Priya Subramaniam

Keeping shared query engines fair requires admission control below the optimizer.

Streaming pipelines eliminate the accuracy gap that batch layers leave in real-time risk decisions.

Autonomous database agents need structured audit logs that bind identity, intent, authorization.

Adapt burn-rate alerting to streaming data by measuring delivery, not just broker health.

Normalized schemas kill analytical queries because storage layout decides everything.

Kappa's single-log design creates structural costs that force teams to rebuild the batch layer.

Schema mismatches and query patterns survive the move, but ingestion and costs don't always follow.

How to model the four variables that predict migration downtime before cutover begins.

Fraud detection requires databases optimized for speed and freshness, not just volume.