Event language
UI language
<p>Every rapidly growing startup eventually runs into the same problem: monitoring costs begin to scale faster than the product itself. What starts as an affordable APM subscription quietly turns into a scaling tax - every new service becomes a new host, every traffic spike increases data volume, and every new engineer adds another seat. And when incidents happen, you often discover that the visibility you thought you had is either fragmented, noisy, or already gone due to retention limits.</p><p>This talk explores key industry-wide observability challenges and how we can rethink monitoring from first principles. Instead of accepting rising costs and limited control, we show how to shift to an OpenTelemetry-first, open-source stack built around OTel, Prometheus, and Grafana for faster root-cause detection and full ownership of monitoring data.</p><p>We also walk through how we replaced a costly commercial APM with a production-ready open-source architecture, improving incident response speed, clarity, and scalability, guided by a Golden Path approach.</p><p>What You’ll Learn</p><ul><li><p>How improved visibility leads to faster, evidence-driven incident response</p></li></ul><ul><li><p>The architectural and operational changes required to make the transition successful</p></li></ul><ul><li><p>How you can move to an open-source APM tool with a practical, step-by-step approach</p></li></ul><p>Trade-Offs & Realities</p><ul><li><p>Where open source shines and where commercial tools still win</p></li></ul><ul><li><p>Maintenance, skills, and time investment you should expect</p></li></ul><strong><br></strong>