Operations | Monitoring | ITSM | DevOps | Cloud

Engineering excellence is more than code quality or tool choice. It’s about aligning engineering with business goals, improving systems systematically, and building a culture of continuous progress. In a recent episode of the Tech Lead Journal podcast, Cortex CTO and co-founder Ganesh Datta shared lessons from his engineering career.

When I spoke at AWS London earlier this year, I had the chance to discuss something that more and more teams are starting to feel: traditional observability doesn’t cut it for AI systems. In AI, “Is it running?” is no longer enough. We have to ask, “Is it right?” When I delivered that line, I saw the heads nodding. Everyone’s excited to build with LLMs, but when it comes to actually monitoring them in production? That’s where things fall apart.

ScienceLogic’s vision for IT operations isn’t just about improving tools—it’s about changing the entire paradigm, flipping your day-to-day upside down. We’re moving beyond dashboards and alerts, beyond human-only workflows and rules-based systems. The future is autonomous. It’s intelligent. It’s agentic. And it’s already being realized through the power of Skylar AI.

As organizations rely more on complex IT systems and cloud-based services, keeping everything running smoothly — and reliably — has become a top priority. That’s where IT service performance monitoring comes in, giving teams the visibility they need to make sure systems stay healthy and responsive. By tracking a range of technical and user-focused metrics, businesses can quickly identify and address issues before they impact operations or end users.

Cloud-native tools promise speed, scalability, and resilience. The catch is you have to pick the right ones and use them well. Without the right foundation, they can mean more complexity, hidden costs, and a false sense of control. In this guide, we’ll help you avoid that trap. From infrastructure to observability and CI/CD tools, we’ll cover the solutions shaping modern cloud stacks.