I will demonstrate how an AI-assisted skill and knowledge base can accelerate the development of Microsoft Sentinel custom data connectors using the Codeless Connector Framework and Solution V3 structure.

The session will walk through the practical workflow of turning a vendor API into a deployable Microsoft Sentinel connector: selecting the correct authentication method, understanding API response envelopes, handling pagination, defining streams, writing supported KQL transformations, wiring DCR stream names, building multi-connection support, packaging the solution, and validating it with ARM-TTK.

I will also explain what cannot be fully automated and why live validation remains critical. This includes collecting real API sample responses, testing paging behavior, validating incremental time cursors, deploying to a test workspace, and confirming that logs are actually ingested.