This article serves the same Gemma 4 build from an Amazon SageMaker endpoint and from a plain EC2 instance with the same GPU, on an NVIDIA T4 and an NVIDIA L4, and prices both against Compute Engine and Cloud Run. A suite of Python MCP tools is built to simplify management of the vLLM hosted dep...
Source: [Dev.to](https://dev.to/aws-builders/gemma-4-on-amazon-sagemaker-or-a-vm-the-same-model-server-at-140x-the-price-pfl)