Operations | Monitoring | ITSM | DevOps | Cloud

The Grok-to-AI Evolution: Why Modern SREs Are Moving Beyond Manual Parsing

Grok structures logs. Context engineering connects systems. AI explains behavior. For years, Grok patterns have been the workhorse of the SRE world. Built on regular expressions, Grok helps teams extract structure from unstructured logs. As we explored in "Do You Grok It?", Grok is the key to turning messy log lines into usable fields. It's why our Grok Pattern Reference remains one of our most-visited resources — SREs are hungry for structure.

2-day vs. 4-day on-call rotations: Which one fits your team

Teams that find a weekly rotation too long and a daily rotation too short often end up choosing between 2-day and 4-day rotations. This guide compares both these rotations across three key criteria. For each criterion, we have discussed how it works for 2-day and 4-day rotations and recommended what to choose when. To make it easy, we also included a comparison table for a quick overview. This gives you all the information you need at a glance. Let’s dive in! Table of contents.

ISO 27K Without the Bloat: An Open Source Approach

It’s often framed as an enterprise-only exercise: long timelines, expensive tooling, consultants everywhere, and a lot of compliance work that exists mainly to survive an audit. As a ~40-person, engineering-driven SaaS company, we needed the same level of trust and rigor as much larger organizations — but we weren’t willing to accept shelfware, parallel compliance infrastructure, or controls that only exist on paper. We also didn’t stop at ISO 27001.

Your Test Data Environment: Build vs Buy - a conversation we need to have

After three decades of working with databases, one thing I’ve seen over and over is this: we don’t treat our development and test environments with the same respect we do our production systems. Not because people don’t care. Far from it. It’s usually because teams are under pressure, everyone’s juggling multiple priorities, and the quickest path forward often wins the day.

Observability trends for 2026 (Part 2): GenAI and OpenTelemetry reshape the landscape

Over the course of my 20 years as a developer, SRE, and now observability product leader, software has typically progressed at a good pace. But now, the emergence of two transformative technologies are fundamentally reshaping enterprise observability: generative AI (GenAI) and OpenTelemetry (OTel). We surveyed over 500 IT decision-makers for a new report:The Landscape of Observability in 2026: Balancing Cost and Innovation.

VidMate: A Simple Guide to Download Instagram Videos Easily

Have you ever watched an Instagram video and thought, "I wish I could save this to watch later"? You're not alone. From funny reels and inspiring stories to educational clips and music videos, Instagram is full of content we don't want to lose. Unfortunately, Instagram doesn't offer a built-in download button. That's where tools like VidMate come in.

How to Plan a Successful UAT: Roles, Timeline, and Readiness Checklist

You're two weeks from launch. Development says they're done. QA signed off. Then you hand the system to actual users and watch everything fall apart. Buttons nobody clicks. Workflows nobody understands. Features that technically work but make zero sense in real life. That's what happens when you skip proper User Acceptance Testing planning. UAT isn't just the final testing phase. It's your last chance to catch the gap between what you built and what users actually need. Miss this step and you're fixing production issues while angry customers flood your support inbox.