Autonomously Remediates Software Issues, Generates Missing Runtime Evidence on Demand, and Validates Hypotheses Against Live Execution from Code to Production.
This month, we’re thrilled to see OpenAI using the VictoriaMetrics Stack internally — including VictoriaMetrics, VictoriaLogs, and VictoriaTraces — in their Harness engineering experiment, as shown in their architecture diagram. It’s a great way of combining observability and AI agents.
As we gear up for Grafana 13, the next major release of the open source data visualization platform that we’ll announce at GrafanaCON this April, our engineering team is still shipping some powerful new features along the way. Case in point: Grafana 12.4 is officially here, and there’s a lot to be excited about. The latest minor release includes a ton of updates that help you build and design dashboards faster than ever, as well as manage and scale those dashboards seamlessly over time.
In this video, Roberto Jiménez, Staff Software Engineer at Grafana Labs, shares that Git Sync is expanding beyond GitHub to include universal support for different providers. The implementation uses two layers.
February is all about making AI in software delivery secure and easier to operate at scale. This month’s updates span enterprise-grade application security, API security via MCP, SRE automation, and a major upgrade to the DevOps Agent.
AI coding assistants are transforming how developers write software. Tools like Windsurf can generate entire modules, refactor complex code, and fix bugs in seconds. But speed comes with a tradeoff: AI-generated code can introduce subtle bugs, security vulnerabilities, or breaking changes that slip past even experienced developers. That’s where continuous integration comes in. CI acts as a safety net, automatically testing every change before it reaches production.
Tired of not knowing why your home lab containers are crashing? In this video, we’ll walk through how to set up a consolidated logging pipeline using Aiven for PostgreSQL (with TimescaleDB), Fluentd and Grafana — all running on my upgraded Mac Mini home lab. The key insight: never keep your troubleshooting tools on the same machine that's giving you problems!
Modernize your automation and reporting workflows with this deep dive into GraphQL for N-sight and N-central. In this 2026 Masterclass, Jason Murphy (Head Nerd for IT Ops) introduces the "Ecoverse" and explains why GraphQL is replacing REST for high-density data environments. Learn how to access the technical preview, generate secure API tokens, and build your first queries to pull exactly the data you need without the overhead of traditional REST endpoints.