
How to Debug Production APIs Without Logs
When your production API fails, traditional logs often fall short, offering incomplete insights and leaving you scrambling for answers. Modern debugging...
Engineering insights on observability, distributed tracing, and production debugging.

When your production API fails, traditional logs often fall short, offering incomplete insights and leaving you scrambling for answers. Modern debugging...

Fixing latency issues in production doesn’t have to involve redeploying your application. Instead, using live debugging tools like TraceKit can help you...

Debugging production issues can be challenging, especially when traditional methods require stopping applications or redeploying code. Live breakpoints...

Real-time metrics are the backbone of managing microservices effectively. Without them, identifying and resolving issues becomes guesswork, leading to...

Distributed tracing is a method to track and analyze the journey of a single request across multiple microservices, making it easier to identify and...

When developers don't have enough visibility into their systems, they often rely on trial-and-error to fix bugs in production. This guess-and-redeploy...

Small development teams often struggle to monitor data effectively due to limited resources. Anomaly detection tools can help by automatically identifying...

Service dependency mapping is the process of visualizing how software services connect and interact. It’s critical for troubleshooting, understanding...

Practical observability for startups: logs, metrics, traces with OpenTelemetry, cost-saving sampling, AI-driven detection, and CI/CD integration.

Practical RCA steps for production: define clear problems, collect logs and traces, map events, prioritize fixes, and validate changes with monitoring.

Live breakpoints let you debug production apps without pausing them by injecting lightweight instrumentation that captures snapshots of variables, call...

Small dev teams need a clear production debugging playbook - structured logs, focused alerts, fast triage, tracing, fixes, and post-mortems to prevent...