Lee Mendelowitz
01/27/2024, 6:04 PMMarvin
01/27/2024, 6:04 PMpush_to_s3
runs only once while deploying multiple flows, consider the following strategy:
1. Use a Control Flow: Modify your deployment logic so that push_to_s3
is conditionally executed. For instance, you could use a control flow mechanism to check if the S3 push has already been completed for the current deployment session.
2. Use Prefect Task Caching: Prefect tasks can leverage caching so that if the task's inputs haven't changed, it can reuse the previous result rather than executing again. This is especially useful if your push_to_s3
step doesn't vary across flows or deployments.
3. Create a Separate Deployment Step: Isolate push_to_s3
from the flow deployment steps and run it as a separate step in your CI/CD pipeline or deployment script. This ensures it's only executed once before deploying the flows.
4. Dependency Management: Set up your flows' tasks in such a way that push_to_s3
is a dependency for the initial task of each flow and all the flows are deployed in a manner where this condition is checked just once.
Without direct experience with Prefect 2.x, I can't give you an exact code snippet, but I can suggest looking into the above strategies and adapting them to your specific deployment process.
If you have a unique configuration or if your flows must execute push_to_s3
in a certain way, consider reaching out on the Prefect community Slack or forums with your specific use case for more tailored advice.
Remember to test any changes in a staging environment prior to production to avoid any disruptions. Would you like more detailed guidance on implementing any of these strategies?Bring your towel and join one of the fastest growing data communities. Welcome to our second-generation open source orchestration platform, a completely rethought approach to dataflow automation.
Powered by