Commoditization of Video Processing Infrastructure

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Lenny Bogdonoff, co-founder and CTO of Milk Video, on the video infrastructure value chain

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paying Mux $3 or $4 an hour does not make any sense when you can do the same thing for 70 or 80 cents at a time.
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This pricing gap shows that basic video processing is sliding out of premium software and into cheap cloud plumbing. For Milk, the job is not magical video infrastructure, it is taking a webinar file, finding the useful moments, styling them into clips, and shipping them fast. If AWS Lambda plus FFmpeg can handle transcoding and packaging for a fraction of the cost, the expensive layer gets pushed upward into workflow, design, analytics, and distribution.

  • The concrete task here is mostly file conversion. A raw recording has to be transcoded, chopped into streaming friendly segments, stored, and served back as a player URL. Mux sells that as one API. Milk is saying those steps can be stitched together with Lambda, FFmpeg, and S3 cheaply enough that paying a large markup stops penciling out.
  • This is why infrastructure vendors split into two businesses. Mux pairs video processing with a higher value data product that measures playback quality at scale. Wistia, by contrast, moved away from generalized infrastructure toward marketing software, where video helps generate leads and prove ROI instead of sitting in a buyer's COGS line.
  • The economic logic changes with scale and use case. Wistia built its own encoder because third party encoding would have been far more expensive at its volume, while Bitmovin differentiated with ultra fast encoding. In other words, once encoding becomes common, the durable edge comes from either operating cost, speed, or a workflow customers cannot easily rebuild themselves.

The direction is toward video infrastructure becoming an invisible default inside broader products. As browser APIs improve and AI handles more editing and search, standalone processing vendors will keep moving toward analytics, interactivity, and specialized enterprise workflows, while application companies capture more of the value closer to the end user and the budget owner.