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Open-Source Spotlight is our series where we're discovering open-source tools. This time, we talked about Kestra, a unified orchestrator that processes inputs and generates outputs, supporting both YAML code and a user-friendly UI. It bridges technical and non-technical workflows, integrates with tools like Docker and Git, and features in-editor documentation, autocomplete, and secret management for streamlined and collaborative workflow creation. 00:00 Introduction to Kestra and its features with Python 10:32 Using inputs and outputs in workflows and passing data between tasks 12:37 Managing dependencies and containers in Kestra 14:15 Working with output files and conditional logic 19:02 Handling missing outputs and error management 21:53 Debugging and using the Replay feature in Kestra 23:05 Error handling with notifications 24:48 Automating workflows with triggers 26:54 Backfilling data and using previous dates in Python 28:32 Visualizing workflow logic and task dependencies 28:47 Task sequencing, parallel execution, and dependency management 31:06 Contributing to the Kestra open source project 32:20 Joining the Kestra community and seeking help 33:15 Advice for new open source contributors for new open source contributors 🔗 USEFUL LINKS Kestra documentation: https://go.kestra.io/docs GitHub Repository: https://go.kestra.io/github Slack Community: https://go.kestra.io/slack 🔗 CONNECT WITH Will Russell X - https://x.com/wrussell1999 Linkedin - / wrussell1999 GitHub - https://github.com/wrussell1999 Website - https://wrussell.co.uk/videos 🔗 CONNECT WITH DataTalksClub Join the community - https://datatalks-club.slack.com/join... Subscribe to our Google calendar to have all our events in your calendar- https://calendar.google.com/calendar/... Check other upcoming events - https://lu.ma/dtc-events LinkedIn - / datatalks-club X - https://x.com/DataTalksClub Website - https://datatalks.club/ 🔗 CONNECT WITH ALEXEY X: https://x.com/Al_Grigor Linkedin - / agrigorev 📚Check our free online courses ML Engineering course - http://mlzoomcamp.com Data Engineering course - https://github.com/DataTalksClub/data... uj7jh1c6xg MLOps course - https://github.com/DataTalksClub/mlop... Analytics in Stock Markets - https://github.com/DataTalksClub/stoc... LLM course - https://github.com/DataTalksClub/llm-... Read about all our courses in one place - https://datatalks.club/blog/guide-to-... 👋🏼 GET IN TOUCH If you want to support our community, use this link - https://github.com/sponsors/alexeygri... If you’re a company, support us at [email protected]