Azure Functions with AI: Building Serverless AI Applications
Configure appropriate timeout settings for AI operations and implement retry logic for transient failures. Consider using premium plans for…
19 articles
Configure appropriate timeout settings for AI operations and implement retry logic for transient failures. Consider using premium plans for…
Use consumption-based billing to pay only for actual inference time. Implement caching for repeated queries and batch similar requests to amortize cold…
A comprehensive guide to building serverless AI solutions using Azure Functions and Azure Cognitive Services.
The promise of serverless has largely been fulfilled: Pay only for what you use No server management Automatic scaling Faster time to market Most…
The isolated worker process model separates your function code from the Azure Functions host: Version independence : Use any .NET version, including .NET 7…
Azure SQL bindings simplify serverless database applications significantly.
Custom skills unlock unlimited possibilities for AI enrichment tailored to your specific business needs.
Serverless in 2021 proved it's not just for simple APIs. Complex, stateful, event-driven applications are running successfully in production. The technology…
In-Process: Functions run in the same process as the Functions host Isolated Worker: Functions run in a separate worker process
Create a scheduled function: Common CRON patterns: Implement patterns for tasks that may exceed timeout: Ensure single instance execution: Configure…
Queue-triggered Azure Functions are the pattern I recommend most often for decoupling work that doesn't need to happen synchronously. The model is simple…
The Azure Functions Premium plan is the hosting option I reach for as soon as two of these three conditions are true: the function needs to connect to a…
Feature Consumption Premium Scaling 0 to 200 instances 1 to 100 instances Cold starts Yes No (pre warmed) Max timeout 10 min (default 5) 60 min (default 30)…
Durable Entities are addressable units of state that process operations one at a time. Think of them as lightweight actors - each entity has a unique…
The magic happens through the Durable Task Framework, which handles state persistence, checkpointing, and replay automatically.
.NET on Functions is the default story Microsoft tells, but in practice the serverless workload that lands on my desk most often is a Python data scientist…
Durable Entities offer a middle ground. State is automatically persisted and scales across multiple instances. For our inventory tracking, response times…
Durable Functions provide the reliability and coordination capabilities needed for complex serverless workflows, while maintaining the cost benefits of…
A lot of the work landing on my desk this year has been "we suddenly need this in the cloud, and we needed it last week." Azure Functions on .NET Core 3.1…