What’s the one thing that’s the most fuzzy in your understanding? (thread)

practical use cases for using and managing multiple workspaces

How to limit access to blocks based on work pools E.g. job in work pool dev can't local a block with config for production

Real time use case of transactions with respect to Data Engineering and Data science. ore curious

What is the best practice or tips to keep the prefect client version and prefect server version in sync? We ran into multiple issues with version mismatches for both Prefect cloud and Prefect self-hosted.

In our case, we have a requirement.txt file also copied into Github Repo, and that aligns with the perfect server version. So anyone who wants to use prefect (a new employee) they can just take the prefect code in Github, clone and create a virtual environment that needed to run. Atleast that is how we are managing it on our side. I changed my laptop 2 times in last 1 and half year and this method helped to get the prefect cli prefect server and all the packages needed in less than 5 mins and keep in sync with rest of the team.

That's helpful, thank you Sunny!

Transactions with ML & DVC example: https://www.prefect.io/blog/transactional-ml-pipelines-with-prefect-3-0

Thanks @Jeff Hale. This is exactly what I was looking for. No idea how did I miss it. I try to read everything you post. Thanks again!