OpenTelemetry for Small Teams: Start with Traces, Then Add Metrics and Logs
Small teams do not need to implement every observability signal at once. Start with traces to connect requests, then add metrics and structured logs.
Current engineering topics across frontend platforms, AI applications, cloud native systems, backend data stores, mobile development, performance, and operations.
Small teams do not need to implement every observability signal at once. Start with traces to connect requests, then add metrics and structured logs.
PostgreSQL 18 brings useful capabilities, but production upgrades still need extension checks, backups, restore drills, query baselines, and rollback planning.
Gateway API separates infrastructure-owned gateways from application-owned routes, making Kubernetes traffic management cleaner for multi-team environments.
Next.js 15 makes cache behavior something teams should design explicitly. Public static pages, dynamic business data, and authenticated pages need different strategies.
React 19 gives teams a cleaner way to model form submissions, pending state, optimistic updates, and recoverable errors without scattering state logic across components.
A practical production baseline for a Flask blog: run the app behind Gunicorn, let Nginx handle public traffic and static files, keep the service alive with systemd, and avoid common proxy and HTTPS mistakes.
A practical production deployment checklist for a Flask blog: run the app behind Gunicorn, supervise it with systemd, place Nginx in front, and connect publishing with sitemap submission so new articles are discoverable faster.
A practical guide to building a more reliable Flask blog publishing API with token authentication, JSON validation, retry logic, ASCII slugs, and post-publish checks.