Observability
-
Software Development
Structured Logging Has Been”Best Practice” for Five Years. Why Most Java Teams Are Still Doing It Wrong
A diagnostic-focused look at the four failure modes nobody writes about: context lost across async boundaries, MDC leaks, log volume…
Read More » -
Enterprise Java
Spring AI Explainable Agents: Capture LLM Tool Call Reasoning
Explainable AI agents aim to make the decision-making process of large language models (LLMs) transparent, especially when tools are invoked…
Read More » -
DevOps
Understanding Kubernetes Self Healing and How It Works
Kubernetes has become the backbone of modern cloud native applications largely because of its powerful self-healing capabilities. In distributed systems…
Read More » -
Software Development
eBPF: Kernel-LevelObservability.Superpowers for Linux
A technology running sandboxed programs inside the Linux kernel. No agents. No code changes. Zero instrumentation. Used in production at…
Read More » -
Enterprise Java
Handling NaN Values in Java Micrometer Gauges with Prometheus
Micrometer is the de facto metrics instrumentation library for JVM-based applications, and Prometheus is a common backend for collecting and…
Read More » -
Software Development
OpenTelemetry Deep Dive: Building Observable Systems from the Ground Up
Modern software systems are increasingly complex, with applications spanning multiple services, containers, and cloud platforms. When issues arise—and they inevitably…
Read More » -
Enterprise Java
Micrometer’s Observation API: Unified Observability for the JVM
For too long, the gap between writing code and understanding its production behavior has been frustratingly wide. We’ve deployed applications,…
Read More » -
Enterprise Java
Metric Tagging in Micrometer
Micrometer is the instrumentation facade in Spring Boot’s observability ecosystem, providing a unified API to collect, tag, and publish metrics…
Read More » -
Core Java
Testing Micrometer Metrics in Spring Boot Applications
Micrometer is a metrics collection library that provides a vendor-neutral API for instrumenting applications. In a Spring Boot environment, it…
Read More »
- 1
- 2