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OpenTelemetry

From Debugging to SLOs: How OpenTelemetry Changes the Way Teams Do Observability

At some point in every team's life, someone gets paged at 2 AM because a service is 'slow.' Nobody knows which service. Nobody knows why. Someone opens five different dashboards,

OpenTelemetry Production Monitoring: What Breaks, and How to Prevent It

OpenTelemetry almost always works beautifully in staging, demos, and videos. You enable auto-instrumentation, spans appear, metrics flow, the collector starts, and dashboards light up. Everything looks clean and predictable. However,

Troubleshooting Microservices with OpenTelemetry Distributed Tracing

Distributed tracing doesn’t just show you what happened. It shows you why things broke. While logs tell you a service returned a 500 error and metrics show latency spiked, only

OpenTelemetry in Production: Design for Order, High Signal, Low Noise, and Survival

A lot of talk around OpenTelemetry has to do with instrumentation, especially auto-instrumentation, about OTel being vendor neutral, being open and a defacto standard. But how you use the final

Top 10 Lightstep (ServiceNow) Alternatives in 2026: Complete Migration Guide

ServiceNow just pulled the plug on Lightstep. Here's where to go next and how to migrate without re-instrumenting your entire stack. TL;DR ServiceNow announced the end-of-life (EOL) for Lightstep (Cloud

How to Implement Distributed Tracing in Microservices with OpenTelemetry Auto-Instrumentation

This guide shows you how to implement OpenTelemetry's auto-instrumentation for complete distributed tracing across your microservices, from initial setup through production optimization and troubleshooting. How Distributed Tracing Works in Microservices

OpenTelemetry Instrumentation Best Practices for Microservices Observability

OpenTelemetry instrumentation is the foundation of modern microservices observability, but getting it right in production requires more than just enabling auto-instrumentation. This guide covers production-tested OpenTelemetry best practices that help

Top 12 Distributed Tracing Tools in 2026: Complete Comparison & Reviews

Distributed tracing has become essential for modern software teams. As applications evolve into complex distributed systems with microservices, APIs, databases, and third-party integrations, understanding how a single user request travels