Every rendition multiplies the bill
Transcoding cost scales with output minutes, so a five-rung ABR ladder costs five times the source length. Match the ladder to real viewing devices. Pair with the CDN bandwidth calculator for delivery.
Transcoding costs scale with ladders, not videos
Cloud transcoding bills per output minute — roughly $0.015–$0.03/min for HD tiers. The multiplier people miss is the ABR ladder: one source video encoded to six renditions bills six times the minutes. A 10-minute upload with a standard 1080p/720p/480p/360p ladder is 40+ billable minutes. Per-title encoding and content-aware ladders cut rendition counts meaningfully. For steady volume, a GPU spot instance running ffmpeg costs 5–10× less per minute than managed services — the managed premium buys you queue management and format edge cases, which is a fair trade only until volume makes it not.