{"type":"post","id":"lend-and-borrow-resources-across-teams-with-aws-d0258e","slug":"lend-and-borrow-resources-across-teams-with-aws-d0258e","title":"Lend and borrow resources across teams with AWS Batch’s quota management for SageMaker Training jobs","description":"AWS has introduced quota management in AWS Batch for SageMaker Training jobs.","retrieval_nugget":"AWS has introduced quota management in AWS Batch for SageMaker Training jobs. Teams can divide GPU capacity into shares, lend unused capacity across those shares automatically, and use preemption to put the highest-priority training work first—turning a shared training pool into a scheduler-managed resource rather than a manual coordination problem.","published_at":"2026-10-30","updated_at":"2026-10-30","record_date":"2026-10-30","date_kind":"published_at","topics":[],"entities":["AWS","AWS Batch","Amazon SageMaker","SageMaker Training"],"related_patterns":[],"novelty_label":"new_fact","what_changed":"AWS Batch adds quota shares, automatic lending of idle GPU capacity, and preemption to prioritize SageMaker Training jobs—distinct from the prior HyperPod cluster-sharing architecture.","prior_refs":["memory:04c1deaa-d7fb-8aa6-abf4-92e24281b0d9"],"source_url":"https://aws.amazon.com/blogs/machine-learning/lend-and-borrow-resources-across-teams-with-aws-batchs-quota-management-for-sagemaker-training-jobs","source_urls":["https://aws.amazon.com/blogs/machine-learning/lend-and-borrow-resources-across-teams-with-aws-batchs-quota-management-for-sagemaker-training-jobs"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:lend-and-borrow-resources-across-teams-with-aws-d0258e","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/lend-and-borrow-resources-across-teams-with-aws-d0258e/","markdown":"https://newruntime.com/posts/lend-and-borrow-resources-across-teams-with-aws-d0258e.md","json":"https://newruntime.com/posts/lend-and-borrow-resources-across-teams-with-aws-d0258e.json"},"next_reads":[{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}