VictoriaMetrics Observability Blog

Author
Category

Filter: Victoriatraces

VictoriaMetrics at KubeCon Amsterdam: Community Highlights

VictoriaMetrics participated in KubeCon + CloudNativeCon Europe 2026 in Amsterdam. The team delivered multiple talks covering platform design, Kubernetes observability, and distributed tracing optimization. A real-world case study from Miro showcased a cost-efficient, AZ-aware observability architecture built with VictoriaMetrics. With a 15-person team on site, the booth saw strong interest from users tackling scaling, cost, and performance challenges. The company also hosted its first community after-party, “After Deploy,” co-organized with Varnish and Shipfox, extending discussions beyond the conference.

VictoriaMetrics at KubeCon: Optimizing Tail Sampling in OpenTelemetry with Retroactive Sampling

If you’ve been struggling with the high resource overhead of tail sampling, check out retroactive sampling, an approach that significantly reduces sampling overhead for distributed tracing in OpenTelemetry.

Observability Lessons From OpenAI

OpenAI applies observability to autonomous AI agents using the VictoriaMetrics Stack and OpenTelemetry. Learn to build your own local setup with metrics, logs, and traces that help LLMs test, benchmark, and iterate autonomously.

VictoriaMetrics January 2026 Ecosystem Updates

January 2026 updates deliver quality of life improvements, performance optimizations, and tighter Kubernetes integration across the VictoriaMetrics Observability Stack.

Vibe coding tools observability with VictoriaMetrics Stack and OpenTelemetry

Learn how to add observability to Vibe Coding Tools using OpenTelemetry and the VictoriaMetrics Stack. This guide explains how to configure popular vibe coding tools to export their metrics telemetry and get insights about your vibe coding sessions.

Our latest updates across the VictoriaMetrics Observability ecosystem

The VictoriaMetrics ecosystem continues to evolve rapidly, and the latest updates bring meaningful improvements across metrics, logs, and traces. Read the announcement for details.

Announcing 1B+ Downloads & Product Development With Logs, Traces, Metrics

This year saw us blast past the 1 billion downloads on Docker, which is fueled by our customer-centric approach to software development and the introduction of new open source projects, such as our new database for traces. Read this blog post to learn more about our 2025 milestones.

AI Agents Observability with OpenTelemetry and the VictoriaMetrics Stack

Learn how to add observability to AI agents using OpenTelemetry and the VictoriaMetrics Stack. This guide explains how to instrument popular LLM frameworks and visualize metrics, logs, and traces in Grafana.

Full-Stack Observability with VictoriaMetrics in the OTel Demo

The OpenTelemetry Astronomy Shop demo has long served as a reference environment for exploring observability in distributed systems, but until now it shipped with only a Prometheus datasource. VictoriaMetrics forked the demo and extended it with VictoriaMetrics, VictoriaLogs, and VictoriaTraces, providing insights into VictoriaMetrics’ observability stack where metrics, logs, and traces flow into a unified backend.