An orchestration framework is a software layer that coordinates, schedules, and monitors complex workflows across multiple services, jobs, or infrastructure components. It provides a central control plane to define dependencies, automate execution, and handle failures or retries, improving reliability and observability for distributed systems and data/ML pipelines.