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Running ComfyUI workflows on Amazon SageMaker AI processing jobs

AWS Machine Learning Blog · Jun 22, 2026 · Engineering Insights

AWS shows how to run ComfyUI generative-AI workflows on SageMaker processing jobs for batch image generation at scale.

“ComfyUI is a node-based, visual workflow builder for generative AI that makes it straightforward to compose, test, and iterate on complex image, audio, or video pipelines without coding every step.”

AWS published a tutorial on deploying ComfyUI workflows on SageMaker AI processing jobs to batch-generate hundreds of images using GPU-accelerated, pay-per-second infrastructure provisioned via CDK. It is a practical implementation guide aimed at automating enterprise content pipelines rather than a major industry announcement, with the only notable model mention being Z-Image Turbo's S3DiT architecture.

aws sagemaker comfyui generative-ai image-generation mlops

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