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

Kubernetes Cost Traps: Fixing What Your Scheduler Won't | Harness Blog

Kubernetes cost overruns usually come from small, invisible scheduling decisions—not the platform itself. Over-provisioned requests, poor bin packing, and fragmented node pools quietly waste cloud spend. Cost-aware scheduling, right-sizing, and smarter node selection can deliver major savings without hurting performance. Treat cost as a first-class metric with visibility into why scaling decisions happen—not just when.

Gemini Cost Per API Call in 2026: What You'll Actually Pay (And How to Control It)

On paper, Gemini pricing looks straightforward. You pay per token. Input tokens cost one amount, output tokens cost another, and different models come with different rates. But once Gemini is wired into a production SaaS product, that simplicity disappears. Fast. That’s because token usage compounds across context, retrieval, and output — not across requests. The same “API call” can cost pennies in one feature and dollars in another.

Webinar (Jan 15 2026): Take Back Control of Your Infrastructure (feat. nvisia)

Learn how leading teams are reducing complexity, controlling costs, and building resilient environments with modern private cloud patterns.. What we covered: If you’re evaluating private cloud, hybrid infrastructure, or looking to take back control of your infrastructure in 2026, this session provides a clear, actionable starting point. Reach out to our team to learn more today!

Can We Still Trust the Code? #speedscale #qualityassurance #digitaltwin #trust #devops

The "Velocity Gap" is real. AI like Claude and GitHub Copilot are pumping out code faster than ever, but there’s a catch: Engineers don't trust it yet. We’re moving away from the old days of "clicking around" in a test environment, but how do we verify code at the speed of light? Ken breaks down why the future of QA isn't just "testing," it’s simulation. Video collab with @ScottMooreConsultingLLC Learn More: speedscale.com.

The 4 pillars of AI in 2026: Agents, cost, observability & sovereignty

AI is no longer just about "one-shot" prompts. In this session from our "From Idea to Agent" webinar, Ben Norris (AI Engineer at Civo) breaks down the four key priorities dominating the enterprise space in 2026. From the 130x explosion in token usage to the "vibe-coding" revolution, learn why businesses are turning away from US hyperscalers in favor of democratized, secure, and UK-sovereign AI infrastructure. We explore how autonomous agents are solving multi-step problems and why "Chain of Thought" reasoning is unlocking AI for heavily regulated industries like finance and healthcare.

Let's Encrypt is moving to 45-day certificates before everyone else

The CA/Browser Forum set 47-day certificates as target for 2029. Let’s Encrypt decided to implement it a year earlier. In December 2025, Let’s Encrypt announced their roadmap to cut certificate lifetimes from 90 days to 45 days by February 2028, a full year ahead of the industry mandate. It’s exactly what we’d expect from the CA that made automation mandatory from day one.

How Deployment Pipelines Power Continuous Deployment

Let's be honest: everyone says they want continuous deployment. "Ship all the time! Move fast! Break absolutely nothing!" But the only reason any of that is even remotely possible is because of one unsung hero quietly doing the heavy lifting behind the scenes: Ah, the deployment pipeline - aka your code's obstacle course / gauntlet / walk in the park… depending on how well it's behaving.