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

Monitor Query Costs & Verify Database Changes Automatically

See how Harness Database DevOps and DBmarlin work together to give you full visibility into query performance, automated deployment verification, and AI-assisted database change authoring - all inside your CI/CD pipeline. Most teams deploy database changes blind - they push a schema migration and hope nothing breaks. This demo shows a better way: DBmarlin surfaces the cost and performance of every query before and after a change, while Harness CV uses AI/ML to automatically detect regressions and block bad deployments from reaching production.

What Is RPO and How Can You Reduce It to Minutes?

Learn what RPO means, how it differs from RTO, and how faster backup storage can help reduce data loss after disruption. When designing a backup and disaster recovery strategy, organizations often simply ask how quickly they can recover. But a more important question to ask is how much data they can afford to lose. Backups are only as useful as the point in time they can return you to. If a payment system fails at 2 p.m.

Why Your Help Desk Knowledge Base Isn't Reducing Tickets

The help desk knowledge base has hundreds of articles. Search traffic looks healthy, and employees are reminded to try self-service first. Yet ticket volume barely moves. That gap appears when a knowledge base is measured as content instead of ticket prevention. Article counts, page views, and searches can rise while the queue remains busy. None proves that an employee received a trustworthy answer before filing a ticket.

Your AI Economics Pulse for September 2026

Across a same-store panel of 430 CloudZero customer organizations, AI reached 2.66% of the median company's cloud bill in August 2026, up from 2.61% in July and roughly four times its level a year ago. The 75th percentile crossed 11%. The share of organizations with at least 10% of cloud spend attributed to AI jumped to 28.2% from 23.9%, the largest one-month move that tier has posted. Two-thirds of the panel now spends at least $1,000 a month on AI. The typical bill barely shifted.

Shipped: Turn on the ServiceNow integration yourself in Labs

The ServiceNow integration is in Labs now, which means any CloudZero admin can switch it on and start routing cost work into their incident queue the same day. What that gives you is a full loop between the money and the work. A monthly Optimize pass surfaces recommendations with a dollar figure on each one. Pick the ones worth acting on, open incidents for all of them at once, and each ticket shows up carrying the resource, the finding, and the context an engineer needs.

From idea to working software: what the full development lifecycle needs to look like

GitHub's research found that developers using Copilot completed tasks 55% faster than those who didn't. Tools like GitHub Copilot and Cursor, powered by large language models such as Claude or GPT, are designed to automate the tedious parts of programming so engineers can focus on harder, more creative problems. With this. new repos spin up every week. The promise is being kept. But where are the products?

The VM Boom For AI Agents | David Crawshaw Co-Founder & CEO, exe.dev

What happens when AI agents stop simply answering questions and start using computers of their own? It could create an entirely new boom in virtual machines. In this episode of Uplink, David Crawshaw, Co-Founder and CEO of exe.dev, joins host Michael Reid to explore the infrastructure behind the rapidly emerging world of AI agents. As agents become capable of writing code, running applications, operating tools, maintaining state, and working independently, they need more than access to an AI model. They need computing environments where they can actually get work done.

How Azure Fundamentals Can Strengthen Your Cloud and Digital Technology Skills

Many people encounter AZ-900 (Microsoft Certified: Azure Fundamentals) as a checkbox and never ask what it teaches them beyond Microsoft Azure. The more useful question is whether a fundamentals-level credential can build digital skills that remain relevant after the exam or whether it amounts to little more than a badge.

Data residency in 2026: what regulators now expect from your cloud, and how to prove it

Ask a compliance team where their EU customer data lives, and most will point confidently at a dashboard showing a Frankfurt or Dublin region. Ask their legal counsel whether that data is beyond the reach of a foreign government demand, and the confidence usually drops. Those are two different questions. Since 12 September 2025 there has been a dated EU obligation that turns on the second one rather than the first.