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Tracing

Running OpenTelemetry at Scale: Architecture Patterns for 100s of Services

It feels great getting OpenTelemetry working in a demo environment. Spans appear, metrics flow, you connect it to a backend and everything lights up in a satisfying cascade. You write

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 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

Jaeger vs Zipkin – OpenTracing Distributed Tracers

NOTE: If you are truly looking to learn about OpenTracing you must be an archeologist. OpenTracing morphed into OpenTelemetry. In the previous three parts of our OpenTracing series, we provided

OpenTracing: Zipkin as Distributed Tracer

NOTE: If you are truly looking to learn about OpenTracing you must be an archeologist. OpenTracing morphed into OpenTelemetry. In part one of the OpenTracing blog series, we provided a

OpenTracing: Jaeger as Distributed Tracer

NOTE: If you are truly looking to learn about OpenTracing you must be an archeologist. OpenTracing morphed into OpenTelemetry. In the previous two parts of OpenTracing series, we provided a good OpenTracing overview, explaining

How OpenTracing Works: Basics and Terminology

NOTE: If you are truly looking to learn about OpenTracing you must be an archeologist. OpenTracing morphed into OpenTelemetry. In this second part of OpenTracing 5 part series, we'll dive

OpenTracing Overview: Distributed Tracing’s Emerging Industry Standard

NOTE: If you are truly looking to learn about OpenTracing you must be an archeologist. OpenTracing morphed into OpenTelemetry. What was traditionally known as just Monitoring has clearly been going