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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

Implementing a Zero Ticket Operations Maturity Model

You bought the chatbot. You built the self-service portal. You shifted left like the IT operations and engineering best practices told you to. And yet, tickets keep coming, alerts keep escalating, and your team keeps firefighting. Why is this craziness still happening? Because shifting left, while helpful, is a singular tactic that is often mistaken for total transformation. It’s important to IT operations and engineering, but it’s not the full arsenal.

Claude Pricing: A 2025 Guide To Anthropic AI Costs

When OpenAI surged into the spotlight with ChatGPT, not everyone inside the company agreed on the path forward. In 2021, a group of senior researchers broke away. They had concerns about safety, transparency, and the direction of AI development. They went on to found Anthropic. And their answer to ChatGPT was Claude. Anthropic’s mission is for openness now. Yet, Claude’s pricing can feel as mysterious as the model weights behind the scenes.

Rethink Cloud Finance: From Cost Control To Strategic Growth

Cloud costs keep rising, and most companies are struggling to contain it. That’s where today’s finance teams can step up their game, not only as a professional opportunity but as a leading protagonist on the cloud cost optimization stage. A bit of background first: Global public cloud spending is projected by Gartner to exceed $720 billion in 2025. That’s up from nearly $600 billion in 2024. And a lot of that is sheer, unmitigated waste.

Monitor Apple Silicon GPU on macOS with macmon + Hosted Graphite

Your Mac’s GPU is a massively parallel processor that handles anything from animating the UI to heavy lifting in video editors, 3D tools, games, and on-device machine learning models. Think Final Cut Pro exports, Blender renders, Stable Diffusion, WebGPU demos, or shader builds in Xcode - which are all tasks that require heavy GPU.

Failover and cloud aren't enough for reliability

Amin Momin of @CapgeminiGlobal talks about reliability takes dedicated effort beyond just using the cloud and setting up failover. Full transcript: There are two misconceptions about reliability. One is people only think failover is reliability. Just doing the failover, that will be enough from the reliability point of view. That's the first one. And the second one: we are deployed into the cloud, so it is the service provider's responsibility to provide the reliability.

Best Tool for Composing Git Commits in your IDE, Commit Composer in GitLens 17.4

In GitLens 17.2 we introduced Commit Composer as an early preview of a set of AI-powered tools to help you craft cleaner, more meaningful commits. With GitLens 17.4, Commit Composer has leveled up. Based on your feedback, it’s now a fully interactive drafting experience that lets you compose commits in a single click, and puts you in control of your commit history.

5 Signs Your Network Operations Need an Upgrade

Network operations form the foundation of how businesses function in today's connected world. Every service, tool, and application depends on the network working smoothly. When network operations fall behind, the problems show up quickly. Employees face disruptions, customers lose patience, and the business as a whole struggles to keep up with modern demands. The challenge is that many teams keep patching small issues without realizing the system itself has outgrown its usefulness.

Open Source Data Lakehouse Architecture with Spark and Kyuubi: Engineering Deep Dive

Subscribe. Fuel your curiosity. This webinar gives a detailed exploration of an open source data lakehouse architecture and how we implement it at Canonical. Watch to discover how Spark’s scalable processing engine and Kyuubi’s user-friendly SQL gateway enable efficient, secure, and high-performance analytics on unified data sets. Let’s dig deeper into how this combination simplifies big data storage, interactive analytics, and ETL – all through a single, streamlined open source lakehouse architecture.

AWS Reserved Instances 101: The Complete Guide

With 240 distinct services, ranging from compute to storage to networking and content delivery — each offered at different price points — choosing the right AWS service requires meticulous consideration.. By default, AWS services are available on-demand and you pay a monthly bill for services used. However, the on-demand pricing model can get expensive if you use a lot of services and deploy a fleet of instances.