APM Observability: A Practical Guide for DevOps and SREs
A no-fluff guide to APM observability for DevOps and SREs—tools, tips, and what actually matters when keeping systems healthy.
A no-fluff guide to APM observability for DevOps and SREs—tools, tips, and what actually matters when keeping systems healthy.

Learn how to get started with Prometheus metrics endpoints to collect, expose, and query critical data for better system monitoring.

Not all database metrics are created equal. Learn which ones to track, why they matter, and how they help you stay ahead of performance issues.

Google's Gemini 2.5 Probulldozes through benchmarks like LMArena and GPQA Diamond. With its gargantuan1 million token context windowand zero-cost access, it leavesOpenAIeating its dust. Google’s sprawling ecosystem welcomes Gemini with open arms. They're not just ruling AI text models; they command .. read more

CopilotinAzurereaches general availability, choppingresponse times by 30%and saving over30,000 developer hours a month. Now free with a rock-solid>99.9% uptime. Tuned up for accessibility, real-time AI chat, andTerraformsupport—all with a keen eye on responsible AI and localization! 🚀.. read more
GKE’s now flexes with a colossal 65,000-node cluster—a boon for AI workloads that feast on mega infrastructure. Building on their 50,000+ TPU cluster saga, GKE tackles AI workload quirks like resource juggling and node chatter. In CPU stress tests, they whipped up 65,000 StatefulSet Pods, flaunting .. read more
NVIDIA's KAI SchedulerandExostellar's SDGshowcase the nerd ballet of fractional GPU scheduling. KAI slices GPU time like a master chef carving a roast, yet can't keep its focus solo—leading to app skirmishes. In contrast,Exostellar SDGnails resource control, quarantines workloads like a germaphobe, .. read more

Llama 4 Scouton Azure AI Foundry doesn’t just sit around; it dives into its massive 10 million token context like it's born for deep dives and endless document wrangling. Meanwhile,Llama 4 Mavericktakes multilingual, multimodal chat conversations where few dare to go. Its Mixture of Experts architec.. read more

ChatGPTmoonlights as a virtual Linux machine, performing calculations faster than some actual hardware. Impressive, right? But don't get too excited—it can't juggle real-time tasks or tap into a GPU. A digital superhero with a glaring Achilles' heel... read more

ChatGPT Plusaces coding tests. Meanwhile,Microsoft's CopilotandMeta AItrip over their virtual feet. These AIs can patch bugs like pros, but crafting full-fledged apps? Not in their current skill set... read more
