Engineering Blog

Attackers are using stolen AWS credentials to run expensive LLMs on Amazon Bedrock, leaving victims with six-figure bills. Here's how the attack works and how to prevent and detect it.

Stopping a GCP GPU VM surrenders your hardware to the public pool. Learn how to use Compute Engine zonal reservations to guarantee capacity during routine maintenance and driver updates.

Part 2 of FinOps as Code: generate allocations, budgets, and alerts from one team map, export reports as PDFs, and manage your DoiT tenant, roles, and service accounts with Terraform.

AI agents spend most of their runtime idle, but Kubernetes bills for every Pod. Agent Substrate snapshots agent state and resumes it in under a second on a shared pool of warm sandboxes.

A vendor demo won't tell you how a CFM tool handles your real environment. These 10 questions, built on Gartner's evaluation criteria, separate real capability from marketing claims.

AI cost management extends FinOps to tokens, GPUs, and agentic workloads. Here's how Gartner's CFM evaluation criteria are evolving to cover AI spend, and what to look for in tooling.

Learn how to implement effective cloud financial management with our step-by-step guide. Significantly reduce your costs while maintaining performance.

Eight cloud cost management platforms evaluated in depth against Gartner's four CFM capabilities, plus a categorized ranking of 20+ tools so you know which category fits your gap before any demo.

An MSP remotely manages your IT and cloud environments on a subscription basis. This guide covers core services, pricing models, MSP vs MSSP vs CSP, and how AWS, Azure, and Google Cloud validate MSPs.

A control-by-control breakdown of AWS MSP Validation Checklist 8.0: 24 new AI-first controls, 27 updates, key deadlines, and how to protect your MSP incentive before the 2027 cutover.

Two AgentCore line items on your AWS bill can't tell you margin per tenant. We deploy a GPU rendering agent and use an eBPF sensor to attribute Bedrock and GPU costs per customer.