Reviewed by Aditya Kumar Ā· Last reviewed 2026-03-24
Stored procedures for real-time: (1) Event-driven triggers (e.g., on insert). (2) Scheduled near-real-time sync. (3) API-backed logic in procedure. (4) Alertingāprocedure checks conditions, sends notification. (5) ETL stepsāprocedure runs transform and load. Use for: validation,...
Stored procedures for real-time: (1) Event-driven triggers (e.g., on insert). (2) Scheduled near-real-time sync. (3) API-backed logic in procedure. (4) Alertingāprocedure checks conditions, sends notification. (5) ETL stepsāprocedure runs transform and load. Use for: validation, orchestration, auditing. Best: keep procedures focused; use transactions; handle errors. Why it matters: Design choices compound at scaleāwrong approach can cause 100Ć overhead. Scalability trade-offs: Profile before optimizing; validate on sample then full. Cost implications: Suboptimal choices multiply at billion-row scale.
Red Flag: Generic textbook answers. Pro-Move: 'At scale we measured X, implemented Y, achieved Z%āvalidated and iterated.'
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