Abstract data access logic behind a clean interface for testability and flexibility.
Category: Tips and Tricks
Tips and Tricks – Implement Structured Logging for Observability
Use structured JSON logging for better searchability and analysis in cloud environments.
Tips and Tricks – Implement Circuit Breaker for Resilient Services
Prevent cascade failures by implementing circuit breaker pattern for external service calls.
Tips and Tricks – Automate Security Scanning in CI Pipeline
Catch vulnerabilities early by integrating security scanning into your CI workflow.
Tips and Tricks – Implement Trunk-Based Development with Feature Flags
Ship code continuously while controlling feature rollout with runtime flags.
Tips and Tricks – Cache Dependencies in GitHub Actions
Speed up CI builds by caching package manager dependencies between runs.
Tips and Tricks – Optimize Re-renders with React.memo and useMemo
Prevent unnecessary component re-renders by memoizing components and computed values.
Tips and Tricks – Debounce Search Inputs for Better Performance
Prevent excessive API calls by debouncing user input in search fields.
Tips and Tricks – Parallelize CPU-Bound Work with ProcessPoolExecutor
Bypass the GIL and utilize all CPU cores for compute-intensive tasks.
Tips and Tricks – Accelerate Pandas with PyArrow Backend
Switch to PyArrow-backed DataFrames for faster operations and lower memory usage.