cache_vin', 'idx_vin_cache_make_model']
+        for index_name in indexes:
+            cursor.execute(
+                "SELECT name FROM sqlite_master WHERE type='index' AND name=?",
+                (index_name,)
+            )
+            index_exists = cursor.fetchone() is not None
+            print(f"Index {index_name}: {'OK' if index_exists else 'MISSING'}")
+
+        print("=" * 50)
+
+
+def main():
+    """Main function to populate FASE 4 tables"""
+    print("=" * 60)
+    print("FASE 4: Full-Text Search and VIN Decoder Population")
+    print("=" * 60)
+
+    manager = Fase4Manager()
+
+    try:
+        manager.connect()
+
+        # Step 1: Create FASE 4 tables (FTS5, triggers, vin_cache)
+        print("\n[1/4] Creating FASE 4 tables...")
+        manager.create_fase4_tables()
+
+        # Step 2: Populate FTS table with existing parts
+        print("\n[2/4] Populating Full-Text Search index...")
+        manager.populate_fts_from_parts()
+
+        # Step 3: Add sample VIN cache entries
+        print("\n[3/4] Adding sample VIN cache entries...")
+        manager.populate_sample_vins()
+
+        # Step 4: Verify installation
+        print("\n[4/4] Verifying FASE 4 installation...")
+        manager.verify_installation()
+
+        print("\nFASE 4 population completed successfully!")
+
+    except Exception as e:
+        print(f"\nError during FASE 4 population: {e}")
+        raise
+    finally:
+        manager.disconnect()
+
+
+if __name__ == '__main__':
+    main()
diff --git a/vehicle_database/sql/schema.sql b/vehicle_database/sql/schema.sql
index ea3d866..fa5abba 100644
--- a/vehicle_database/sql/schema.sql
+++ b/vehicle_database/sql/schema.sql
@@ -63,4 +63,235 @@ CREATE TABLE IF NOT EXISTS model_year_engine (
 CREATE INDEX IF NOT EXISTS idx_models_brand ON models(brand_id);
 CREATE INDEX IF NOT EXISTS idx_model_year_engine_model ON model_year_engine(model_id);
 CREATE INDEX IF NOT EXISTS idx_model_year_engine_year ON model_year_engine(year_id);
-CREATE INDEX IF NOT EXISTS idx_model_year_engine_engine ON model_year_engine(engine_id);
\ No newline at end of file
+CREATE INDEX IF NOT EXISTS idx_model_year_engine_engine ON model_year_engine(engine_id);
+
+-- =====================================================
+-- PARTS CATALOG SCHEMA (FASE 1)
+-- =====================================================
+
+-- Categorías de partes (Engine, Brakes, Suspension, etc.)
+CREATE TABLE IF NOT EXISTS part_categories (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    name TEXT NOT NULL,
+    name_es TEXT,
+    parent_id INTEGER,
+    slug TEXT UNIQUE,
+    icon_name TEXT,
+    display_order INTEGER DEFAULT 0,
+    created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+    FOREIGN KEY (parent_id) REFERENCES part_categories(id)
+);
+
+-- Grupos dentro de categorías (subcategorías más específicas)
+CREATE TABLE IF NOT EXISTS part_groups (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    category_id INTEGER NOT NULL,
+    name TEXT NOT NULL,
+    name_es TEXT,
+    slug TEXT,
+    display_order INTEGER DEFAULT 0,
+    created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+    FOREIGN KEY (category_id) REFERENCES part_categories(id)
+);
+
+-- Catálogo maestro de partes
+CREATE TABLE IF NOT EXISTS parts (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    oem_part_number TEXT NOT NULL,
+    name TEXT NOT NULL,
+    name_es TEXT,
+    group_id INTEGER,
+    description TEXT,
+    description_es TEXT,
+    weight_kg REAL,
+    material TEXT,
+    is_discontinued BOOLEAN DEFAULT 0,
+    superseded_by_id INTEGER,
+    created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+    FOREIGN KEY (group_id) REFERENCES part_groups(id),
+    FOREIGN KEY (superseded_by_id) REFERENCES parts(id)
+);
+
+-- Fitment: qué partes van en qué vehículos
+CREATE TABLE IF NOT EXISTS vehicle_parts (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    model_year_engine_id INTEGER NOT NULL,
+    part_id INTEGER NOT NULL,
+    quantity_required INTEGER DEFAULT 1,
+    position TEXT,  -- e.g., 'front', 'rear', 'left', 'right'
+    fitment_notes TEXT,
+    created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+    FOREIGN KEY (model_year_engine_id) REFERENCES model_year_engine(id),
+    FOREIGN KEY (part_id) REFERENCES parts(id),
+    UNIQUE(model_year_engine_id, part_id, position)
+);
+
+-- Índices para el catálogo de partes
+CREATE INDEX IF NOT EXISTS idx_part_categories_parent ON part_categories(parent_id);
+CREATE INDEX IF NOT EXISTS idx_part_categories_slug ON part_categories(slug);
+CREATE INDEX IF NOT EXISTS idx_part_groups_category ON part_groups(category_id);
+CREATE INDEX IF NOT EXISTS idx_parts_oem ON parts(oem_part_number);
+CREATE INDEX IF NOT EXISTS idx_parts_group ON parts(group_id);
+CREATE INDEX IF NOT EXISTS idx_vehicle_parts_mye ON vehicle_parts(model_year_engine_id);
+CREATE INDEX IF NOT EXISTS idx_vehicle_parts_part ON vehicle_parts(part_id);
+
+-- =====================================================
+-- FASE 2: CROSS-REFERENCES Y AFTERMARKET
+-- =====================================================
+
+-- Fabricantes (OEM y aftermarket)
+CREATE TABLE IF NOT EXISTS manufacturers (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    name TEXT NOT NULL UNIQUE,
+    type TEXT CHECK(type IN ('oem', 'aftermarket', 'remanufactured')),
+    quality_tier TEXT CHECK(quality_tier IN ('economy', 'standard', 'premium', 'oem')),
+    country TEXT,
+    logo_url TEXT,
+    website TEXT,
+    created_at DATETIME DEFAULT CURRENT_TIMESTAMP
+);
+
+-- Partes aftermarket vinculadas a OEM
+CREATE TABLE IF NOT EXISTS aftermarket_parts (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    oem_part_id INTEGER NOT NULL,
+    manufacturer_id INTEGER NOT NULL,
+    part_number TEXT NOT NULL,
+    name TEXT,
+    name_es TEXT,
+    quality_tier TEXT CHECK(quality_tier IN ('economy', 'standard', 'premium')),
+    price_usd REAL,
+    warranty_months INTEGER,
+    in_stock BOOLEAN DEFAULT 1,
+    created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+    FOREIGN KEY (oem_part_id) REFERENCES parts(id),
+    FOREIGN KEY (manufacturer_id) REFERENCES manufacturers(id)
+);
+
+-- Cross-references (números alternativos)
+CREATE TABLE IF NOT EXISTS part_cross_references (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    part_id INTEGER NOT NULL,
+    cross_reference_number TEXT NOT NULL,
+    reference_type TEXT CHECK(reference_type IN ('oem_alternate', 'supersession', 'interchange', 'competitor')),
+    source TEXT,
+    notes TEXT,
+    created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+    FOREIGN KEY (part_id) REFERENCES parts(id)
+);
+
+-- Índices para FASE 2
+CREATE INDEX IF NOT EXISTS idx_aftermarket_oem ON aftermarket_parts(oem_part_id);
+CREATE INDEX IF NOT EXISTS idx_aftermarket_manufacturer ON aftermarket_parts(manufacturer_id);
+CREATE INDEX IF NOT EXISTS idx_aftermarket_part_number ON aftermarket_parts(part_number);
+CREATE INDEX IF NOT EXISTS idx_cross_ref_part ON part_cross_references(part_id);
+CREATE INDEX IF NOT EXISTS idx_cross_ref_number ON part_cross_references(cross_reference_number);
+
+-- =====================================================
+-- FASE 3: DIAGRAMAS EXPLOSIONADOS
+-- =====================================================
+
+-- Diagramas de partes
+CREATE TABLE IF NOT EXISTS diagrams (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    name TEXT NOT NULL,
+    name_es TEXT,
+    group_id INTEGER NOT NULL,
+    image_path TEXT NOT NULL,
+    thumbnail_path TEXT,
+    svg_content TEXT,
+    width INTEGER,
+    height INTEGER,
+    display_order INTEGER DEFAULT 0,
+    source TEXT,
+    created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+    FOREIGN KEY (group_id) REFERENCES part_groups(id)
+);
+
+-- Diagramas específicos por vehículo (qué diagramas aplican a qué vehículos)
+CREATE TABLE IF NOT EXISTS vehicle_diagrams (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    diagram_id INTEGER NOT NULL,
+    model_year_engine_id INTEGER NOT NULL,
+    notes TEXT,
+    created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+    FOREIGN KEY (diagram_id) REFERENCES diagrams(id),
+    FOREIGN KEY (model_year_engine_id) REFERENCES model_year_engine(id),
+    UNIQUE(diagram_id, model_year_engine_id)
+);
+
+-- Hotspots clickeables en diagramas
+CREATE TABLE IF NOT EXISTS diagram_hotspots (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    diagram_id INTEGER NOT NULL,
+    part_id INTEGER,
+    callout_number INTEGER,
+    label TEXT,
+    shape TEXT DEFAULT 'rect' CHECK(shape IN ('rect', 'circle', 'poly')),
+    coords TEXT NOT NULL,
+    color TEXT DEFAULT '#e74c3c',
+    created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+    FOREIGN KEY (diagram_id) REFERENCES diagrams(id),
+    FOREIGN KEY (part_id) REFERENCES parts(id)
+);
+
+-- Índices para FASE 3
+CREATE INDEX IF NOT EXISTS idx_diagrams_group ON diagrams(group_id);
+CREATE INDEX IF NOT EXISTS idx_vehicle_diagrams_diagram ON vehicle_diagrams(diagram_id);
+CREATE INDEX IF NOT EXISTS idx_vehicle_diagrams_mye ON vehicle_diagrams(model_year_engine_id);
+CREATE INDEX IF NOT EXISTS idx_hotspots_diagram ON diagram_hotspots(diagram_id);
+CREATE INDEX IF NOT EXISTS idx_hotspots_part ON diagram_hotspots(part_id);
+
+-- =====================================================
+-- FASE 4: BÚSQUEDA FULL-TEXT Y VIN DECODER
+-- =====================================================
+
+-- Full-Text Search virtual table (SQLite FTS5)
+CREATE VIRTUAL TABLE IF NOT EXISTS parts_fts USING fts5(
+    oem_part_number,
+    name,
+    name_es,
+    description,
+    description_es,
+    content='parts',
+    content_rowid='id'
+);
+
+-- Triggers para sincronización automática con parts table
+CREATE TRIGGER IF NOT EXISTS parts_fts_insert AFTER INSERT ON parts BEGIN
+    INSERT INTO parts_fts(rowid, oem_part_number, name, name_es, description, description_es)
+    VALUES (new.id, new.oem_part_number, new.name, new.name_es, new.description, new.description_es);
+END;
+
+CREATE TRIGGER IF NOT EXISTS parts_fts_delete AFTER DELETE ON parts BEGIN
+    INSERT INTO parts_fts(parts_fts, rowid, oem_part_number, name, name_es, description, description_es)
+    VALUES ('delete', old.id, old.oem_part_number, old.name, old.name_es, old.description, old.description_es);
+END;
+
+CREATE TRIGGER IF NOT EXISTS parts_fts_update AFTER UPDATE ON parts BEGIN
+    INSERT INTO parts_fts(parts_fts, rowid, oem_part_number, name, name_es, description, description_es)
+    VALUES ('delete', old.id, old.oem_part_number, old.name, old.name_es, old.description, old.description_es);
+    INSERT INTO parts_fts(rowid, oem_part_number, name, name_es, description, description_es)
+    VALUES (new.id, new.oem_part_number, new.name, new.name_es, new.description, new.description_es);
+END;
+
+-- Cache de VINs decodificados
+CREATE TABLE IF NOT EXISTS vin_cache (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    vin TEXT NOT NULL UNIQUE,
+    decoded_data TEXT NOT NULL,
+    make TEXT,
+    model TEXT,
+    year INTEGER,
+    engine_info TEXT,
+    body_class TEXT,
+    drive_type TEXT,
+    model_year_engine_id INTEGER,
+    created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+    expires_at DATETIME,
+    FOREIGN KEY (model_year_engine_id) REFERENCES model_year_engine(id)
+);
+
+-- Índices para FASE 4
+CREATE INDEX IF NOT EXISTS idx_vin_cache_vin ON vin_cache(vin);
+CREATE INDEX IF NOT EXISTS idx_vin_cache_make_model ON vin_cache(make, model, year);
\ No newline at end of file
diff --git a/vehicle_database/vehicle_database.db b/vehicle_database/vehicle_database.db
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