# How Snowflake Simplifies Production ML Inference at Scale Page: https://stenobird.com/podcast/the-business-compass-llc-podcasts-7078188/how-snowflake-simplifies-production-ml-inference-at-scale Text version: https://stenobird.com/podcast/the-business-compass-llc-podcasts-7078188/how-snowflake-simplifies-production-ml-inference-at-scale.md Podcast: [The Business Compass LLC Podcasts](https://stenobird.com/podcast/the-business-compass-llc-podcasts-7078188) Published: 2026-05-27T06:28:53+00:00 Episode link: https://podcast.businesscompassllc.com/e/how-snowflake-simplifies-production-ml-inference-at-scale/ Audio file: https://mcdn.podbean.com/mf/web/x9nzjmw7dgd8fey3/044e7003-33a6-42ad-b04e-08803dbdb4f7.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/the-business-compass-llc-podcasts-7078188/episodes/how-snowflake-simplifies-production-ml-inference-at-scale Duration seconds: 739 ## Resource Machine learning teams at enterprise companies face a common challenge: deploying models that can handle thousands of predictions per second without breaking the bank or compromising on performance. Traditional ML infrastructure often requires complex orchestration, expensive compute resources, and dedicated engineering teams just to keep models running smoothly. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/the-business-compass-llc-podcasts-7078188/episodes/how-snowflake-simplifies-production-ml-inference-at-scale/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/the-business-compass-llc-podcasts-7078188/how-snowflake-simplifies-production-ml-inference-at-scale.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.