Latest from Kirubanandan
Speeding Up Software Delivery Is Changing How We Debug Performance
Deployment frequency has become one of the clearest markers of a mature engineering organization. Teams that once shipped monthly now ship daily, and teams that shipped daily now ship several times a day. This shift has largely delivered on its promise. Smaller changes are easier to reason about, rollbacks are faster, and feedback loops are […]
Sep 23, 2026 · 3 minAll articles by Kirubanandan R
Showing 1–4The Blind Spot Between Back‐End Metrics and User Experience
Engineering teams often face a frustrating scenario when application performance monitoring (APM) shows perfect Apdex scores and negligible error rates, yet user retention drops due to poor front‐end performance. The solution requires bridging the gap between healthy back‐end metrics and the actual experience delivered in the browser. Teams that have built back‐end observability without instrumenting […]
What It Really Takes to Run OpenTelemetry
OpenTelemetry solved a real problem. Before it, every APM vendor had you install a proprietary agent, which meant switching vendors meant re-instrumenting everything. OTel gave engineering teams a vendor-neutral way to generate traces, metrics, and logs once and send them wherever they wanted. That part of the pitch is true, and open-source deserves credit for […]
How AI in APM Spots Problems Before Users Do
A static alert at 80% CPU or a two-second response time threshold is an absolute judgment applied to a system that operates in relative terms. However, traffic patterns shift by hour, day, and season. Deployments alter performance baselines. External dependencies introduce latency profiles that no team fully controls. A fixed number stops being a reliable […]