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The AI Paradox: Why You Have To Spend More And Can't Explain Where It Goes

AI adoption costs are going parabolic. The companies that can see what they're spending will invest with confidence. Everyone else is flying blind. Every company adopting AI is facing the same problem: the cost of AI adoption in products, in operations, and especially in engineering is accelerating with no alignment between spend and value. The competitive pressure is real. Companies that don’t invest in AI will be displaced by those that do. But the investment itself is becoming inscrutable.

Top-Down FinOps: Align Cloud Spend with Real Business Strategy

In this episode of FinOps on Azure, Michael Stephenson sits down with Frank Contrepois, independent FinOps voice and co-host of The FinOps Guys podcast — to explore what it really means to manage cloud costs from a business-first perspective. Frank has been in the FinOps space for nearly a decade and brings a genuinely different angle to the conversation. His background in commodity trading at Strategic Blue (a Morgan Stanley spinoff) shaped how he thinks about reserved instances, commitment strategies, and why most teams approach cost management the wrong way round.

The boring 80% is what kills your backlog

A few weeks ago, we shipped cascading replication for PostgreSQL, MySQL and Redis on Cloud 66. Customers can now build replication chains: a primary streaming to a middle replica, which in turn streams to leaves. It reduces load on the primary, supports geographic distribution, and stops you from melting your network when you have a large fan-out of replicas all pulling WAL from the same machine. PostgreSQL has supported cascading replication natively since version 9.1, which shipped over a decade ago.

No egress fees. No lock-in. That's cloud freedom

With hyperscalers, growth comes with a hidden cost. The more your data moves, the more you pay, by design. Egress fees are that cost. A model built to discourage migration, limit flexibility, and keep you trapped in their ecosystem. At Civo, we've eliminated that barrier completely. No egress fees, no hidden charges. Every cost is transparent and predictable, so you always know exactly what you're paying for. You stay because you choose to. That's cloud freedom.

How to use Ubuntu on Windows

Why run Ubuntu on Windows? It’s about getting the best of both worlds. Many organizations rely on Windows applications, enterprise software, and policy configurations; but for developers and system administrators, Ubuntu’s native command-line tools, package managers, and server environments are invaluable. Likewise, with its broad ecosystem of machine learning tools and libraries, and silicon optimizations, Ubuntu is ideally suited for AI workloads.

#057 - From Pagers to Pair Programming: Navigating Massive Scale and AI with Stefana Muller (Sale...

In this episode of "Kubernetes for Humans," Stefana Muller, VP of Infrastructure & Operations at Salesforce, shares her fascinating journey from technical support to navigating the massive scale of the Own Backup acquisition. Stefana dives into the immense multi-cloud Kubernetes challenges of scaling from 18,000 to over 52,000 clusters, standardizing environments across AWS and Azure, and leveling up security to meet stringent Salesforce standards.