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

Cloud Cost Visibility at Scale: Why It Fails & How to Fix It | Harness Blog

Why does your cloud cost visibility break down the moment someone spins up a Kubernetes cluster in a new region without telling anyone? You get the alert three weeks later when the bill arrives — and by then, nobody remembers which experiment justified the spend, or which team should own it. This scenario repeats constantly across platform teams managing multi-cloud environments at scale. Cloud cost visibility works fine when you have five services and one AWS account.

Smarter Alert Management: Test on Historical Data, Review Transitions, and Preview Silencing Schedules

Alert fatigue usually isn’t caused by one thing. It’s the accumulation of thresholds that are slightly too sensitive, alerts that fire during known maintenance windows, and historical patterns that nobody has the tools to review easily. Fixing it requires better visibility into how alerts actually behave over time, and a way to test changes before they hit production. We’ve shipped three improvements to alerting in Netdata that address different parts of this problem.

How Automation Can Eliminate Tax Season Chaos for SaaS and DevOps Teams

The arrival of tax season often feels like a scheduled system crash. For SaaS founders and DevOps teams, the transition from building and scaling to hunting down receipts and categorizing cloud spend is a jarring shift. It is a period defined by context switching and administrative friction. However, the same principles that govern high-performing engineering teams, efficiency, scalability, and automation, can be applied to financial workflows. By moving away from manual data entry and toward automated systems, teams can eliminate the seasonal panic and maintain their focus on innovation.

Virtual Dedicated Servers vs. Public Cloud: Cost Breakdown

Infrastructure costs can spiral fast when you pick the wrong hosting model. Many teams lock into public cloud contracts only to face unpredictable bills month after month. The choice between a virtual dedicated server and public cloud comes down to one thing: predictability. VDS gives you fixed costs. Public cloud gives you flexibility, but at a price that fluctuates with usage. Cloud infrastructure spending crossed $675 billion globally in 2025, with 27% of it wasted. Most of it traced back to idle resources and poor tier selection.

Infrastructure Cost Visibility: The Missing Link in Modern IT Decision-Making

The expectations placed on infrastructure leaders have shifted in a way that is subtle on the surface but significant in practice, and much of that shift comes down to infrastructure cost visibility. Reliability and performance still matter, but they are no longer the differentiators they once were. Most enterprise environments are stable by design, and uptime is assumed. What has changed is the level of scrutiny around cost and decision-making.

Beyond the pull request: why code review is not infrastructure validation

Code review and infrastructure validation are distinct problems. While AI can review syntax, only an active, data-complete environment can validate system-wide state. Upsun provides the unified configuration file needed to turn "looks good to me" into verified production-readiness.

AI vs. Hype: Redefining Engineering Excellence with Ron Miller

In this episode of "ShipTalk: Engineering Excellence," host Thomas Dockstader sits down with Ron Miller, editor at Fast Forward, to discuss the real-world impact of AI on software development. They dive deep into the maturity of AI-driven code, the rise of the "citizen developer," and why traditional writing and communication skills are becoming the new must-have for modern engineers.

Site Reliability Engineering (SRE) 101: Everything You Need to Know | Harness Blog

A single second of latency can cost e-commerce sites millions in revenue, while just minutes of downtime trigger customer churn that takes months to recover. Modern users expect instant responses and seamless experiences, making reliability a competitive feature that directly impacts business outcomes. Site Reliability Engineering treats operations as a software problem rather than a manual discipline. SRE applies engineering principles to achieve measurable reliability through automation.

Your "clean code" is costing the company millions #speedscale #darkcode #coding #aiagents #claude

If it passes the tests, it’s not my problem. If you’re still manually checking every line of code in 2026, you’re just wasting company time. Let the AI cook and go touch some grass. Check out: speedscale.com.