Running FFmpeg at scale demands different patterns than running it once. These pieces cover queue-driven autoscaling, fleet diversification across instance types and AZs, partial-success ABR retries, audit-trail design, encoder-version pinning, and the specific failure modes that show up only above ~50K jobs/day. For teams scaling video infrastructure.