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

Your APIs Are Green. Your Background Jobs Are Dying.

Launch Week Day 2: Introducing Discover Jobs Your dashboard looks perfect. APIs responding in 80ms. Error rates at 0.02%. Kubernetes pods healthy. Everything's green. Then Slack explodes: "Why didn't my invoice generate?" "Where's my password reset email?" "The data export I requested yesterday is still processing?" You check your job queue. Sidekiq dashboard shows 47,000 jobs processed today. Redis looks fine. Workers are running. But somehow, your business logic is silently falling apart.

Best of both worlds: relaxAI API brings sovereignty and affordability to OpenAI

The UK’s Competition and Markets Authority (CMA) recently published its final verdict on the state of the cloud industry. While the tone may have softened since its initial findings, the conclusion was still damning: hyperscalers like AWS and Microsoft continue to unfairly dominate the cloud market through opaque, inflated pricing and technical lock-in strategies.

Part Two - Event Intelligence vs. AIOps: Key Differences, When to Use Each and Why

The IT environments of large enterprises have become so complex that operational teams have turned to two solution categories in particular to help them improve visibility and gain faster incident response, automate and enable more effective decision-making.

Reliability upholds your promise to users

Consistent systems are reliability systems according to Ganesh Seetharaman, Managing Director at @Deloitte. Full transcript:   Strong reliability is demonstrated when systems consistently work as expected even during peak demand or unexpected events. When issues do happen, they are resolved quickly and transparently so users experience minimal disruption. Reliability also means data integrity. No matter how much stress the system is under, information needs to be accurate and secure.

How to Build a Strategic Roadmap for Site Reliability Engineering Implementation

Getting your site reliability engineering solutions in place can seriously boost how your systems perform. But implementing site reliability engineering (SRE) isn't a simple flip of a switch-it's a process. If you want to keep your systems running smoothly, with minimal downtime and top-notch performance, you need a solid, strategic plan. This roadmap should guide you step-by-step, from setting clear goals to constantly improving your processes.

Zero Trust Architecture Needs Zero Guesswork

The Zero Trust model has fundamentally shifted how organizations secure their applications and infrastructure. Instead of assuming anything inside your network is safe, the Zero Trust security model requires continuous verification of every identity, every device, and every access request across the entire trust model, forcing users and devices to prove that they can access what they are trying to access.

Stop Asking What AI Costs, Ask If It Is Worth It

AI is surging into products. And the invoices are exploding with it. The key question is no longer, “How much did we spend?” It’s now: “Was it worth it?” That shift, from totals to value, is at the heart of FinOps. The FinOps community defines the practice as bringing financial accountability to the cloud, so teams make tradeoffs with clear business context. In plain English, measure value per dollar, then optimize the system and not just the bill.

How to Spot More Threats in Less Time Using AI

Can AI really help security teams build better threat models? Microsoft's Senior Gaming Security Architect, Audrey Long breaks down the strengths and limits of AI in threat modeling, shows how she uses Azure OpenAI for attack tree automation, and reveals why human review still matters. Includes practical examples and live demos. Git Blog: gitkraken.com/blog.