Operations | Monitoring | ITSM | DevOps | Cloud

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

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!

AI SRE in Practice: Resolving Node Termination Events at Scale

When a node terminates unexpectedly in a Kubernetes cluster, the immediate symptoms are obvious. Workloads restart elsewhere, services experience partial outages, and alerts fire across multiple systems. The harder question is why it happened and how to prevent it from recurring. This scenario walks through a node termination event where the entire node pool was affected, requiring investigation across infrastructure layers to identify root cause and implement lasting remediation.

AI Hosting: The Colocation vs. Cloud Dilemma for Your Next Project

Organisations running AI workloads, like banks training fraud detection models, hospitals testing diagnostic tools, or manufacturers using predictive analytics, all face the same problem: hosting them is costly and resource-intensive. They require dedicated GPUs running non-stop, vast amounts of data moving in and out, and far more power and cooling than a typical IT system.

From Trough to Traction: 10 Real-World Lessons in Cloud and AI Efficiency

When CloudZero CTO Erik Peterson joined the SourceForge podcast in January 2026, he didn’t just talk about cloud costs. He reframed them as a launchpad for innovation, survival, and competitive advantage. Whether he was describing the “trough of lost innovation,” the “freemium tax,” or why efficiency is the next frontier of engineering culture, Erik’s expert insights go beyond FinOps hygiene.

Stop wasting time on Postgres migrations. #speedscale #postgresql #postgres #database #programming

If you're spinning up a whole container just for one test, you’re doing it wrong. Old way: Full DB container + pg_restore New way: speedscale + proxymock It records actual DB traffic and mocks it "on the wire." Test smarter, not harder.

AI Can't Prove Compliance by Itself

AI is moving fast, and it’s tempting to believe it can automate software governance end to end. But compliance and security aren’t probabilistic problems. They don’t accept “close enough.” They don’t accept summaries. They can’t tolerate hallucinations. Governance depends on facts. Irrefutable, provable evidence of how systems actually changed.

Cloud sovereignty vs. Cloud innovation: Why India doesn't have to choose

As we witness the rise of AI, the need for sovereignty is no longer optional. For organizations deploying larger models with access to sensitive data, it is a requirement. Research has shown concerns around sovereignty ‘hindering innovation’ and having ‘knock-on consequences for innovation’. We don’t see it that way. Sovereignty isn’t a trade-off for innovation; in fact, for India to scale securely, the two must work in tandem.