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

Got Drift? Redgate Flyway now helps you resolve it quicker

Teams work on databases across multiple environments (e.g., Development, Test, QA/UAT, Production) and differences can happen in these databases over time. A hot fix applied directly to Production or a quick change applied in Test while troubleshooting are examples of how the schema can diverge from what’s expected. These differences are known as drift and can cause problems with deployments making them unpredictable and harder to troubleshoot.

Easy Guide for Connecting Redis to a Grafana Data Source

Redis is a widely used in-memory data store, commonly deployed as a cache, session store, message broker, or fast key-value database. Because Redis often sits on the critical path of an application, having visibility into its behavior (memory usage, client connections, command throughput, cache efficiency) is essential for troubleshooting and performance tuning.

Why Aging Networks Put Critical Infrastructure at Risk-and What It Means for Us

Everywhere around us, technology is evolving at lightning speed, yet the networks which underpin these capabilities often lag behind. This gap creates vulnerabilities that can impact everything from energy grids to emergency services. Forbes recently explored this urgent issue in an article featuring insights from our CEO Bruce McClelland, who shared an informed perspective on why modernization is essential, not optional. I encourage you to take a few minutes to read the full article.

How To Calculate Your OpenAI Cost Per API Call (And Why It Matters Now)

OpenAI doesn’t bill per feature, per customer, or per transaction. It bills per token, across multiple models, with usage patterns that can change by the hour. As a result, two API calls that support the same feature can have very different costs. Without a clear way to translate token-level pricing into something product, engineering, and finance teams can reason about, AI spend becomes difficult to forecast and harder to control.

Six FinOps Certifications And Courses To Set You Up For Success in 2026

FinOps is evolving fast, and 2026 is shaping up to be a big year for specialization. While these certifications are ranked from beginner to advanced to help you build skills in the right order, one course stands out as the hottest recommendation right now: FinOps for AI. AI spend is accelerating, ownership is getting murky, and teams are scrambling to keep up. That urgency is exactly why FinOps for AI is generating so much interest heading into 2026.

Should you still pay for SSL certificates?

There’s a particular flavor of skepticism that shows up whenever someone suggests using Let’s Encrypt. The security team crosses their arms. “Free certificates? For production? We’re a serious organization. We use Sectigo.” I get it. You’ve been buying certificates from the same vendors for twenty years. They send you invoices, you pay them, certificates appear. It feels responsible, and free feels like a trap. But is it?

Supercharge your LLM Using Production Data Context

Are your LLM coding agents (like Cursor or Claude Code) hallucinating fixes because they don't know what's actually happening in production? In this video, Matt from Speedscale shows you how to bridge the gap between your local IDE and live production traffic using the Model Context Protocol (MCP). Most observability tools just give you telemetry. Speedscale’s MCP server gives your agent the "inner workings" of actual API calls and payloads, so it can check its assumptions against reality. No more "vibe-coding" and hoping it works; let your agent find the 500 errors and rate limits for you.

Production readiness review checklist & best practices

Modern software systems are more distributed, complex, and business-critical than they've ever been. A single misconfigured service can take down an entire platform. Teams are aiming for production readiness, which is the state where your services are secure, reliable, observable, and owned. Production Readiness Reviews (PRRs) are one of the key mechanisms to get there.