VOD pipelines are the largest video workload by volume and the most operational. These pieces cover broadcast-grade VOD transcoding (mezzanine ingest through ABR ladder packaging), petabyte-scale archive migration, the ladder generation logic, the QC stages that catch HDR metadata loss, and the deployment patterns that keep tens of millions of minutes per month flowing reliably.