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.
The VictoriaMetrics Observability Blog
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From the article
Blog posts
Creating a Sustainable Open Source Business Model - Introduction
Open source defies everything you’ve ever heard or learned about business before. This blog post is an introduction to how we’re creating a sustainable business model rooted in open source.
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.
Alerting Best Practices
Proper alerting is an art. It is all about foreseeing bad scenarios before they happen, so you can prepare for them. In this article, we go through practical recommendations of approaching the alerting to reduce alerting fatigue and avoid false positives.
vmanomaly Deep Dive: Smarter Alerting with AI (Tech Talk Companion)
Tech Talk: In this post, we explore vmanomaly through the eyes of its creators. Learn how this AI-powered alerting system helps cut through noise, avoid static rule spaghetti, and deliver actionable insights directly from your monitoring data.
VictoriaLogs Practical Ingestion Guide for Message, Time and Streams
VictoriaLogs uses three core concepts: message, time, and stream fields to structure log data. Too few streams create fat streams that are slow to query, while too many unique stream combinations create high cardinality problems…
Monotonic and Wall Clock Time in the Go time package
Operating systems expose a wall clock that can leap or slew with NTP and a monotonic clock that never runs backward. In Go, only time.Now (might) carries both readings, while values from time.Parse, time.Date, etc., are wall-clock-only—so naïve equality checks or time.Since on those can mislead when the system clock shifts.
Hello Singapore! VictoriaMetrics Cloud Expands to Asia Pacific
We’re excited to announce a new deployment region for VictoriaMetrics Cloud in ap-southeast-1 (Singapore), making it easier for users in Asia Pacific to run low-latency VictoriaMetrics Cloud stacks closer to home.
MCP Server Integration & Much More: What's New in VictoriaMetrics Cloud Q2 2025
This post recaps the latest VictoriaMetrics Cloud updates, including enhanced multi-tenancy support for Access Tokens, exciting new ways to interact with VictoriaMetrics Cloud through the MCP Server integration and code-first libraries. We’re also continuing our journey of improving our docs with a fresh approach to discovering and deploying integrations.
FIPS 140-3 Compatible Builds for VictoriaMetrics Enterprise Components
VictoriaMetrics Enterprise now offers FIPS 140-3 compatible builds, leveraging the BoringCrypto module. This enables organizations in regulated sectors, such as the federal government, finance, and healthcare, to meet stringent cryptographic requirements using VictoriaMetrics.