Operations | Monitoring | ITSM | DevOps | Cloud

Kubernetes has become a standard foundation for modern containerized applications, but operating clusters still requires significant engineering work. In the CNCF’s 2025 annual cloud native survey, published in January 2026, 82% of container users reported running Kubernetes in production. As adoption matures, the question for many teams is no longer whether to use Kubernetes, but how much of the operational burden they want to own.

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Table of Contents GPU sharing with NVIDIA hardware is becoming easier to adopt in Kubernetes but it hasn’t been easier to observe. Time-slicing lets multiple workloads share the same GPU. MPS allows CUDA workloads to execute concurrently. Schedulers like KAI make it easier to manage these shared environments. But sharing a GPU introduces a problem that is easy to underestimate.

Wondering what the big deal is with Black Friday? And why does every business on earth seem to be obsessed with the quasi-holiday? Or are you just looking for great deals? Black Friday has become a sort of global cultural institution. Everyone knows about it, some look forward to it, and a few go crazy for the big day. It may be hard to believe, but Black Friday hasn't always been a thing, and it's actually a relatively recent development.

Incident handling primer to help Google Cloud Platform customers design and practice reliability incident response and minimize business impact.

Most of what runs on a modern platform is built to stay up. Applications serve requests, workers process queues, and managed services keep databases and caches available around the clock. But a meaningful share of the real work does not fit that always-on shape.