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Get Started Free →Azure Functions, Cosmos DB modeling, Service Bus patterns, Bicep templates
.claude/skills/azure-patterns/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-05 | ✗→✓ | ▲ Improved | — | — |
| case-08 | ✓→✓ | = Same ✓ | — | — |
| case-01 | ✓→✓ | = Same ✓ | — | — |
| case-12 | ✗→✗ | = Same ✗ | — | — |
| case-03 | ✗→✗ | = Same ✗ | — | — |
typescriptimport { app, HttpRequest, HttpResponseInit, InvocationContext } from '@azure/functions'; app.http('getOrder', { methods: ['GET'], authLevel: 'function', route: 'orders/{orderId}', handler: async (request: HttpRequest, context: InvocationContext): Promise<HttpResponseInit> => { const orderId = request.params.orderId; context.log(`Processing order: ${orderId}`); try { const order = await orderService.getById(orderId); if (!order) { return { status: 404, jsonBody: { error: 'Order not found' } }; } return { status: 200, jsonBody: order }; } catch (error) { context.error('Failed to get order', error); return { status: 500, jsonBody: { error: 'Internal server error' } }; } }, }); // Service Bus trigger with retry app.serviceBusTopic('processOrderEvent', { topicName: 'order-events', subscriptionName: 'order-processor', connection: 'ServiceBusConnection', handler: async (message: unknown, context: InvocationContext) => { const event = message as OrderEvent; context.log(`Processing event: ${event.type} for order ${event.orderId}`); await processEvent(event); }, });
typescriptimport * as df from 'durable-functions'; df.app.orchestration('orderWorkflow', function* (context) { const orderId = context.df.getInput() as string; // Step 1: Validate order const order = yield context.df.callActivity('validateOrder', orderId); // Step 2: Reserve inventory (with retry) const retryOptions = new df.RetryOptions(5000, 3); // 5s interval, 3 attempts yield context.df.callActivityWithRetry('reserveInventory', retryOptions, order); // Step 3: Charge payment yield context.df.callActivity('chargePayment', order); // Step 4: Wait for shipping confirmation (with timeout) const deadline = new Date(context.df.currentUtcDateTime.getTime() + 24 * 60 * 60 * 1000); const shippingEvent = context.df.waitForExternalEvent('shippingConfirmed'); const timeout = context.df.createTimer(deadline); const winner = yield context.df.Task.any([shippingEvent, timeout]); if (winner === timeout) { yield context.df.callActivity('escalateShipping', orderId); } return { orderId, status: 'completed' }; });
typescript// Partition key design: use tenant/user ID for multi-tenant interface OrderDocument { id: string; // Unique document ID partitionKey: string; // = tenantId (good distribution) type: 'order'; // Discriminator for polymorphic container customerId: string; items: OrderItem[]; // Embed frequently accessed together total: number; status: string; createdAt: string; _etag?: string; // Optimistic concurrency } // Optimistic concurrency with ETags async function updateOrder(order: OrderDocument): Promise<void> { const container = cosmosClient.database('shop').container('orders'); try { await container.item(order.id, order.partitionKey).replace(order, { accessCondition: { type: 'IfMatch', condition: order._etag }, }); } catch (error) { if (error.code === 412) { throw new ConflictError('Order was modified by another process'); } throw error; } } // Change feed processor for event-driven updates const changeFeedProcessor = cosmosClient .database('shop') .container('orders') .getChangeFeedProcessorBuilder('orderProcessor') .setFeedProcessorOptions({ startFromBeginning: false, maxItemCount: 25 }) .setLeaseContainer(leaseContainer) .setProcessChanges(async (changes, context) => { for (const doc of changes) { await publishEvent({ type: 'order.updated', data: doc }); } }) .build();
typescriptimport { ServiceBusClient, ServiceBusMessage } from '@azure/service-bus'; const client = new ServiceBusClient(process.env.SERVICEBUS_CONNECTION!); // Send with deduplication and scheduling async function sendOrderEvent(event: OrderEvent): Promise<void> { const sender = client.createSender('order-events'); const message: ServiceBusMessage = { body: event, messageId: `${event.orderId}-${event.type}-${Date.now()}`, // Dedup key subject: event.type, applicationProperties: { priority: event.priority }, timeToLive: 24 * 60 * 60 * 1000, // 24h TTL }; await sender.sendMessages(message); await sender.close(); } // Receive with sessions (ordered processing per entity) async function processWithSessions(): Promise<void> { const receiver = client.acceptSession('order-events', 'order-processor', 'session-1'); const messages = await receiver.receiveMessages(10, { maxWaitTimeInMs: 5000 }); for (const msg of messages) { try { await handleMessage(msg.body); await receiver.completeMessage(msg); } catch { await receiver.abandonMessage(msg); // Retry via Service Bus } } await receiver.close(); }
bicep@description('Azure Function App with Service Bus and Cosmos DB') param location string = resourceGroup().location param appName string resource cosmosAccount 'Microsoft.DocumentDB/databaseAccounts@2024-05-15' = { name: '${appName}-cosmos' location: location kind: 'GlobalDocumentDB' properties: { databaseAccountOfferType: 'Standard' consistencyPolicy: { defaultConsistencyLevel: 'Session' } locations: [{ locationName: location, failoverPriority: 0 }] } } resource serviceBus 'Microsoft.ServiceBus/namespaces@2022-10-01-preview' = { name: '${appName}-bus' location: location sku: { name: 'Standard', tier: 'Standard' } } resource functionApp 'Microsoft.Web/sites@2023-12-01' = { name: '${appName}-func' location: location kind: 'functionapp,linux' identity: { type: 'SystemAssigned' } properties: { siteConfig: { appSettings: [ { name: 'CosmosDBConnection', value: cosmosAccount.listConnectionStrings().connectionStrings[0].connectionString } { name: 'ServiceBusConnection', value: listKeys('${serviceBus.id}/AuthorizationRules/RootManageSharedAccessKey', serviceBus.apiVersion).primaryConnectionString } ] } } }
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-12 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-03 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-22 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-09 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-19 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-05 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-15 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-02 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-21 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-06 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-11 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-10 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-04 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-17 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-13 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-08 | pass→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-07 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-14 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-18 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-20 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-16 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-01 | pass→pass | — | — | — | — | — | — | — | — | — | — | — | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +5 percentage points is the difference between those two pass rates over the 22 comparable cases.
The per-case answers from this run were removed by the retention sweep, so the case table below shows the verdicts without the text either arm produced. The counts above were recorded at the time and are unaffected. Answers are now kept for 180 days.
Other measured skills in the registry, with their headline benchmark lift.