Sofia Lindström writes that cloud GPU pricing has diverged sharply in 2026, with AWS offering the lowest single-H100 on-demand rate at $6.88/hr while Azure's eight-GPU node pushes per-GPU costs to $12.29/hr. Azure leads in spot discounts at roughly 80% and object storage at $0.0184/GB-month, but its GPU premium makes it the priciest option for accelerator-heavy workloads.
- Google Cloud enforces an eight-GPU on-demand minimum for H100s, forcing small teams to pay for six unused accelerators
- Specialist GPU clouds like RunPod price H100s at $2.89/hr, a 2.4x discount versus AWS's on-demand rate
- Secondary charges (storage, public IP, egress) add 25-40% on top of advertised VM rates across all three hyperscalers
- AWS P5 GPU quota approval requires written justification and takes 3-7 business days
- Google Cloud enforces an eight-GPU on-demand minimum for H100s, forcing small teams to pay for six unused accelerators
- Specialist GPU clouds like RunPod price H100s at $2.89/hr, a 2.4x discount versus AWS's on-demand rate
- Secondary charges (storage, public IP, egress) add 25-40% on top of advertised VM rates across all three hyperscalers
- AWS P5 GPU quota approval requires written justification and takes 3-7 business days
Amazon S3 Batch Operations allows you to process hundreds, millions, or even billions of S3 objects efficiently. You can perform various actions such as copying objects, setting tags, restoring from Glacier, or invoking AWS Lambda functions on each object without writing custom code.
The author explores the use of Gemma 2 and Mozilla's llamafile on AWS Lambda for serverless AI inference
Moreover, LAMBDA is the true lambda that we know and love: a lambda can be an argument to another lambda or its result; you can define the Church numerals; lambdas can return lambdas, so you can do currying; you can define a fixed-point combinator using LAMBDA and hence write recursive functions; and so on. (Additionally, since lambdas can be named, they can directly call themselves recursively, which is much more convenient than using a fixed-point combinator.)
