# MLOps with Databricks // Maria Vechtomova // #314

Page: https://stenobird.com/podcast/mlops-community/mlops-with-databricks-maria-vechtomova-314
Text version: https://stenobird.com/podcast/mlops-community/mlops-with-databricks-maria-vechtomova-314.md
Podcast: [MLOps.community](https://stenobird.com/podcast/mlops-community)
Published: 2025-05-13T16:05:53+00:00
Episode link: https://podcasters.spotify.com/pod/show/mlops/episodes/MLOps-with-Databricks--Maria-Vechtomova--314-e32piv6
Audio file: https://anchor.fm/s/174cb1b8/podcast/play/102599078/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2025-4-13%2F400169767-44100-2-e7707bb8bcd08.mp3
Processing state: processed
JSON: https://stenobird.com/v1/public/podcasts/mlops-community/episodes/mlops-with-databricks-maria-vechtomova-314
Duration seconds: 3163

## Resource

MLOps with Databricks // MLOps Podcast #314 with Maria Vechtomova, MLOps Tech Lead | Founder at Ahold Delhaize | Marvelous MLOps. Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter // Abstract The world of MLOps is very complex as there is an endless amount of tools serving its purpose, and it is very hard to get your head around it. Instead of combining various tools and managing them, it may make sense to opt for a platform instead. Databricks is a leading platform for MLOps. In this discussion, I will explain why it is the case and walk you through Databricks MLOps features. // Bio Maria is an MLOps Tech lead with over 10 years of experience in Data and AI. For the last 8 years, Maria has focused on MLOps and helped to establish MLOps best practices at large corporations. Together with her colleague, she co-founded Marvelous MLOps to share knowledge on MLOps via training, social media posts, and blogs. // Related Links Website: marvelousmlops.io MLOps Course discount code: MLOPS100 for the podcast listeners - https://maven.com/marvelousmlops/mlops-with-databricks?promoCode=MLOPS100 ~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~ Catch all episodes, blogs, newsletters, and more: https://go.mlops.community/TYExplore Join our Slack community [ https://go.mlops.community/slack ] Follow us on X/Twitter [ @mlopscommunity ]( https://x.com/mlopscommunity ) or [LinkedIn]( https://go.mlops.community/linkedin )] Sign up for the next meetup: [ https://go.mlops.community/register ] MLOps Swag/Merch: [ https://shop.mlops.community/ ] Connect with Demetrios on LinkedIn: /dpbrinkm Connect with Maria on LinkedIn: /maria-vechtomova Timestamps: [00:00] Maria's preferred coffee [00:42] Takeaways [02:48] Why Databricks for MLOps [09…

## Actions

- request_transcript: `POST https://stenobird.com/v1/public/podcasts/mlops-community/episodes/mlops-with-databricks-maria-vechtomova-314/transcription-requests` — Idempotently request low-priority transcript generation for this episode.
- read_markdown: `GET https://stenobird.com/podcast/mlops-community/mlops-with-databricks-maria-vechtomova-314.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.