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Cloud Journal

Cloud Journal

Practical, provider-accurate writing on cloud infrastructure, developer workflows, security fundamentals and the decisions behind choosing a cloud.

All topics AI Infrastructure Cloud Fundamentals Cloud Migration Developer Workflows DevOps & Automation Infrastructure & Networking Provider Guides Security Fundamentals Startups & Business Storage & Data
Illustration of two meters tracking request rate and token consumption against an AI API quota
AI Infrastructure

Rate Limits and Quotas for Cloud AI APIs

Cloud AI APIs meter both requests and tokens, and the token meter is usually the one that stops you. This…

6 min read
Illustration contrasting a multi node training cluster with a fleet of independent inference replicas
AI Infrastructure

AI Training vs Inference Infrastructure

Training is a throughput bound batch job and inference is a latency bound service, and almost every infrastructure difference follows…

6 min read
Illustration of a cloud cost breakdown showing accelerator hours, token usage and storage for an AI workload
AI Infrastructure

The Cost of AI Workloads in the Cloud

AI bills are shaped by expensive units, allocation based billing and token metered APIs. This guide covers idle capacity, prompt…

6 min read
Illustration of three routes to building an AI application across different cloud providers
AI Infrastructure

Choosing a Cloud for AI Development

There is no single best cloud for AI, only a best fit for your route. This guide separates managed model…

6 min read