Kyverno 1.17 is a landmark release that marks the stabilization of our next-generation Common Expression Language (CEL) policy engine. While 1.16 introduced the “CEL-first” vision in beta, 1.17 promotes these capabilities to v1, offering a high-performance,…
OpenTelemetry Collector vs agent: How to choose the right telemetry approach
As cloud-native architectures continue to mature, observability has become a foundational requirement rather than an optional add-on. According to the Cloud Native Computing Foundation, OpenTelemetry continues to grow its contributor base and remains the second highest…
Reclaiming underutilized GPUs in Kubernetes using scheduler plugins
The problem nobody talks about GPUs are expensive; and yours are probably sitting idle right now. High-end GPUs (for example, NVIDIA A100-class devices) can cost $10,000+, and in a Kubernetes cluster running AI workloads, you might…
How to build a cost-effective observability platform with OpenTelemetry
The challenge Managing millions of concurrent connections during global events like flash sales and online voting requires resilient, scalable observability. At STCLab, we operate platforms including a bot mitigation platform and traffic management platform that support…
From chaos to clarity: How OpenTelemetry unified observability across clouds
Modern applications rarely live in a single place anymore. One organization’s application footprint was spread across AWS, Azure, and GCP, with some workloads still running on-prem. This multi-cloud approach gave them resilience and flexibility, but it…
Akamai Builds Cloud Native Resilience: Cloud credits to power CNCF projects
Akamai, a CNCF Gold member since 2023 and a committed supporter of open source infrastructure, is generously donating $1,000,000 in annual cloud credits. The donation will support both the Linux Foundation and Cloud Native Computing Foundation….
Introducing the CNCF End User Contributor Program: Earn Access, Influence, and Recognition
The cloud native ecosystem runs on the contributions from many sources– including vendors, developers, academics, and importantly, end users. The real-world production experience of end-user organizations is essential for project evolution and growth. If your organization…
Bringing data center observability into the cloud native world
When people talk about cloud-native observability, the conversation usually revolves around applications, containers, and microservices. However, under those layers lies an equally critical foundation: The physical data center. Servers, storage systems, and networks ultimately host every…
Adding distributed tracing to AI Gateway: My LFX mentorship journey
In today’s rapidly evolving AI landscape, effectively monitoring and debugging AI Gateways has become a critical challenge. This article shares my complete experience through the LFX Mentorship program, where I added OpenTelemetry distributed tracing support to…
Fluentd to Fluent Bit: A migration guide
Fluentd was created over 14 years ago and still continues to be one of the most widely deployed technologies for log collection in the enterprise. Fluentd’s distributed plugin architecture and highly permissive licensing made it ideal…