Add forecasting page

2025-01-15 22:08:52 -05:00
parent e5f97ab836
commit c8c3d323a4
15 changed files with 893 additions and 94 deletions
--- a/inventory-server/db/metrics-schema.sql
+++ b/inventory-server/db/metrics-schema.sql
@@ -18,6 +18,7 @@ CREATE TABLE IF NOT EXISTS temp_purchase_metrics (
    product_id BIGINT NOT NULL,
    avg_lead_time_days INT,
    last_purchase_date DATE,
+    first_received_date DATE,
    last_received_date DATE,
    PRIMARY KEY (product_id)
 );
@@ -51,6 +52,7 @@ CREATE TABLE IF NOT EXISTS product_metrics (
    -- Purchase metrics
    avg_lead_time_days INT,
    last_purchase_date DATE,
+    first_received_date DATE,
    last_received_date DATE,
    -- Classification
    abc_class CHAR(1),
@@ -107,6 +109,23 @@ CREATE TABLE IF NOT EXISTS vendor_metrics (
    INDEX idx_vendor_performance (on_time_delivery_rate)
 );

+-- New table for category-based sales metrics
+CREATE TABLE IF NOT EXISTS category_sales_metrics (
+    category_id BIGINT NOT NULL,
+    brand VARCHAR(100) NOT NULL,
+    period_start DATE NOT NULL,
+    period_end DATE NOT NULL,
+    avg_daily_sales DECIMAL(10,3) DEFAULT 0,
+    total_sold INT DEFAULT 0,
+    num_products INT DEFAULT 0,
+    avg_price DECIMAL(10,3) DEFAULT 0,
+    last_calculated_at TIMESTAMP NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    PRIMARY KEY (category_id, brand, period_start, period_end),
+    FOREIGN KEY (category_id) REFERENCES categories(id) ON DELETE CASCADE,
+    INDEX idx_category_brand (category_id, brand),
+    INDEX idx_period (period_start, period_end)
+);
+
 -- Re-enable foreign key checks
 SET FOREIGN_KEY_CHECKS = 1;

@@ -223,4 +242,27 @@ LEFT JOIN
 WHERE 
    o.canceled = false
 GROUP BY 
-    p.product_id, p.SKU, p.title; 
+    p.product_id, p.SKU, p.title; 
+
+-- Create view for category sales trends
+CREATE OR REPLACE VIEW category_sales_trends AS
+SELECT 
+    c.id as category_id,
+    c.name as category_name,
+    p.brand,
+    COUNT(DISTINCT p.product_id) as num_products,
+    COALESCE(AVG(o.quantity), 0) as avg_daily_sales,
+    COALESCE(SUM(o.quantity), 0) as total_sold,
+    COALESCE(AVG(o.price), 0) as avg_price,
+    MIN(o.date) as first_sale_date,
+    MAX(o.date) as last_sale_date
+FROM 
+    categories c
+JOIN 
+    product_categories pc ON c.id = pc.category_id
+JOIN 
+    products p ON pc.product_id = p.product_id
+LEFT JOIN 
+    orders o ON p.product_id = o.product_id AND o.canceled = false
+GROUP BY 
+    c.id, c.name, p.brand; 
--- a/inventory-server/scripts/calculate-metrics.js
+++ b/inventory-server/scripts/calculate-metrics.js
@@ -466,7 +466,88 @@ async function calculateLeadTimeMetrics(connection, startTime, totalProducts) {
    `);
 }

-// Update the main calculation function to include our new calculations
+// Add new function for category sales metrics
+async function calculateCategorySalesMetrics(connection, startTime, totalProducts) {
+    outputProgress({
+        status: 'running',
+        operation: 'Calculating category sales metrics',
+        current: Math.floor(totalProducts * 0.9),
+        total: totalProducts,
+        elapsed: formatElapsedTime(startTime),
+        remaining: estimateRemaining(startTime, Math.floor(totalProducts * 0.9), totalProducts),
+        rate: calculateRate(startTime, Math.floor(totalProducts * 0.9)),
+        percentage: '90'
+    });
+
+    await connection.query(`
+        INSERT INTO category_sales_metrics (
+            category_id,
+            brand,
+            period_start,
+            period_end,
+            avg_daily_sales,
+            total_sold,
+            num_products,
+            avg_price,
+            last_calculated_at
+        )
+        WITH date_ranges AS (
+            SELECT 
+                DATE_SUB(CURDATE(), INTERVAL 30 DAY) as period_start,
+                CURDATE() as period_end
+            UNION ALL
+            SELECT 
+                DATE_SUB(CURDATE(), INTERVAL 90 DAY),
+                CURDATE()
+            UNION ALL
+            SELECT 
+                DATE_SUB(CURDATE(), INTERVAL 180 DAY),
+                CURDATE()
+            UNION ALL
+            SELECT 
+                DATE_SUB(CURDATE(), INTERVAL 365 DAY),
+                CURDATE()
+        ),
+        category_metrics AS (
+            SELECT 
+                c.id as category_id,
+                p.brand,
+                dr.period_start,
+                dr.period_end,
+                COUNT(DISTINCT p.product_id) as num_products,
+                COALESCE(SUM(o.quantity), 0) / DATEDIFF(dr.period_end, dr.period_start) as avg_daily_sales,
+                COALESCE(SUM(o.quantity), 0) as total_sold,
+                COALESCE(AVG(o.price), 0) as avg_price
+            FROM categories c
+            JOIN product_categories pc ON c.id = pc.category_id
+            JOIN products p ON pc.product_id = p.product_id
+            CROSS JOIN date_ranges dr
+            LEFT JOIN orders o ON p.product_id = o.product_id 
+                AND o.date BETWEEN dr.period_start AND dr.period_end
+                AND o.canceled = false
+            GROUP BY c.id, p.brand, dr.period_start, dr.period_end
+        )
+        SELECT 
+            category_id,
+            brand,
+            period_start,
+            period_end,
+            avg_daily_sales,
+            total_sold,
+            num_products,
+            avg_price,
+            NOW() as last_calculated_at
+        FROM category_metrics
+        ON DUPLICATE KEY UPDATE
+            avg_daily_sales = VALUES(avg_daily_sales),
+            total_sold = VALUES(total_sold),
+            num_products = VALUES(num_products),
+            avg_price = VALUES(avg_price),
+            last_calculated_at = NOW()
+    `);
+}
+
+// Update the main calculation function to include category sales metrics
 async function calculateMetrics() {
    let pool;
    const startTime = Date.now();
@@ -751,6 +832,7 @@ async function calculateMetrics() {
                                SUM(CASE WHEN received >= 0 THEN received ELSE 0 END) as total_quantity_purchased,
                                SUM(CASE WHEN received >= 0 THEN cost_price * received ELSE 0 END) as total_cost,
                                MAX(date) as last_purchase_date,
+                                MIN(received_date) as first_received_date,
                                MAX(received_date) as last_received_date,
                                AVG(lead_time_days) as avg_lead_time_days,
                                COUNT(*) as orders_analyzed
@@ -952,6 +1034,7 @@ async function calculateMetrics() {
                            inventory_value || 0,
                            purchases.avg_lead_time_days || null,
                            purchases.last_purchase_date || null,
+                            purchases.first_received_date || null,
                            purchases.last_received_date || null,
                            stock_status,
                            reorder_qty,
@@ -985,6 +1068,7 @@ async function calculateMetrics() {
                            inventory_value,
                            avg_lead_time_days,
                            last_purchase_date,
+                            first_received_date,
                            last_received_date,
                            stock_status,
                            reorder_qty,
@@ -1008,6 +1092,7 @@ async function calculateMetrics() {
                            inventory_value = VALUES(inventory_value),
                            avg_lead_time_days = VALUES(avg_lead_time_days),
                            last_purchase_date = VALUES(last_purchase_date),
+                            first_received_date = VALUES(first_received_date),
                            last_received_date = VALUES(last_received_date),
                            stock_status = VALUES(stock_status),
                            reorder_qty = VALUES(reorder_qty),
@@ -1067,6 +1152,12 @@ async function calculateMetrics() {
            });
            await calculateLeadTimeMetrics(connection, startTime, totalProducts);

+            // Add category sales metrics calculation
+            if (isCancelled) {
+                throw new Error('Operation cancelled');
+            }
+            await calculateCategorySalesMetrics(connection, startTime, totalProducts);
+
            // Calculate ABC classification
            if (isCancelled) {
                throw new Error('Operation cancelled');
--- a/inventory-server/scripts/reset-metrics.js
+++ b/inventory-server/scripts/reset-metrics.js
@@ -21,7 +21,8 @@ const METRICS_TABLES = [
    'temp_purchase_metrics',
    'product_metrics',
    'product_time_aggregates',
-    'vendor_metrics'
+    'vendor_metrics',
+    'category_sales_metrics'
 ];

 // Config tables that must exist
--- a/inventory-server/src/routes/analytics.js
+++ b/inventory-server/src/routes/analytics.js
@@ -527,4 +527,72 @@ router.get('/categories', async (req, res) => {
  }
 });

+// Forecast endpoint
+router.get('/forecast', async (req, res) => {
+    try {
+        const { brand, startDate, endDate } = req.query;
+        const pool = req.app.locals.pool;
+
+        const [results] = await pool.query(`
+            WITH category_metrics AS (
+                SELECT 
+                    c.id as category_id,
+                    c.name as category_name,
+                    p.brand,
+                    COUNT(DISTINCT p.product_id) as num_products,
+                    COALESCE(ROUND(SUM(o.quantity) / DATEDIFF(?, ?), 2), 0) as avg_daily_sales,
+                    COALESCE(SUM(o.quantity), 0) as total_sold,
+                    COALESCE(ROUND(SUM(o.quantity) / COUNT(DISTINCT p.product_id), 2), 0) as avgTotalSold,
+                    COALESCE(ROUND(AVG(o.price), 2), 0) as avg_price
+                FROM categories c
+                JOIN product_categories pc ON c.id = pc.category_id
+                JOIN products p ON pc.product_id = p.product_id
+                LEFT JOIN orders o ON p.product_id = o.product_id 
+                    AND o.date BETWEEN ? AND ?
+                    AND o.canceled = false
+                WHERE p.brand = ?
+                GROUP BY c.id, c.name, p.brand
+            ),
+            product_metrics AS (
+                SELECT 
+                    p.product_id,
+                    p.title,
+                    p.sku,
+                    p.stock_quantity,
+                    pc.category_id,
+                    COALESCE(SUM(o.quantity), 0) as total_sold,
+                    COALESCE(ROUND(AVG(o.price), 2), 0) as avg_price
+                FROM products p
+                JOIN product_categories pc ON p.product_id = pc.product_id
+                LEFT JOIN orders o ON p.product_id = o.product_id 
+                    AND o.date BETWEEN ? AND ?
+                    AND o.canceled = false
+                WHERE p.brand = ?
+                GROUP BY p.product_id, p.title, p.sku, p.stock_quantity, pc.category_id
+            )
+            SELECT 
+                cm.*,
+                JSON_ARRAYAGG(
+                    JSON_OBJECT(
+                        'product_id', pm.product_id,
+                        'name', pm.title,
+                        'sku', pm.sku,
+                        'stock_quantity', pm.stock_quantity,
+                        'total_sold', pm.total_sold,
+                        'avg_price', pm.avg_price
+                    )
+                ) as products
+            FROM category_metrics cm
+            JOIN product_metrics pm ON cm.category_id = pm.category_id
+            GROUP BY cm.category_id, cm.category_name, cm.brand, cm.num_products, cm.avg_daily_sales, cm.total_sold, cm.avgTotalSold, cm.avg_price
+            ORDER BY cm.total_sold DESC
+        `, [startDate, endDate, startDate, endDate, brand, startDate, endDate, brand]);
+
+        res.json(results);
+    } catch (error) {
+        console.error('Error fetching forecast data:', error);
+        res.status(500).json({ error: 'Failed to fetch forecast data' });
+    }
+});
+
 module.exports = router; 
--- a/inventory-server/src/routes/products.js
+++ b/inventory-server/src/routes/products.js
@@ -6,6 +6,36 @@ const { importProductsFromCSV } = require('../utils/csvImporter');
 // Configure multer for file uploads
 const upload = multer({ dest: 'uploads/' });

+// Get unique brands
+router.get('/brands', async (req, res) => {
+    console.log('Brands endpoint hit:', {
+        url: req.url,
+        method: req.method,
+        headers: req.headers,
+        path: req.path
+    });
+    
+    try {
+        const pool = req.app.locals.pool;
+        console.log('Fetching brands from database...');
+        
+        const [results] = await pool.query(`
+            SELECT DISTINCT brand 
+            FROM products 
+            WHERE brand IS NOT NULL 
+            AND brand != ''
+            AND visible = true
+            ORDER BY brand
+        `);
+        
+        console.log(`Found ${results.length} brands:`, results.slice(0, 3));
+        res.json(results.map(r => r.brand));
+    } catch (error) {
+        console.error('Error fetching brands:', error);
+        res.status(500).json({ error: 'Failed to fetch brands' });
+    }
+});
+
 // Get all products with pagination, filtering, and sorting
 router.get('/', async (req, res) => {
  const pool = req.app.locals.pool;
--- a/inventory/package-lock.json
+++ b/inventory/package-lock.json
@@ -11,6 +11,7 @@
        "@dnd-kit/core": "^6.3.1",
        "@dnd-kit/sortable": "^10.0.0",
        "@dnd-kit/utilities": "^3.2.2",
+        "@radix-ui/react-accordion": "^1.2.2",
        "@radix-ui/react-alert-dialog": "^1.1.4",
        "@radix-ui/react-avatar": "^1.1.2",
        "@radix-ui/react-collapsible": "^1.1.2",
@@ -19,6 +20,7 @@
        "@radix-ui/react-label": "^2.1.1",
        "@radix-ui/react-popover": "^1.1.4",
        "@radix-ui/react-progress": "^1.1.1",
+        "@radix-ui/react-scroll-area": "^1.2.2",
        "@radix-ui/react-select": "^2.1.4",
        "@radix-ui/react-separator": "^1.1.1",
        "@radix-ui/react-slot": "^1.1.1",
@@ -28,7 +30,9 @@
        "@radix-ui/react-toggle-group": "^1.1.1",
        "@radix-ui/react-tooltip": "^1.1.6",
        "@shadcn/ui": "^0.0.4",
+        "@tabler/icons-react": "^3.28.1",
        "@tanstack/react-query": "^5.63.0",
+        "@tanstack/react-table": "^8.20.6",
        "@tanstack/react-virtual": "^3.11.2",
        "@tanstack/virtual-core": "^3.11.2",
        "chart.js": "^4.4.7",
@@ -1243,6 +1247,37 @@
      "integrity": "sha512-SJ31y+Q/zAyShtXJc8x83i9TYdbAfHZ++tUZnvjJJqFjzsdUnKsxPL6IEtBlxKkU7yzer//GQtZSV4GbldL3YA==",
      "license": "MIT"
    },
+    "node_modules/@radix-ui/react-accordion": {
+      "version": "1.2.2",
+      "resolved": "https://registry.npmjs.org/@radix-ui/react-accordion/-/react-accordion-1.2.2.tgz",
+      "integrity": "sha512-b1oh54x4DMCdGsB4/7ahiSrViXxaBwRPotiZNnYXjLha9vfuURSAZErki6qjDoSIV0eXx5v57XnTGVtGwnfp2g==",
+      "license": "MIT",
+      "dependencies": {
+        "@radix-ui/primitive": "1.1.1",
+        "@radix-ui/react-collapsible": "1.1.2",
+        "@radix-ui/react-collection": "1.1.1",
+        "@radix-ui/react-compose-refs": "1.1.1",
+        "@radix-ui/react-context": "1.1.1",
+        "@radix-ui/react-direction": "1.1.0",
+        "@radix-ui/react-id": "1.1.0",
+        "@radix-ui/react-primitive": "2.0.1",
+        "@radix-ui/react-use-controllable-state": "1.1.0"
+      },
+      "peerDependencies": {
+        "@types/react": "*",
+        "@types/react-dom": "*",
+        "react": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc",
+        "react-dom": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "@types/react-dom": {
+          "optional": true
+        }
+      }
+    },
    "node_modules/@radix-ui/react-alert-dialog": {
      "version": "1.1.4",
      "resolved": "https://registry.npmjs.org/@radix-ui/react-alert-dialog/-/react-alert-dialog-1.1.4.tgz",
@@ -1829,6 +1864,37 @@
        }
      }
    },
+    "node_modules/@radix-ui/react-scroll-area": {
+      "version": "1.2.2",
+      "resolved": "https://registry.npmjs.org/@radix-ui/react-scroll-area/-/react-scroll-area-1.2.2.tgz",
+      "integrity": "sha512-EFI1N/S3YxZEW/lJ/H1jY3njlvTd8tBmgKEn4GHi51+aMm94i6NmAJstsm5cu3yJwYqYc93gpCPm21FeAbFk6g==",
+      "license": "MIT",
+      "dependencies": {
+        "@radix-ui/number": "1.1.0",
+        "@radix-ui/primitive": "1.1.1",
+        "@radix-ui/react-compose-refs": "1.1.1",
+        "@radix-ui/react-context": "1.1.1",
+        "@radix-ui/react-direction": "1.1.0",
+        "@radix-ui/react-presence": "1.1.2",
+        "@radix-ui/react-primitive": "2.0.1",
+        "@radix-ui/react-use-callback-ref": "1.1.0",
+        "@radix-ui/react-use-layout-effect": "1.1.0"
+      },
+      "peerDependencies": {
+        "@types/react": "*",
+        "@types/react-dom": "*",
+        "react": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc",
+        "react-dom": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "@types/react-dom": {
+          "optional": true
+        }
+      }
+    },
    "node_modules/@radix-ui/react-select": {
      "version": "2.1.4",
      "resolved": "https://registry.npmjs.org/@radix-ui/react-select/-/react-select-2.1.4.tgz",
@@ -2512,6 +2578,32 @@
        "node": ">=14"
      }
    },
+    "node_modules/@tabler/icons": {
+      "version": "3.28.1",
+      "resolved": "https://registry.npmjs.org/@tabler/icons/-/icons-3.28.1.tgz",
+      "integrity": "sha512-h7nqKEvFooLtFxhMOC1/2eiV+KRXhBUuDUUJrJlt6Ft6tuMw2eU/9GLQgrTk41DNmIEzp/LI83K9J9UUU8YBYQ==",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/codecalm"
+      }
+    },
+    "node_modules/@tabler/icons-react": {
+      "version": "3.28.1",
+      "resolved": "https://registry.npmjs.org/@tabler/icons-react/-/icons-react-3.28.1.tgz",
+      "integrity": "sha512-KNBpA2kbxr3/2YK5swt7b/kd/xpDP1FHYZCxDFIw54tX8slELRFEf95VMxsccQHZeIcUbdoojmUUuYSbt/sM5Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@tabler/icons": "3.28.1"
+      },
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/codecalm"
+      },
+      "peerDependencies": {
+        "react": ">= 16"
+      }
+    },
    "node_modules/@tanstack/query-core": {
      "version": "5.62.16",
      "resolved": "https://registry.npmjs.org/@tanstack/query-core/-/query-core-5.62.16.tgz",
@@ -2538,6 +2630,26 @@
        "react": "^18 || ^19"
      }
    },
+    "node_modules/@tanstack/react-table": {
+      "version": "8.20.6",
+      "resolved": "https://registry.npmjs.org/@tanstack/react-table/-/react-table-8.20.6.tgz",
+      "integrity": "sha512-w0jluT718MrOKthRcr2xsjqzx+oEM7B7s/XXyfs19ll++hlId3fjTm+B2zrR3ijpANpkzBAr15j1XGVOMxpggQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@tanstack/table-core": "8.20.5"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/tannerlinsley"
+      },
+      "peerDependencies": {
+        "react": ">=16.8",
+        "react-dom": ">=16.8"
+      }
+    },
    "node_modules/@tanstack/react-virtual": {
      "version": "3.11.2",
      "resolved": "https://registry.npmjs.org/@tanstack/react-virtual/-/react-virtual-3.11.2.tgz",
@@ -2555,6 +2667,19 @@
        "react-dom": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
      }
    },
+    "node_modules/@tanstack/table-core": {
+      "version": "8.20.5",
+      "resolved": "https://registry.npmjs.org/@tanstack/table-core/-/table-core-8.20.5.tgz",
+      "integrity": "sha512-P9dF7XbibHph2PFRz8gfBKEXEY/HJPOhym8CHmjF8y3q5mWpKx9xtZapXQUWCgkqvsK0R46Azuz+VaxD4Xl+Tg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/tannerlinsley"
+      }
+    },
    "node_modules/@tanstack/virtual-core": {
      "version": "3.11.2",
      "resolved": "https://registry.npmjs.org/@tanstack/virtual-core/-/virtual-core-3.11.2.tgz",
--- a/inventory/package.json
+++ b/inventory/package.json
@@ -13,6 +13,7 @@
    "@dnd-kit/core": "^6.3.1",
    "@dnd-kit/sortable": "^10.0.0",
    "@dnd-kit/utilities": "^3.2.2",
+    "@radix-ui/react-accordion": "^1.2.2",
    "@radix-ui/react-alert-dialog": "^1.1.4",
    "@radix-ui/react-avatar": "^1.1.2",
    "@radix-ui/react-collapsible": "^1.1.2",
@@ -21,6 +22,7 @@
    "@radix-ui/react-label": "^2.1.1",
    "@radix-ui/react-popover": "^1.1.4",
    "@radix-ui/react-progress": "^1.1.1",
+    "@radix-ui/react-scroll-area": "^1.2.2",
    "@radix-ui/react-select": "^2.1.4",
    "@radix-ui/react-separator": "^1.1.1",
    "@radix-ui/react-slot": "^1.1.1",
@@ -30,7 +32,9 @@
    "@radix-ui/react-toggle-group": "^1.1.1",
    "@radix-ui/react-tooltip": "^1.1.6",
    "@shadcn/ui": "^0.0.4",
+    "@tabler/icons-react": "^3.28.1",
    "@tanstack/react-query": "^5.63.0",
+    "@tanstack/react-table": "^8.20.6",
    "@tanstack/react-virtual": "^3.11.2",
    "@tanstack/virtual-core": "^3.11.2",
    "chart.js": "^4.4.7",
--- a/inventory/src/App.tsx
+++ b/inventory/src/App.tsx
@@ -12,6 +12,7 @@ import { Login } from './pages/Login';
 import { useEffect } from 'react';
 import config from './config';
 import { RequireAuth } from './components/auth/RequireAuth';
+import Forecasting from "@/pages/Forecasting";

 const queryClient = new QueryClient();

@@ -61,6 +62,7 @@ function App() {
          <Route path="/purchase-orders" element={<PurchaseOrders />} />
          <Route path="/analytics" element={<Analytics />} />
          <Route path="/settings" element={<Settings />} />
+          <Route path="/forecasting" element={<Forecasting />} />
          <Route path="*" element={<Navigate to="/" replace />} />
        </Route>
      </Routes>
--- a/inventory/src/components/forecasting/columns.tsx
+++ b/inventory/src/components/forecasting/columns.tsx
@@ -0,0 +1,170 @@
+import { ColumnDef, Column } from "@tanstack/react-table";
+import { Button } from "@/components/ui/button";
+import { ArrowUpDown, ChevronDown, ChevronRight } from "lucide-react";
+import { Accordion, AccordionContent, AccordionItem, AccordionTrigger } from "@/components/ui/accordion";
+
+export type ProductDetail = {
+  product_id: string;
+  name: string;
+  sku: string;
+  stock_quantity: number;
+  total_sold: number;
+  avg_price: number;
+};
+
+export type ForecastItem = {
+  category: string;
+  avgDailySales: number;
+  totalSold: number;
+  numProducts: number;
+  avgPrice: number;
+  avgTotalSold: number;
+  products?: ProductDetail[];
+};
+
+export const columns: ColumnDef<ForecastItem>[] = [
+  {
+    id: "expander",
+    header: () => null,
+    cell: ({ row }) => {
+      return row.original.products?.length ? (
+        <Button
+          variant="ghost"
+          onClick={() => row.toggleExpanded()}
+          className="p-0 hover:bg-transparent"
+        >
+          {row.getIsExpanded() ? (
+            <ChevronDown className="h-4 w-4" />
+          ) : (
+            <ChevronRight className="h-4 w-4" />
+          )}
+        </Button>
+      ) : null;
+    },
+  },
+  {
+    accessorKey: "category",
+    header: ({ column }: { column: Column<ForecastItem> }) => {
+      return (
+        <Button
+          variant="ghost"
+          onClick={() => column.toggleSorting(column.getIsSorted() === "asc")}
+        >
+          Category
+          <ArrowUpDown className="ml-2 h-4 w-4" />
+        </Button>
+      );
+    },
+  },
+  {
+    accessorKey: "avgDailySales",
+    header: ({ column }: { column: Column<ForecastItem> }) => {
+      return (
+        <Button
+          variant="ghost"
+          onClick={() => column.toggleSorting(column.getIsSorted() === "asc")}
+        >
+          Avg Daily Sales
+          <ArrowUpDown className="ml-2 h-4 w-4" />
+        </Button>
+      );
+    },
+    cell: ({ row }) => {
+      const value = row.getValue("avgDailySales") as number;
+      return value ? value.toFixed(2) : '0.00';
+    },
+  },
+  {
+    accessorKey: "totalSold",
+    header: ({ column }: { column: Column<ForecastItem> }) => {
+      return (
+        <Button
+          variant="ghost"
+          onClick={() => column.toggleSorting(column.getIsSorted() === "asc")}
+        >
+          Total Sold
+          <ArrowUpDown className="ml-2 h-4 w-4" />
+        </Button>
+      );
+    },
+    cell: ({ row }) => {
+      const value = row.getValue("totalSold") as number;
+      return value ? value.toLocaleString() : '0';
+    },
+  },
+  {
+    accessorKey: "avgTotalSold",
+    header: ({ column }: { column: Column<ForecastItem> }) => {
+      return (
+        <Button
+          variant="ghost"
+          onClick={() => column.toggleSorting(column.getIsSorted() === "asc")}
+        >
+          Avg Total Sold
+          <ArrowUpDown className="ml-2 h-4 w-4" />
+        </Button>
+      );
+    },
+    cell: ({ row }) => {
+      const value = row.getValue("avgTotalSold") as number;
+      return value ? value.toFixed(2) : '0.00';
+    },
+  },
+  {
+    accessorKey: "numProducts",
+    header: ({ column }: { column: Column<ForecastItem> }) => {
+      return (
+        <Button
+          variant="ghost"
+          onClick={() => column.toggleSorting(column.getIsSorted() === "asc")}
+        >
+          # of Products
+          <ArrowUpDown className="ml-2 h-4 w-4" />
+        </Button>
+      );
+    },
+  },
+  {
+    accessorKey: "avgPrice",
+    header: ({ column }: { column: Column<ForecastItem> }) => {
+      return (
+        <Button
+          variant="ghost"
+          onClick={() => column.toggleSorting(column.getIsSorted() === "asc")}
+        >
+          Avg Price
+          <ArrowUpDown className="ml-2 h-4 w-4" />
+        </Button>
+      );
+    },
+    cell: ({ row }) => {
+      const value = row.getValue("avgPrice") as number;
+      return value ? `$${value.toFixed(2)}` : '$0.00';
+    },
+  },
+];
+
+export const renderSubComponent = ({ row }: { row: any }) => {
+  const products = row.original.products || [];
+  
+  return (
+    <div className="p-4">
+      <div className="grid grid-cols-6 gap-4 font-medium mb-2">
+        <div>Name</div>
+        <div>SKU</div>
+        <div>Stock</div>
+        <div>Total Sold</div>
+        <div>Avg Price</div>
+      </div>
+      {products.map((product: ProductDetail) => (
+        <div key={product.product_id} className="grid grid-cols-6 gap-4 py-2 border-t">
+          <div>{product.name}</div>
+          <div>{product.sku}</div>
+          <div>{product.stock_quantity}</div>
+          <div>{product.total_sold}</div>
+          <div>${product.avg_price.toFixed(2)}</div>
+        </div>
+      ))}
+    </div>
+  );
+}; 
--- a/inventory/src/components/layout/AppSidebar.tsx
+++ b/inventory/src/components/layout/AppSidebar.tsx
@@ -1,13 +1,13 @@
 import {
  Home,
  Package,
-  ShoppingCart,
  BarChart2,
  Settings,
  Box,
  ClipboardList,
  LogOut,
 } from "lucide-react";
+import { IconCrystalBall } from "@tabler/icons-react";
 import {
  Sidebar,
  SidebarContent,
@@ -34,9 +34,9 @@ const items = [
    url: "/products",
  },
  {
-    title: "Orders",
-    icon: ShoppingCart,
-    url: "/orders",
+    title: "Forecasting",
+    icon: IconCrystalBall,
+    url: "/forecasting",
  },
  {
    title: "Purchase Orders",
--- a/inventory/src/components/products/ProductFilters.tsx
+++ b/inventory/src/components/products/ProductFilters.tsx
@@ -392,93 +392,6 @@ export function ProductFilters({
    </ToggleGroup>
  );

-  const renderNumberInput = () => (
-    <div className="flex flex-col gap-4 items-start">
-      <div className="mb-4">
-        <Button
-          variant="ghost"
-          onClick={handleBackToFilters}
-          className="text-muted-foreground"
-        >
-          ← Back to filters
-        </Button>
-      </div>
-      {renderOperatorSelect()}
-      <div className="flex items-center gap-2">
-        <Input
-          ref={numberInputRef}
-          type="number"
-          placeholder={`Enter ${selectedFilter?.label.toLowerCase()}`}
-          value={inputValue}
-          onChange={(e) => setInputValue(e.target.value)}
-          onKeyDown={(e) => {
-            if (e.key === "Enter") {
-              if (selectedOperator === "between") {
-                if (inputValue2) {
-                  const val1 = parseFloat(inputValue);
-                  const val2 = parseFloat(inputValue2);
-                  if (!isNaN(val1) && !isNaN(val2)) {
-                    handleApplyFilter([val1, val2]);
-                  }
-                }
-              } else {
-                const val = parseFloat(inputValue);
-                if (!isNaN(val)) {
-                  handleApplyFilter(val);
-                }
-              }
-            } else if (e.key === "Escape") {
-              e.stopPropagation();
-              handleBackToFilters();
-            }
-          }}
-          className="w-[120px] [appearance:textfield] [&::-webkit-outer-spin-button]:appearance-none [&::-webkit-inner-spin-button]:appearance-none"
-        />
-        {selectedOperator === "between" && (
-          <>
-            <span>and</span>
-            <Input
-              type="number"
-              placeholder={`Enter maximum`}
-              value={inputValue2}
-              onChange={(e) => setInputValue2(e.target.value)}
-              onKeyDown={(e) => {
-                if (e.key === "Enter") {
-                  const val1 = parseFloat(inputValue);
-                  const val2 = parseFloat(inputValue2);
-                  if (!isNaN(val1) && !isNaN(val2)) {
-                    handleApplyFilter([val1, val2]);
-                  }
-                } else if (e.key === "Escape") {
-                  e.stopPropagation();
-                  handleBackToFilters();
-                }
-              }}
-              className="w-[120px] [appearance:textfield] [&::-webkit-outer-spin-button]:appearance-none [&::-webkit-inner-spin-button]:appearance-none"
-            />
-          </>
-        )}
-        <Button
-          onClick={() => {
-            if (selectedOperator === "between") {
-              const val1 = parseFloat(inputValue);
-              const val2 = parseFloat(inputValue2);
-              if (!isNaN(val1) && !isNaN(val2)) {
-                handleApplyFilter([val1, val2]);
-              }
-            } else {
-              const val = parseFloat(inputValue);
-              if (!isNaN(val)) {
-                handleApplyFilter(val);
-              }
-            }
-          }}
-        >
-          Apply
-        </Button>
-      </div>
-    </div>
-  );

  const getFilterDisplayValue = (filter: ActiveFilter) => {
    const filterValue = activeFilters[filter.id];
--- a/inventory/src/components/ui/accordion.tsx
+++ b/inventory/src/components/ui/accordion.tsx
@@ -0,0 +1,55 @@
+import * as React from "react"
+import * as AccordionPrimitive from "@radix-ui/react-accordion"
+import { ChevronDown } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+const Accordion = AccordionPrimitive.Root
+
+const AccordionItem = React.forwardRef<
+  React.ElementRef<typeof AccordionPrimitive.Item>,
+  React.ComponentPropsWithoutRef<typeof AccordionPrimitive.Item>
+>(({ className, ...props }, ref) => (
+  <AccordionPrimitive.Item
+    ref={ref}
+    className={cn("border-b", className)}
+    {...props}
+  />
+))
+AccordionItem.displayName = "AccordionItem"
+
+const AccordionTrigger = React.forwardRef<
+  React.ElementRef<typeof AccordionPrimitive.Trigger>,
+  React.ComponentPropsWithoutRef<typeof AccordionPrimitive.Trigger>
+>(({ className, children, ...props }, ref) => (
+  <AccordionPrimitive.Header className="flex">
+    <AccordionPrimitive.Trigger
+      ref={ref}
+      className={cn(
+        "flex flex-1 items-center justify-between py-4 text-sm font-medium transition-all hover:underline text-left [&[data-state=open]>svg]:rotate-180",
+        className
+      )}
+      {...props}
+    >
+      {children}
+      <ChevronDown className="h-4 w-4 shrink-0 text-muted-foreground transition-transform duration-200" />
+    </AccordionPrimitive.Trigger>
+  </AccordionPrimitive.Header>
+))
+AccordionTrigger.displayName = AccordionPrimitive.Trigger.displayName
+
+const AccordionContent = React.forwardRef<
+  React.ElementRef<typeof AccordionPrimitive.Content>,
+  React.ComponentPropsWithoutRef<typeof AccordionPrimitive.Content>
+>(({ className, children, ...props }, ref) => (
+  <AccordionPrimitive.Content
+    ref={ref}
+    className="overflow-hidden text-sm data-[state=closed]:animate-accordion-up data-[state=open]:animate-accordion-down"
+    {...props}
+  >
+    <div className={cn("pb-4 pt-0", className)}>{children}</div>
+  </AccordionPrimitive.Content>
+))
+AccordionContent.displayName = AccordionPrimitive.Content.displayName
+
+export { Accordion, AccordionItem, AccordionTrigger, AccordionContent }
--- a/inventory/src/components/ui/scroll-area.tsx
+++ b/inventory/src/components/ui/scroll-area.tsx
@@ -0,0 +1,46 @@
+import * as React from "react"
+import * as ScrollAreaPrimitive from "@radix-ui/react-scroll-area"
+
+import { cn } from "@/lib/utils"
+
+const ScrollArea = React.forwardRef<
+  React.ElementRef<typeof ScrollAreaPrimitive.Root>,
+  React.ComponentPropsWithoutRef<typeof ScrollAreaPrimitive.Root>
+>(({ className, children, ...props }, ref) => (
+  <ScrollAreaPrimitive.Root
+    ref={ref}
+    className={cn("relative overflow-hidden", className)}
+    {...props}
+  >
+    <ScrollAreaPrimitive.Viewport className="h-full w-full rounded-[inherit]">
+      {children}
+    </ScrollAreaPrimitive.Viewport>
+    <ScrollBar />
+    <ScrollAreaPrimitive.Corner />
+  </ScrollAreaPrimitive.Root>
+))
+ScrollArea.displayName = ScrollAreaPrimitive.Root.displayName
+
+const ScrollBar = React.forwardRef<
+  React.ElementRef<typeof ScrollAreaPrimitive.ScrollAreaScrollbar>,
+  React.ComponentPropsWithoutRef<typeof ScrollAreaPrimitive.ScrollAreaScrollbar>
+>(({ className, orientation = "vertical", ...props }, ref) => (
+  <ScrollAreaPrimitive.ScrollAreaScrollbar
+    ref={ref}
+    orientation={orientation}
+    className={cn(
+      "flex touch-none select-none transition-colors",
+      orientation === "vertical" &&
+        "h-full w-2.5 border-l border-l-transparent p-[1px]",
+      orientation === "horizontal" &&
+        "h-2.5 flex-col border-t border-t-transparent p-[1px]",
+      className
+    )}
+    {...props}
+  >
+    <ScrollAreaPrimitive.ScrollAreaThumb className="relative flex-1 rounded-full bg-border" />
+  </ScrollAreaPrimitive.ScrollAreaScrollbar>
+))
+ScrollBar.displayName = ScrollAreaPrimitive.ScrollAreaScrollbar.displayName
+
+export { ScrollArea, ScrollBar }
--- a/inventory/src/pages/Forecasting.tsx
+++ b/inventory/src/pages/Forecasting.tsx
@@ -0,0 +1,183 @@
+import { useState } from "react";
+import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
+import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select";
+import { useQuery } from "@tanstack/react-query";
+import { Table, TableBody, TableCell, TableHead, TableHeader, TableRow } from "@/components/ui/table";
+import {
+  flexRender,
+  getCoreRowModel,
+  getSortedRowModel,
+  SortingState,
+  useReactTable,
+  Row,
+  Header,
+  HeaderGroup,
+  getExpandedRowModel,
+} from "@tanstack/react-table";
+import { columns, ForecastItem, renderSubComponent } from "@/components/forecasting/columns";
+import { DateRange } from "react-day-picker";
+import { addDays } from "date-fns";
+import { DateRangePicker } from "@/components/ui/date-range-picker";
+
+export default function Forecasting() {
+  const [selectedBrand, setSelectedBrand] = useState<string>("");
+  const [dateRange, setDateRange] = useState<DateRange>({
+    from: addDays(new Date(), -30),
+    to: new Date(),
+  });
+  const [sorting, setSorting] = useState<SortingState>([]);
+
+  const handleDateRangeChange = (range: DateRange | undefined) => {
+    if (range) {
+      setDateRange(range);
+    }
+  };
+
+  const { data: brands = [], isLoading: brandsLoading } = useQuery({
+    queryKey: ["brands"],
+    queryFn: async () => {
+      const response = await fetch("/api/products/brands");
+      if (!response.ok) {
+        throw new Error("Failed to fetch brands");
+      }
+      const data = await response.json();
+      return Array.isArray(data) ? data : [];
+    },
+  });
+
+  const { data: forecastData, isLoading: forecastLoading } = useQuery({
+    queryKey: ["forecast", selectedBrand, dateRange],
+    queryFn: async () => {
+      const params = new URLSearchParams({
+        brand: selectedBrand,
+        startDate: dateRange.from?.toISOString() || "",
+        endDate: dateRange.to?.toISOString() || "",
+      });
+      const response = await fetch(`/api/analytics/forecast?${params}`);
+      if (!response.ok) {
+        throw new Error("Failed to fetch forecast data");
+      }
+      const data = await response.json();
+      return data.map((item: any) => ({
+        category: item.category_name,
+        avgDailySales: Number(item.avg_daily_sales) || 0,
+        totalSold: Number(item.total_sold) || 0,
+        numProducts: Number(item.num_products) || 0,
+        avgPrice: Number(item.avg_price) || 0,
+        avgTotalSold: Number(item.avgTotalSold) || 0,
+        products: item.products?.map((p: any) => ({
+          product_id: p.product_id,
+          name: p.product_name,
+          sku: p.sku,
+          stock_quantity: Number(p.stock_quantity) || 0,
+          total_sold: Number(p.total_sold) || 0,
+          avg_price: Number(p.avg_price) || 0,
+        }))
+      }));
+    },
+    enabled: !!selectedBrand && !!dateRange.from && !!dateRange.to,
+  });
+
+  const table = useReactTable({
+    data: forecastData || [],
+    columns,
+    getCoreRowModel: getCoreRowModel(),
+    getSortedRowModel: getSortedRowModel(),
+    getExpandedRowModel: getExpandedRowModel(),
+    onSortingChange: setSorting,
+    state: {
+      sorting,
+    },
+    getRowCanExpand: () => true,
+  });
+
+  return (
+    <div className="container mx-auto py-10">
+      <Card>
+        <CardHeader>
+          <CardTitle>Sales Forecasting</CardTitle>
+        </CardHeader>
+        <CardContent>
+          <div className="flex gap-4 mb-6">
+            <div className="w-[200px]">
+              <Select value={selectedBrand} onValueChange={setSelectedBrand}>
+                <SelectTrigger disabled={brandsLoading}>
+                  <SelectValue placeholder="Select brand" />
+                </SelectTrigger>
+                <SelectContent>
+                  {brands.map((brand: string) => (
+                    <SelectItem key={brand} value={brand}>
+                      {brand}
+                    </SelectItem>
+                  ))}
+                </SelectContent>
+              </Select>
+            </div>
+            <DateRangePicker
+              value={dateRange}
+              onChange={handleDateRangeChange}
+            />
+          </div>
+
+          {forecastLoading ? (
+            <div className="h-24 flex items-center justify-center">
+              Loading forecast data...
+            </div>
+          ) : forecastData && (
+            <div className="rounded-md border">
+              <Table>
+                <TableHeader>
+                  {table.getHeaderGroups().map((headerGroup: HeaderGroup<ForecastItem>) => (
+                    <TableRow key={headerGroup.id}>
+                      {headerGroup.headers.map((header: Header<ForecastItem, unknown>) => (
+                        <TableHead key={header.id}>
+                          {header.isPlaceholder
+                            ? null
+                            : flexRender(
+                                header.column.columnDef.header,
+                                header.getContext()
+                              )}
+                        </TableHead>
+                      ))}
+                    </TableRow>
+                  ))}
+                </TableHeader>
+                <TableBody>
+                  {table.getRowModel().rows?.length ? (
+                    table.getRowModel().rows.map((row: Row<ForecastItem>) => (
+                      <>
+                        <TableRow
+                          key={row.id}
+                          data-state={row.getIsSelected() && "selected"}
+                        >
+                          {row.getVisibleCells().map((cell) => (
+                            <TableCell key={cell.id}>
+                              {flexRender(cell.column.columnDef.cell, cell.getContext())}
+                            </TableCell>
+                          ))}
+                        </TableRow>
+                        {row.getIsExpanded() && (
+                          <TableRow>
+                            <TableCell colSpan={columns.length}>
+                              {renderSubComponent({ row })}
+                            </TableCell>
+                          </TableRow>
+                        )}
+                      </>
+                    ))
+                  ) : (
+                    <TableRow>
+                      <TableCell colSpan={columns.length} className="h-24 text-center">
+                        No results.
+                      </TableCell>
+                    </TableRow>
+                  )}
+                </TableBody>
+              </Table>
+            </div>
+          )}
+        </CardContent>
+      </Card>
+    </div>
+  );
+} 
--- a/inventory/src/routes/Forecasting.tsx
+++ b/inventory/src/routes/Forecasting.tsx
@@ -0,0 +1,69 @@
+import { ScrollArea } from "@/components/ui/scroll-area";
+import {
+  Accordion,
+  AccordionContent,
+  AccordionItem,
+  AccordionTrigger,
+} from "@/components/ui/accordion";
+
+interface Product {
+  product_id: string;
+  name: string;
+  sku: string;
+  stock_quantity: number;
+  total_sold: number;
+  avg_price: number;
+}
+
+interface CategoryMetrics {
+  category_id: string;
+  category_name: string;
+  brand: string;
+  num_products: number;
+  avg_daily_sales: number;
+  total_sold: number;
+  avgTotalSold: number;
+  avg_price: number;
+  products: Product[];
+}
+
+{data && (
+  <ScrollArea className="h-[600px] w-full rounded-md border p-4">
+    <Accordion type="single" collapsible className="w-full">
+      {data.map((category: CategoryMetrics, index: number) => (
+        <AccordionItem key={category.category_id} value={category.category_id}>
+          <AccordionTrigger className="hover:no-underline">
+            <div className="grid grid-cols-6 w-full text-sm">
+              <div className="text-left font-medium">{category.category_name}</div>
+              <div className="text-right">{category.num_products}</div>
+              <div className="text-right">{category.avg_daily_sales.toFixed(2)}</div>
+              <div className="text-right">{category.total_sold}</div>
+              <div className="text-right">${category.avg_price.toFixed(2)}</div>
+              <div className="text-right">{category.avgTotalSold.toFixed(2)}</div>
+            </div>
+          </AccordionTrigger>
+          <AccordionContent>
+            <div className="space-y-2">
+              <div className="grid grid-cols-5 text-sm font-medium text-muted-foreground mb-2">
+                <div>Product</div>
+                <div className="text-right">SKU</div>
+                <div className="text-right">Stock</div>
+                <div className="text-right">Total Sold</div>
+                <div className="text-right">Avg Price</div>
+              </div>
+              {JSON.parse(category.products).map((product: Product) => (
+                <div key={product.product_id} className="grid grid-cols-5 text-sm">
+                  <div className="truncate">{product.name}</div>
+                  <div className="text-right">{product.sku}</div>
+                  <div className="text-right">{product.stock_quantity}</div>
+                  <div className="text-right">{product.total_sold}</div>
+                  <div className="text-right">${product.avg_price.toFixed(2)}</div>
+                </div>
+              ))}
+            </div>
+          </AccordionContent>
+        </AccordionItem>
+      ))}
+    </Accordion>
+  </ScrollArea>
+)}