Blogs

Introduction In a video streaming application, successfully playing a video is only the beginning. For a good viewer experience, we also need to know how quickly playback starts, whether the video buffers, how Adaptive Bitrate (ABR) behaves, which devices experience failures, and whether DRM, network, CDN, or player issues are affecting playback. This is where […]

INTRODUCTION Have you ever woken up to a dozen AWS health notifications, each one technical, urgent, and demanding your immediate attention? Imagine it’s 2 a.m. and AWS sends a health notification: an EC2 instance is being retired in 48 hours. Ten minutes later, a second email arrives about a mandatory RDS upgrade. By morning, there […]

Introduction Azure AI Foundry (formerly Azure AI Studio) is Microsoft’s unified platform for building, deploying, and governing AI applications on Azure. It brings the model catalog, prompt orchestration, agent tooling, and evaluation/monitoring under one workspace structure instead of stitching together separate Azure OpenAI, Azure AI Search, and Machine Learning resources by hand. It matters because […]

Introduction Running Kubernetes workloads on Amazon EKS is easy, but running them in a cost-effective way is a different challenge. Many organizations start their Amazon EKS clusters with Managed Node Groups based on Auto Scaling Groups (ASGs). This is a reliable approach but often results in over-provisioning of infrastructure as worker nodes are kept running […]

Introduction Someone asked me last week whether Cost Explorer works like Resource Explorer, just for billing. It’s a reasonable guess. Same suffix, same console, both let you slice things by region. The guess is wrong in a way that costs people real time, so it’s worth pulling apart. One is a search index. The other […]