Operations | Monitoring | ITSM | DevOps | Cloud

Definition: Parallel execution in CI is the practice of running independent build, test, or deployment tasks concurrently to reduce feedback time, improve resource utilization, and control infrastructure costs. Developers often spend almost half their time waiting for builds that could be faster. Simply adding more resources is not enough. Real improvements come from planned parallelism, using concurrency together with test intelligence, caching, and strong governance.

Splunk is built around a deceptively simple premise: get your data in, search it, and act on it. In practice, the gap between “get your data in” and “data that actually works in Splunk ES” is where most of the engineering effort goes. CIM normalization is non-trivial. Technology Add-on development is slow. Volume-based licensing penalizes growth. And the combination means that as environments expand, Splunk becomes harder to operate efficiently.

Early in his career, Kelsey Hightower made a bet. The load balancer his team was running was consuming too much memory, and he was convinced he knew the fix. He told his manager: “If it doesn’t work, fire me. But I think I can make it work.” The fix was HAProxy. It was a story he shared publicly for the first time at HAProxyConf 2025, where he delivered a keynote address, “The Fundamentals.”

During International Women’s Month, we celebrate women whose technical work changed entire industries. But the lessons from engineers like Margaret Hamilton aren’t seasonal, they’re fundamental to how we should approach software development every single day. Margaret coined the term “software engineering” and built the code that landed humans on the moon. Her approach to rigor is as relevant to your next Git commit as it was to Apollo 11’s descent engine.

Most engineering teams don’t migrate their on-call and paging systems unless absolutely necessary. No matter how painful their current solution, it's one of those changes that people put off for as long as possible because the cost is real. The disruption, the retraining, the risk of missing a critical page during the transition. It's not something you do on a whim.

Today, we’re excited to introduce the beta release of MicroCloud Cluster Manager, a new way to discover, organize, and operate your MicroCloud environments from a single, unified interface. MicroCloud is an open source cloud platform that makes it simple to create lightweight, resilient clusters anywhere. As teams scale from one cluster to many, visibility and coordination quickly become essential. Cluster Manager is built to solve exactly that.

How platform and SRE teams are using Mezmo's open-core agent framework — with any LLM, any tools, any observability backend.

Women leaders from CloudZero, Campfire, and Preql AI sat down to talk about what it actually takes to modernize finance in 2026 — AI spend, smarter tooling, and the skills that matter now for finance practitioners and executives looking to manage cloud and AI spend in a rapidly changing and unpredictable financial environment. On March 19, 2026, CloudZero and Campfire co-hosted a virtual panel in honor of International Women’s Month, called Building the Finance Function for the Future.

Imagine knowing every detail of your data center as it happens. Real-time data makes this possible. You can monitor systems, track performance, and adjust resources on the fly. This proactive approach leads to smoother operations and reduced downtime. By constantly having up-to-date information, you can maintain peak efficiency in your facility. Such insights allow you to optimize cooling and power use, which are crucial to keeping costs down.