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VictoriaMetrics Observability Blog
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Blog posts
Observability Lessons NVIDIA and CoreWeave
NVIDIA now ships VictoriaMetrics as the default metrics backed in their self-managed Cloud Functions, and CoreWeave uses VictoriaMetrics for infrastructure monitoring and AI capabilities.
What Is Observability? It’s More Than Metrics, Logs, and Traces
Observability is a practice, not a product. Learn how metrics, logs, traces, and OpenTelemetry help engineers investigate problems and understand their systems.
VictoriaMetrics September 2026 Ecosystem Updates
September release roundup brings new releases across the VictoriaMetrics ecosystem, plus the launch of VictoriaTraces in Cloud, completing our managed observability offering of metrics, logs, and traces stack.
The most expensive half-hour of an incident.
Two teams run the same stack. One stays calm, one firefights. The difference isn’t the software. It’s knowledge.
VictoriaMetrics August 2026 Ecosystem Updates
The VictoriaMetrics team shipped two core releases with important security fixes. The vmanomaly team shipped two updates with improved scaling and more efficient models. Plus, Tech Talks are back, this time demoing AI-assisted incident troubleshooting.
Two cats, two dogs, four vendors, and the model the AI couldn't find (Tech Talk Companion)
Tech Talk #13: Mathias runs his house and four pets on Home Assistant, VictoriaMetrics, and vmanomaly. Then the AI picked the wrong model. Watch on demand.
The Life of a Metric
Follow a single metric through its whole life inside VictoriaMetrics: born as a counter in your process, exported over the wire, given an identity and an inverted-index entry, written through an LSM tree, compressed into columnar blocks on disk, read back by a rate() query, downsampled as it ages, and finally deleted when retention runs out.
Open Source Is Good Marketing
Open source and commercial marketing often seem at odds, but open source often needs marketing, and open source itself is often good marketing. This blog post explains how open source supports our marketing goals and how we use marketing to support open source growth.
What's new in VictoriaMetrics Anomaly Detection (Q2 2026)
The Q2 2026 vmanomaly update introduces Temporal Envelope, a redesigned UI, faster online-model execution, and an AI-assisted workflow that turns natural-language monitoring goals into tested configurations and alerting rules.