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The latest News and Information on Log Management, Log Analytics and related technologies.

Install AURA to Debug Incidents Using an Open Source SRE Agent

AURA is a fully open-source agentic harness built for SRE and production operations work. In this walkthrough, Mezmo forward deployed engineer Jeff iinstalls AURA on a local desktop, runs `aura init` to generate the config and connect it to an Anthropic Sonnet model, then wires in a Grafana MCP server pointed at his homelab. He hands AURA a live incident: a set of addressable LED lights that stopped responding to Home Assistant.

9 Best Log File Analysis Tools for IT and DevOps Teams

An incident is open and the evidence is scattered. The application logs point to a connection timeout; the load balancer shows nothing unusual, and the container that produced the original error was replaced eighteen minutes ago. Three engineers are logged into three separate hosts running the same search, and the log line that would explain it has already rotated away. That is the moment most teams start shopping for a log file analysis platform.

Executive Roundtable: Guardrails for the Autonomous Era

Ask ten engineering leaders how far their organization has actually gotten with autonomous AI, and most will admit the same thing once the marketing language drops away: not nearly as far as it looks from the outside. That was the undercurrent of a roundtable Logz.io and Twingate hosted on July 22, 2026, bringing together VPs of engineering, CTOs, senior security directors, and several product leaders across different industries and company stages.

Elastic's new metrics capabilities will dramatically improve uptime for public sector IT

The new columnar metrics engine in Elastic Observability enables public sector IT teams to combine logging, metrics, and traces in one platform. As a result, SREs can improve uptime while protecting taxpayer dollars in the process. Public sector site reliability engineers (SREs) operate under a distinct set of pressures, whether that’s supporting a federal agency, a health department, a public university, or a transit authority.

On Release Days We Wear Teal Episode for release 4.19

In this episode, Leon explores some of the new features, functions, updates, and improvements in release 4.19, which includes a raft of AI-enabled features including the Cribl Apps, integrated MCP server, and the fact that AI features are now turned on by default. For more information, check out these links.

How to structure a log

You’ve decided to step up your logging game and start sending more valuable, structured logs that you can query, aggregate, and use for debugging in production. Go, you! Now, uh, how do you actually write them? We’re not going to spend much time on what you should log. We’ve covered that already, a few times before. What we will be covering is how to actually write those logs, answering questions like: What makes a log structured is not just pairing messages with arbitrary JSON objects.

I'll have my AI agent call your AI agent: Battle for your digital hub

On this episode of Masters of Data, we unpack what it actually means to expect AI to be the primary interface for everything we do. We dig into the pull toward centralizing work in a single hub like Claude versus staying spread across specialized tools like Slack, Asana and Zoom, and where the line sits between helpful automation and letting an agent speak on your behalf. We also get into the "chief of staff" agent workflow for daily roundups and why specialized, best-of-breed tools aren't going anywhere, even as hubs get smarter.