Engineering Blog

A side-by-side look at Snowflake's top competitors across hyperscaler warehouses, lakehouse platforms, and legacy vendors, with a framework to evaluate cost, performance, and multi-cloud tradeoffs.

Anthropic charges per token, with output costing 5x input across every Claude model. Learn how to forecast AI spend and unlock up to 90% savings with caching and batching.

Cloud health monitoring connects cost efficiency, performance reliability, and resource utilization into one operational view—then turns signals into automated action.

AWS EC2 rates are only half the story. Learn how data transfer, EBS, and IPv4 charges inflate bills 40-50%, and how FinOps teams can optimize spend.

AWS costs drift when FinOps teams rely on monthly reviews. Learn the strategies, native tools, and automation patterns that turn one-time cuts into sustained savings.

Kubernetes jobs creating metric loss and cardinality explosions? Learn how vmagent streaming aggregation solves observability for ephemeral workloads at scale.

Misconfigured Google API keys are being abused to generate AI content on someone else's dime. Here's how the attack works — and a free open source tool to find exposed keys.

Google Cloud's API billing model is more nuanced than it appears. Discover how the 'Client' project determines who pays, and how to attribute costs correctly across business units.

AI coding tools ship code fast, but leave teams without a record of why. Here's how Kiro's spec-driven workflow and ADRs aim to close that gap.

GKE's new Active Buffer feature eliminates node provisioning delays by maintaining warm capacity, reducing scale-out latency from minutes to seconds.

AI coding tools deliver real productivity gains, but don't necessarily improve software quality or organizational learning—a gap worth understanding.