APScheduler
Prefect
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| APScheduler | Prefect | |
|---|---|---|
| 5 | 19 | |
| 5,708 | 14,586 | |
| - | 3.2% | |
| 9.1 | 10.0 | |
| 3 days ago | 7 days ago | |
| Python | Python | |
| MIT License | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
APScheduler
- Libs or advice on how to handle time in Django
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Question About Django Scheduled Tasks with APScheduler
Turns out I needed to use Background Scheduler (example) rather than BlockingScheduler. Also had to wrap the code to handle() method (required for subclasses of 'BaseCommand')...
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In the context of Python what is a Bob Job?
Maybe if your use case is “smallish” and doesn’t require the whole studio suite you could check out apscheduler for doing python “tasks” on a schedule and luigi to build pipelines.
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5 background scheduling libraries in Python you must know
APScheduler: https://github.com/agronholm/apscheduler
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Scheduling All Kinds of Recurring Jobs with Python
The most feature rich and powerful library for scheduling jobs of any kind in Python is definitely APScheduler, which stands for Advanced Python Scheduler.
Prefect
- Prefect: A workflow orchestration tool for data pipelines
- self hosted Alternative to easycron.com?
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Example typescript project repos?
If I was answering this question but for python, I'd recommend something like prefect, boto3, or tortoise-orm -- not extremely complex and with a pretty comprehensible featureset.
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I have developed a simple Task Orchestrator
However, if you are looking for something like this, but much more mature and something of a bloat to be frank, there's Prefect. Honestly, woflo borrows a lot from Prefect conceptually.
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Dabbling with Dagster vs. Airflow
Disclaimer: I work for Prefect.
It looks like we added cron and other schedule types to the deployment CLI just under a month ago[1].
Over the last couple of releases, we've also made it easier to pull deployments from GitHub or bake your flow code into Docker images instead of needing S3-like storage.
As with any product, there's always more to do, so I appreciate you sharing your thoughts. More than anywhere else I've worked, community feedback is a huge driver of product enhancements and feature development. Feel free to join our Slack community[2] if you'd like to share more feedback or ask questions.
[1] https://github.com/PrefectHQ/prefect/blob/main/RELEASE-NOTES...
- Prefect - The easiest way to automate your data
- Ask HN: Codebases with great, easy to read code?
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Prefect CLI Action
GitHub Action for running Prefect commands using the Prefect CLI.
- Perfect – Data workflow automation with Python
What are some alternatives?
schedule - Python job scheduling for humans.
dagster - An orchestration platform for the development, production, and observation of data assets.
django-schedule - A calendaring app for Django. It is now stable, Please feel free to use it now. Active development has been taken over by bartekgorny.
airbyte - The leading data integration platform for ETL / ELT data pipelines from APIs, databases & files to data warehouses, data lakes & data lakehouses. Both self-hosted and Cloud-hosted.
TaskFlow - A library to complete workflows/tasks in HA manner. Mirror of code maintained at opendev.org.
Joblib - Computing with Python functions.
doit - task management & automation tool
Spiff - A powerful workflow engine implemented in pure Python
fastapi-dramatiq-data-ingestion - Sample project showing reliable data ingestion application using FastAPI and dramatiq