Challenge
Meeting tight data freshness SLAs while coordinating many I/O-bound jobs and event-driven file flows.
Solution
Developed multi-threaded orchestration, integrated Event Grid + Azure Functions, and used Redis for state-aware pipeline control.
Outcomes
- Delivered 10-minute SLA target
- Scaled ingestion across 100+ tables
- Improved state management reliability