Application monitoring is working only when it changes production outcomes during incidents. I take a stricter position than most teams: instrumentation coverage, dashboard polish, and trace volume are weak evidence because they can improve while on-call engineers still guess. The real test is whether the system shortens the path from…
Product analytics and observability are often treated as separate worlds—one focused on user behavior, the other on system performance. In reality, they are two sides of the same data-driven coin. This article explores how connecting feature adoption metrics with logs, metrics, and traces creates a powerful feedback loop that improves…
Observability has become a foundational capability for any organization running distributed software systems, microservices, cloud infrastructure or containerized workloads. Although the term observability may sound like a buzzword to those new to operations and monitoring, it is a deeply practical engineering discipline rooted in the basic idea of answering a…