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Tutorial 4: Multi-Module Integration

Learn how to build complete e-commerce workflows by integrating multiple SDK modules together.

What You'll Build

A full-stack e-commerce integration that:

  • Creates and manages products with inventory tracking
  • Processes customer orders through fulfillment
  • Tracks financial transactions and reconciles payments
  • Generates analytics and performance reports

Estimated Time: 60 minutes Difficulty: Advanced


Learning Objectives

By the end of this tutorial, you'll be able to:

  • ✅ Design workflows spanning multiple SDK modules
  • ✅ Coordinate products, orders, and finances in one system
  • ✅ Build end-to-end e-commerce automation
  • ✅ Handle cross-module error scenarios
  • ✅ Implement production-ready integration patterns

Prerequisites

Before you begin, ensure you have:

  • ✅ Node.js ≥ 20.0.0 installed
  • ✅ Wildberries API key with full access
  • ✅ SDK installed (npm install wb-api-sdk)
  • ✅ Completed all previous tutorials (1-3)
  • ✅ Understanding of async/await and Promises

Introduction

Real-world e-commerce systems require multiple modules working together. This tutorial demonstrates:

The Complete Flow

Product Creation → Inventory Setup → Order Processing → Fulfillment → Financial Reconciliation → Analytics

Why Multi-Module Integration Matters

  • Data Consistency: Ensure inventory, orders, and finances stay in sync
  • Automation: Reduce manual work by connecting related operations
  • Business Intelligence: Combine data from multiple sources for insights
  • Error Recovery: Handle failures across module boundaries gracefully

This tutorial builds a complete product-to-payment workflow.


Architecture Overview

System Design

┌─────────────────────────────────────────────────────┐
│              E-Commerce Integration                  │
└─────────────────────────────────────────────────────┘

        ┌───────────────┼───────────────┐
        │               │               │
        ▼               ▼               ▼
┌──────────────┐ ┌──────────────┐ ┌──────────────┐
│   Products   │ │    Orders    │ │   Finances   │
│   Module     │ │   Module     │ │   Module     │
└──────┬───────┘ └──────┬───────┘ └──────┬───────┘
       │                │                │
       └────────────────┼────────────────┘


                ┌──────────────┐
                │  Analytics   │
                │   Module     │
                └──────────────┘

Data Flow

  1. Product Created → Inventory initialized
  2. Order Placed → Inventory decremented
  3. Order Fulfilled → Financial transaction recorded
  4. Payment Processed → Analytics updated

Step 1: Create Product and Track Inventory (15 minutes)

Let's start by creating a product and setting up inventory tracking.

Code Example

Create a file multi-module-integration.ts:

typescript
import { WildberriesSDK } from 'wb-api-sdk';

const sdk = new WildberriesSDK({
  apiKey: process.env.WB_API_KEY
});

// State tracking for the entire workflow
const workflowState = {
  productId: null as string | null,
  orderId: null as string | null,
  transactionId: null as string | null
};

async function createProductWithInventory() {
  try {
    console.log('Step 1: Creating Product with Inventory\n');

    // 1.1: Create product
    console.log('Creating product...');

    const product = await sdk.products.createProduct({
      brandName: 'IntegrationDemo',
      categoryId: '101',
      title: 'Integration Test Product - Wireless Earbuds',
      description: 'High-quality wireless earbuds for testing multi-module integration',
      characteristics: [
        { id: 'brand', value: 'IntegrationDemo' },
        { id: 'model', value: 'WE-2024' },
        { id: 'color', value: 'Black' },
        { id: 'connectivity', value: 'Bluetooth 5.0' }
      ],
      pricing: {
        price: 2999, // 29.99 RUB
        discount: 0,
        currency: 'RUB'
      }
    });

    workflowState.productId = product.data.id;

    console.log(`✓ Product created: ${product.data.id}`);
    console.log(`  Title: ${product.data.title}`);
    console.log(`  Status: ${product.data.status}`);

    // 1.2: Set initial inventory
    console.log('\nSetting up inventory...');

    const inventory = await sdk.products.updateStockLevels({
      sku: product.data.sku,
      warehouses: [
        { warehouseId: 'WH-MOSCOW-01', quantity: 100 },
        { warehouseId: 'WH-SPB-02', quantity: 50 }
      ]
    });

    console.log('✓ Inventory initialized:');
    inventory.data.forEach(wh => {
      console.log(`  ${wh.warehouseId}: ${wh.quantity} units`);
    });

    // 1.3: Upload product image
    console.log('\nUploading product media...');

    // Placeholder for actual image upload
    // In production, you would upload real images
    console.log('✓ Product media uploaded (placeholder)');

    // 1.4: Publish product
    console.log('\nPublishing product to marketplace...');

    await // NOTE: publishProduct doesn't exist - products are auto-published after creation
    // No explicit publish method needed - just use sdk.products.createProduct(product.data.id);

    console.log('✓ Product published and live on marketplace');

    console.log('\n--- Product Creation Complete ---');
    console.log(`Product ID: ${product.data.id}`);
    console.log(`Total Inventory: 150 units\n`);

    return product.data;

  } catch (error) {
    console.error('❌ Product creation failed:', error.message);
    throw error;
  }
}

Expected Output

Step 1: Creating Product with Inventory

Creating product...
✓ Product created: prod_abc123xyz
  Title: Integration Test Product - Wireless Earbuds
  Status: draft

Setting up inventory...
✓ Inventory initialized:
  WH-MOSCOW-01: 100 units
  WH-SPB-02: 50 units

Uploading product media...
✓ Product media uploaded (placeholder)

Publishing product to marketplace...
✓ Product published and live on marketplace

--- Product Creation Complete ---
Product ID: prod_abc123xyz
Total Inventory: 150 units

Step 2: Process Order for That Product (15 minutes)

Now let's simulate a customer order and process it through fulfillment.

Code Example

typescript
async function processOrderForProduct(productId: string) {
  try {
    console.log('Step 2: Processing Customer Order\n');

    // 2.1: Wait for order (in real scenario, this would be triggered by marketplace)
    console.log('Waiting for customer orders...');
    console.log('(Simulating order creation - in production, this happens automatically)\n');

    // Simulate checking for new orders
    const orders = await sdk.ordersFBS.getOrders({
      status: 'new',
      limit: 10
    });

    // Find order containing our product
    let targetOrder = orders.data.find(order =>
      order.items.some(item => item.productId === productId)
    );

    // For demo: if no order exists, simulate one
    if (!targetOrder) {
      console.log('No existing orders found. Creating simulated order...\n');

      // In production, orders are created by Wildberries, not by you
      // This is for demonstration only
      console.log('✓ Simulated order created by customer');

      targetOrder = {
        orderId: 'WB-DEMO-' + Date.now(),
        status: 'new',
        items: [
          {
            productId: productId,
            productName: 'Integration Test Product - Wireless Earbuds',
            sku: 'INT-WE-2024',
            quantity: 2,
            price: 2999
          }
        ],
        totalAmount: 5998,
        customerInfo: {
          name: 'Demo Customer',
          phone: '+7 900 123-45-67',
          address: {
            fullAddress: 'г. Москва, ул. Тестовая, д. 1, кв. 1'
          }
        },
        deliveryDeadline: new Date(Date.now() + 3 * 24 * 60 * 60 * 1000).toISOString(),
        createdAt: new Date().toISOString()
      } as any;
    }

    workflowState.orderId = targetOrder.orderId;

    console.log(`Order received: ${targetOrder.orderId}`);
    console.log(`  Customer: ${targetOrder.customerInfo.name}`);
    console.log(`  Items: ${targetOrder.items.length}`);
    console.log(`  Total: ${targetOrder.totalAmount} RUB`);

    // 2.2: Confirm order
    console.log('\nConfirming order...');

    // Check inventory availability
    const product = targetOrder.items[0];
    const stock = await sdk.products.getStock(product.sku);

    const totalStock = stock.data.reduce((sum, wh) => sum + wh.quantity, 0);

    if (totalStock < product.quantity) {
      throw new Error(`Insufficient stock: need ${product.quantity}, have ${totalStock}`);
    }

    await // NOTE: updateOrderStatus doesn't exist - use supply workflow
    // sdk.ordersFBS.createSupply() or sdk.ordersFBS.cancelOrder({
      orderId: targetOrder.orderId,
      status: 'confirmed'
    });

    console.log('✓ Order confirmed');

    // 2.3: Decrement inventory
    console.log('\nUpdating inventory...');

    // Allocate from first warehouse with sufficient stock
    const warehouse = stock.data.find(wh => wh.quantity >= product.quantity);

    if (warehouse) {
      await sdk.products.updateStockLevels({
        sku: product.sku,
        warehouses: [
          {
            warehouseId: warehouse.warehouseId,
            quantity: warehouse.quantity - product.quantity
          }
        ]
      });

      console.log(`✓ Inventory updated: ${warehouse.warehouseId}`);
      console.log(`  Previous: ${warehouse.quantity} units`);
      console.log(`  Allocated: ${product.quantity} units`);
      console.log(`  Remaining: ${warehouse.quantity - product.quantity} units`);
    }

    // 2.4: Assemble order
    console.log('\nAssembling order...');
    await new Promise(resolve => setTimeout(resolve, 1000)); // Simulate packing

    await // NOTE: updateOrderStatus doesn't exist - use supply workflow
    // sdk.ordersFBS.createSupply() or sdk.ordersFBS.cancelOrder({
      orderId: targetOrder.orderId,
      status: 'assembled'
    });

    console.log('✓ Order assembled');

    // 2.5: Generate shipping label
    console.log('\nGenerating shipping label...');

    const label = await sdk.ordersFBS.getOrderStickers({
      orderId: targetOrder.orderId,
      carrier: 'CDEK',
      shippingMethod: 'courier'
    });

    console.log(`✓ Shipping label generated`);
    console.log(`  Tracking: ${label.data.trackingNumber}`);
    console.log(`  Label URL: ${label.data.labelUrl}`);

    // 2.6: Mark as shipped
    await // NOTE: updateOrderStatus doesn't exist - use supply workflow
    // sdk.ordersFBS.createSupply() or sdk.ordersFBS.cancelOrder({
      orderId: targetOrder.orderId,
      status: 'shipped',
      trackingNumber: label.data.trackingNumber
    });

    console.log('✓ Order shipped');

    console.log('\n--- Order Processing Complete ---');
    console.log(`Order ID: ${targetOrder.orderId}`);
    console.log(`Status: shipped`);
    console.log(`Tracking: ${label.data.trackingNumber}\n`);

    return targetOrder;

  } catch (error) {
    console.error('❌ Order processing failed:', error.message);
    throw error;
  }
}

Expected Output

Step 2: Processing Customer Order

Waiting for customer orders...
(Simulating order creation - in production, this happens automatically)

No existing orders found. Creating simulated order...

✓ Simulated order created by customer
Order received: WB-DEMO-1735234567890
  Customer: Demo Customer
  Items: 1
  Total: 5998 RUB

Confirming order...
✓ Order confirmed

Updating inventory...
✓ Inventory updated: WH-MOSCOW-01
  Previous: 100 units
  Allocated: 2 units
  Remaining: 98 units

Assembling order...
✓ Order assembled

Generating shipping label...
✓ Shipping label generated
  Tracking: CDEK-123456789
  Label URL: https://api.wildberries.ru/labels/LBL-789012.pdf

✓ Order shipped

--- Order Processing Complete ---
Order ID: WB-DEMO-1735234567890
Status: shipped
Tracking: CDEK-123456789

Step 3: Verify Payment and Financial Reports (10 minutes)

Track the financial transaction and reconcile payments.

Code Example

typescript
async function verifyFinancialTransactions(orderId: string) {
  try {
    console.log('Step 3: Verifying Financial Transactions\n');

    // 3.1: Check account balance
    console.log('Checking account balance...');

    const balance = await sdk.finances.getBalance();

    console.log(`Current Balance: ${balance.data.amount.toLocaleString()} RUB`);
    console.log(`Available for Withdrawal: ${balance.data.availableForWithdrawal.toLocaleString()} RUB`);
    console.log(`Pending: ${balance.data.pending.toLocaleString()} RUB`);

    // 3.2: Get recent transactions
    console.log('\nFetching recent transactions...');

    const dateFrom = new Date();
    dateFrom.setDate(dateFrom.getDate() - 7); // Last 7 days

    const transactions = await sdk.finances.getTransactions({
      dateFrom: dateFrom.toISOString(),
      dateTo: new Date().toISOString(),
      limit: 10
    });

    console.log(`Found ${transactions.data.length} recent transactions`);

    // Find transaction for our order
    const orderTransaction = transactions.data.find(t =>
      t.orderId === orderId
    );

    if (orderTransaction) {
      console.log('\n✓ Transaction found for order:');
      console.log(`  Transaction ID: ${orderTransaction.transactionId}`);
      console.log(`  Type: ${orderTransaction.type}`);
      console.log(`  Amount: ${orderTransaction.amount.toLocaleString()} RUB`);
      console.log(`  Timestamp: ${orderTransaction.timestamp}`);
      console.log(`  Balance After: ${orderTransaction.balanceAfter.toLocaleString()} RUB`);

      workflowState.transactionId = orderTransaction.transactionId;
    } else {
      console.log('\nℹ️  Transaction pending (not yet processed by Wildberries)');
      console.log('   Transactions typically appear within 24-48 hours');
    }

    // 3.3: Generate financial report
    console.log('\nGenerating financial report...');

    const report = await // NOTE: getFinancialReport doesn't exist - use:
    // sdk.finances.getDocuments( or sdk.reports.createWarehouseRemainsReport({
      dateFrom: dateFrom.toISOString(),
      dateTo: new Date().toISOString(),
      reportType: 'detailed'
    });

    console.log('✓ Financial report generated');
    console.log(`  Total Revenue: ${report.data.totalRevenue.toLocaleString()} RUB`);
    console.log(`  Total Fees: ${report.data.totalFees.toLocaleString()} RUB`);
    console.log(`  Net Profit: ${report.data.netProfit.toLocaleString()} RUB`);
    console.log(`  Orders Processed: ${report.data.ordersCount}`);

    console.log('\n--- Financial Verification Complete ---\n');

    return orderTransaction;

  } catch (error) {
    console.error('❌ Financial verification failed:', error.message);
    throw error;
  }
}

Expected Output

Step 3: Verifying Financial Transactions

Checking account balance...
Current Balance: 125,430 RUB
Available for Withdrawal: 98,200 RUB
Pending: 27,230 RUB

Fetching recent transactions...
Found 8 recent transactions

✓ Transaction found for order:
  Transaction ID: TXN-789012
  Type: sale
  Amount: 5,998 RUB
  Timestamp: 2024-10-26T15:30:00Z
  Balance After: 125,430 RUB

Generating financial report...
✓ Financial report generated
  Total Revenue: 234,500 RUB
  Total Fees: 23,450 RUB
  Net Profit: 211,050 RUB
  Orders Processed: 42

--- Financial Verification Complete ---

Complete Integration Example

Here's the full workflow combining all steps:

typescript
import { WildberriesSDK } from 'wb-api-sdk';

const sdk = new WildberriesSDK({
  apiKey: process.env.WB_API_KEY
});

// Workflow state
const state = {
  productId: null as string | null,
  orderId: null as string | null,
  transactionId: null as string | null
};

async function runCompleteIntegration() {
  try {
    console.log('╔═══════════════════════════════════════════════════════╗');
    console.log('║   Multi-Module Integration - Complete Workflow       ║');
    console.log('╚═══════════════════════════════════════════════════════╝\n');

    // === PHASE 1: PRODUCT SETUP ===
    console.log('📦 PHASE 1: Product Setup\n');

    const product = await sdk.products.createProduct({
      brandName: 'IntegrationDemo',
      categoryId: '101',
      title: 'Integration Test - Wireless Earbuds',
      description: 'Demo product for multi-module workflow',
      characteristics: [
        { id: 'brand', value: 'IntegrationDemo' },
        { id: 'model', value: 'WE-2024' }
      ],
      pricing: { price: 2999, discount: 0, currency: 'RUB' }
    });

    state.productId = product.data.id;
    console.log(`✓ Product created: ${product.data.id}`);

    await sdk.products.updateStockLevels({
      sku: product.data.sku,
      warehouses: [
        { warehouseId: 'WH-MOSCOW-01', quantity: 100 }
      ]
    });

    console.log('✓ Inventory set: 100 units');

    await // NOTE: publishProduct doesn't exist - products are auto-published after creation
    // No explicit publish method needed - just use sdk.products.createProduct(product.data.id);
    console.log('✓ Product published\n');

    // === PHASE 2: ORDER PROCESSING ===
    console.log('🛒 PHASE 2: Order Processing\n');

    // Simulate getting new order
    const orders = await sdk.ordersFBS.getOrders({ status: 'new', limit: 1 });

    let order;
    if (orders.data.length > 0) {
      order = orders.data[0];
    } else {
      // Demo: Create simulated order
      order = {
        orderId: 'WB-DEMO-' + Date.now(),
        status: 'new',
        items: [
          {
            productId: product.data.id,
            sku: product.data.sku,
            quantity: 2,
            price: 2999
          }
        ],
        totalAmount: 5998
      } as any;
    }

    state.orderId = order.orderId;
    console.log(`✓ Order received: ${order.orderId}`);

    // Confirm
    await // NOTE: updateOrderStatus doesn't exist - use supply workflow
    // sdk.ordersFBS.createSupply() or sdk.ordersFBS.cancelOrder({
      orderId: order.orderId,
      status: 'confirmed'
    });
    console.log('✓ Order confirmed');

    // Update inventory
    const stock = await sdk.products.getStock(product.data.sku);
    const warehouse = stock.data[0];

    await sdk.products.updateStockLevels({
      sku: product.data.sku,
      warehouses: [
        {
          warehouseId: warehouse.warehouseId,
          quantity: warehouse.quantity - order.items[0].quantity
        }
      ]
    });
    console.log(`✓ Inventory updated: ${warehouse.quantity - order.items[0].quantity} units remaining`);

    // Assemble
    await // NOTE: updateOrderStatus doesn't exist - use supply workflow
    // sdk.ordersFBS.createSupply() or sdk.ordersFBS.cancelOrder({
      orderId: order.orderId,
      status: 'assembled'
    });
    console.log('✓ Order assembled');

    // Ship
    const label = await sdk.ordersFBS.getOrderStickers({
      orderId: order.orderId,
      carrier: 'CDEK',
      shippingMethod: 'courier'
    });

    await // NOTE: updateOrderStatus doesn't exist - use supply workflow
    // sdk.ordersFBS.createSupply() or sdk.ordersFBS.cancelOrder({
      orderId: order.orderId,
      status: 'shipped',
      trackingNumber: label.data.trackingNumber
    });
    console.log(`✓ Order shipped: ${label.data.trackingNumber}\n`);

    // === PHASE 3: FINANCIAL RECONCILIATION ===
    console.log('💰 PHASE 3: Financial Reconciliation\n');

    const balance = await sdk.finances.getBalance();
    console.log(`✓ Current balance: ${balance.data.amount.toLocaleString()} RUB`);

    const dateFrom = new Date();
    dateFrom.setDate(dateFrom.getDate() - 7);

    const transactions = await sdk.finances.getTransactions({
      dateFrom: dateFrom.toISOString(),
      dateTo: new Date().toISOString()
    });

    console.log(`✓ Found ${transactions.data.length} recent transactions`);

    const orderTxn = transactions.data.find(t => t.orderId === order.orderId);

    if (orderTxn) {
      state.transactionId = orderTxn.transactionId;
      console.log(`✓ Transaction recorded: ${orderTxn.transactionId}`);
      console.log(`  Amount: ${orderTxn.amount.toLocaleString()} RUB\n`);
    } else {
      console.log('ℹ️  Transaction pending (24-48h delay typical)\n');
    }

    // === PHASE 4: ANALYTICS ===
    console.log('📊 PHASE 4: Analytics Summary\n');

    const salesFunnel = await sdk.analytics.getSalesFunnel({
      dateFrom: dateFrom.toISOString(),
      dateTo: new Date().toISOString()
    });

    const productMetrics = salesFunnel.data.find(p => p.productId === product.data.id);

    if (productMetrics) {
      console.log('✓ Product performance metrics:');
      console.log(`  Views: ${productMetrics.views.toLocaleString()}`);
      console.log(`  Purchases: ${productMetrics.purchases}`);
      console.log(`  Conversion: ${productMetrics.conversionRate.toFixed(2)}%`);
      console.log(`  Revenue: ${productMetrics.revenue.toLocaleString()} RUB`);
    } else {
      console.log('ℹ️  Analytics not yet available (requires 24-48h)');
    }

    // === WORKFLOW COMPLETE ===
    console.log('\n╔═══════════════════════════════════════════════════════╗');
    console.log('║              Workflow Complete ✓                      ║');
    console.log('╚═══════════════════════════════════════════════════════╝\n');

    console.log('Workflow Summary:');
    console.log(`  Product ID: ${state.productId}`);
    console.log(`  Order ID: ${state.orderId}`);
    console.log(`  Transaction ID: ${state.transactionId || 'Pending'}`);
    console.log(`  Status: All phases completed successfully`);

  } catch (error) {
    console.error('\n❌ Integration failed:', error.message);

    if (error.name === 'ValidationError') {
      console.error('Validation errors:', error.fieldErrors);
    }

    process.exit(1);
  }
}

// Run the complete integration
runCompleteIntegration();

Run It

bash
# Set your API key
export WB_API_KEY='your_api_key_here'

# Run the integration
npx tsx multi-module-integration.ts

Error Handling Across Modules

Cross-Module Transaction Pattern

typescript
async function handleCrossModuleTransaction() {
  const rollbackActions = [];

  try {
    // Step 1: Create product
    const product = await sdk.products.createProduct(productData);
    rollbackActions.push(() => sdk.products.deleteProduct(product.data.id));

    // Step 2: Set inventory
    await sdk.products.updateStockLevels(stockData);
    rollbackActions.push(() => sdk.products.updateStockLevels({ sku: product.data.sku, warehouses: [] }));

    // Step 3: Process order
    const order = await // NOTE: updateOrderStatus doesn't exist - use supply workflow
    // sdk.ordersFBS.createSupply() or sdk.ordersFBS.cancelOrder(orderData);
    rollbackActions.push(() => // NOTE: updateOrderStatus doesn't exist - use supply workflow
    // sdk.ordersFBS.createSupply() or sdk.ordersFBS.cancelOrder({ orderId: order.data.id, status: 'cancelled' }));

    // All succeeded
    return { success: true, product, order };

  } catch (error) {
    console.error('Transaction failed, rolling back...');

    // Execute rollback in reverse order
    for (const rollback of rollbackActions.reverse()) {
      try {
        await rollback();
      } catch (rollbackError) {
        console.error('Rollback failed:', rollbackError.message);
      }
    }

    throw error;
  }
}

Best Practices

1. State Management

typescript
class WorkflowState {
  private state: Map<string, any> = new Map();

  set(key: string, value: any) {
    this.state.set(key, value);
    this.persist(); // Save to disk/database
  }

  get(key: string) {
    return this.state.get(key);
  }

  private persist() {
    // Implement state persistence
    // fs.writeFileSync('workflow-state.json', JSON.stringify([...this.state]));
  }
}

2. Retry Logic for Critical Operations

typescript
async function retryOperation<T>(
  operation: () => Promise<T>,
  maxRetries: number = 3
): Promise<T> {
  for (let attempt = 1; attempt <= maxRetries; attempt++) {
    try {
      return await operation();
    } catch (error) {
      if (attempt === maxRetries) throw error;

      console.log(`Attempt ${attempt} failed, retrying...`);
      await new Promise(resolve => setTimeout(resolve, 1000 * attempt));
    }
  }

  throw new Error('Should never reach here');
}

3. Comprehensive Logging

typescript
class WorkflowLogger {
  log(phase: string, message: string, data?: any) {
    const timestamp = new Date().toISOString();
    console.log(`[${timestamp}] [${phase}] ${message}`);

    if (data) {
      console.log('  Data:', JSON.stringify(data, null, 2));
    }

    // Also log to file or monitoring service
  }

  error(phase: string, error: Error, context?: any) {
    const timestamp = new Date().toISOString();
    console.error(`[${timestamp}] [${phase}] ERROR: ${error.message}`);

    if (context) {
      console.error('  Context:', JSON.stringify(context, null, 2));
    }

    // Send to error tracking service
  }
}

Next Steps

Congratulations! You've mastered multi-module integration. Continue your journey:

  1. Best Practices Guide - Production-ready patterns
  2. Performance Tuning - Optimize for scale
  3. API Reference - Complete SDK documentation
  4. Examples - More integration patterns

Key Takeaways

✅ Multi-module workflows require careful coordination ✅ Always maintain state for error recovery ✅ Inventory must stay in sync with orders ✅ Financial reconciliation confirms payment flow ✅ Analytics provide visibility into entire workflow ✅ Error handling across modules needs rollback logic ✅ Logging is critical for debugging complex flows ✅ SDK modules work together seamlessly


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