Operations | Monitoring | ITSM | DevOps | Cloud

Top tips to keep calm when everything is needed ASAP

Top tips is a weekly column where we highlight what’s trending in the tech world and list ways to explore these trends. This week, we’re looking at how to keep your cool when everything lands on your desk with an ASAP tag. There’s always that day at work. Meetings stacked back-to-back, emails piling faster than you can open them, and just when you think you’ve got a handle on things, your boss drops the golden line: Can you get this done today?

Proxmox vs Cycle: Toolkit or Platform?

If you've ever run a homelab, chances are you've tried Proxmox. Its mix of open-source accessibility, strong VM support, and lightweight containers has made it popular among enthusiasts and small IT teams alike. Beyond hobby projects, Proxmox has also found adoption in organizations that value cost efficiency or wanted to avoid locking themselves into VMware's catalog. That adoption has seen some positive movement in the wake of Broadcom's changes to VMware's licensing and support model.

How to get fast, easy insights with the Gremlin MCP Server

Chaos Engineering and reliability testing give you visibility into the actual reliability of your services by simulating real-world failure conditions. But what if you could dig into the testing and results data using AI to quickly uncover new insights? That’s the logic behind the Gremlin MCP Server. Released as part of Reliability Intelligence, the Gremlin MCP Server allows you to bring your LLM of choice to explore your Gremlin data and find opportunities to get more out of Gremlin.

How should Prometheus handle OpenTelemetry resource attributes?

Note: A version of this post originally appeared on the OpenTelemetry blog. Victoria Nduka is user experience designer and open source contributor making her way into the cloud native space. She writes about design, accessibility, and open source with the same curiosity she brings to her work. On May 29, I wrapped up my mentorship with Prometheus through the Linux Foundation mentorship program.

The core KPIs of LLM performance (and how to track them)

A few months ago, I built an MCP server for Toronto’s Open Data portal so an agent could fetch datasets relevant to a user’s question. I threw the first version together, skimmed the code, and everything looked fine. Then I asked Claude: “What are all the traffic-related data sources for the city of Toronto?” The tool call fired. I got relevant results. And then I hit an error: “Conversation is too long, please start a new conversation.” I had only asked one question.

Understanding Incident Response vs Incident Remediation

At a high level, incident remediation is a part of the incident response process. An Incident response plan manages the incident lifecycle across planning, detection, investigation, and recovery. Meanwhile, incident remediation focuses on identifying root causes and implementing measures to prevent future occurrences.