Moving Beyond Legacy Schedulers: The Strategic Case for Modern Orchestration

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Legacy schedulers like Control-M and AutoSys were built for batch jobs and on-premises infrastructure. They were never designed for multi-cloud deployments, production AI pipelines, or the development velocity modern data teams require. This whitepaper lays out the 5 critical considerations for migrating off legacy schedulers to modern orchestration, without disrupting operations or trading one form of lock-in for another.

How legacy schedulers’ architectural limitations get in the way of productionizing AI initiatives
The true cost of technical debt most organizations carry by staying on legacy platforms rather than modernizing
How Autodesk migrated 500+ Dags off Oozie to Astro in just 12 weeks, achieving 33% faster deployment cycles and 60% reduction in technical debt

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