Tag: data-engineering

Abstract data access logic behind a clean interface for testability and flexibility.

Use structured JSON logging for better searchability and analysis in cloud environments.

Share common code and dependencies across Lambda functions to reduce deployment size.

Prevent cascade failures by implementing circuit breaker pattern for external service calls.

Calculate running totals, rankings, and moving averages efficiently with SQL window functions.

Gradually replace legacy systems by routing traffic to new implementations incrementally.