Operations | Monitoring | ITSM | DevOps | Cloud

The world remains abuzz with AI hype, but the reality is that most modern applications aren’t purely AI workloads. The average company will have web services, APIs, databases, and background jobs running alongside its machine learning inference or training components. An architecture question everyone faces: should your Kubernetes cluster and GPU compute live in the same data center, or can you split them across providers?

Call flows let you design voice workflows with nodes like “Audio message,” “Support hours,” “Voicemail,” “Route call,” and much more. The ilert Terraform provider now includes a ilert_call_flow resource so you can version and promote these flows across environments. This blog post offers an overview of managing call flows in Terraform, detailing the benefits and key scenarios.

In the dojo, not every role is about throwing punches. Some roles are about awareness, the unmistakable voice that tells the fighter when to move, where the strike is coming from, and why the opponent matters. That’s the role of the Summary Agent in Sumo Logic Dojo AI. Unlike a traditional agent, it doesn’t launch queries or carry out actions on its own. Its purpose is to narrate, not act. In doing so, it becomes the foundation for every other decision in the dojo.

Network administrators are always seeking to gain a deeper understanding of their Windows-based environments. Windows Management Instrumentation (WMI) enables their network monitoring tools to access system information, manage configurations and automate tasks. It provides a vital role in network monitoring by providing a standardized interface for querying and controlling system components. A complex set of permissions governs WMI access.

Two weeks ago, we hosted IDPCON 2025, and the response has been overwhelming. Over 250 engineering leaders from 20+ countries joined us for 12 sessions featuring speakers from Canva, Skyscanner, Blackstone, and more. Attendees participated in discussions at 20+ roundtables, sharing strategies and challenges around engineering excellence and internal developer portals.

Picture this: you’ve achieved your second lifelong dream of being a contestant on Jeopardy! Now it’s time for the fateful “final answer.” The good news? You’ve got a comfortable lead over your fellow contestants, and a correct response means eternal bragging rights. The bad news? Miss this one, and everyone — your family, coworkers, dentist, mechanic — will remind you of it forever. The lights dim. The audience holds its breath.

When I ask clients to picture cloud cost optimization, they think dashboards, policies, maybe a clever right-sizing purchase. What they don’t picture? Meetings. Misunderstandings. Mistrust. To avoid FinOps failures, we need a new starting line; one that gets to the root of spend misalignment.

In early October, we launched Dimension Studio, a new visual editor for engineers and others that brings point-and-click simplicity to the same powerful, precise allocation engine CloudZero is known for. Before that, when CloudZero users built cloud cost allocations, they got it from our YAML-based CostFormation engine, a code-driven way to describe how cloud and AI costs roll up to products, customers, or teams.

Kubernetes continues to dominate as the container orchestration standard, but the way we monitor and observe clusters is rapidly evolving. As we head into 2026, Kubernetes monitoring is moving toward actionable insights, cost-aware observability, and security-first approaches. This blog dives deep into what engineers, architects, and platform teams should watch for in the year ahead — with real-world examples for context.

It is not just your business. Enterprises worldwide face recurring technical issues related to authentication failures and access problems. These errors often pop up, especially in scenarios with service connection setups, pod/start failures, or integration issues. Most of the time, these errors indicated failed deployments, pods failing to pull images, or intermittent authentication/access errors.