12/15/2023 0 Comments Trigger airflow dag remotelyReplace cron jobs: monitoring cron jobs is hard and tedious. Here are some possible use cases of Airflow: In Layman’s term, Airflow is an orchestration tool, which means it will trigger tasks on schedule, or when certain events happen (such as an API call or when a sensor operator senses an action). It has seen been an essential part of my toolkit. I started using Airflow to orchestrate ETL processes for our company’s data lake on GCP a couple of years back. You can build and automate all sorts of systems using Airflow, and it is especially popular amongst data professionals. ![]() Įasy to use: Anyone who knows Python can create pipelines with Airflow for various purposes, including data engineer pipeline, automate building machine learning models, or infrastructure automation.Some notable integrations include AWS, GCP, Spark, and most SQL databases. Plenty of integrations: chances are Airflow already has integration with your data systems. Useful UI: Airflow UI helps visualize your workflow and provides visibility for your pipeline. Finally, elegant means you can have your pipeline lean and explicit with parameters and Jinja templating.ĭeveloped in Pure Python: develop your pipeline using only Python, which is the language of choice for data scientists and data engineers. Dynamic means dynamic pipeline generation, extensible means you can easily write your custom operators/integrations. ![]() Scalable means you can effortlessly scale your pipeline horizontally. Fast forward to today, hundreds of companies are utilizing Airflow to manage their software engineering, data engineering, ML engineering pipelines.Īirflow was developed with four principles in mind, which are scalable, dynamic, extendable, and elegant. ![]() So what is Airflow? How can you use it? And how to set it up locally and remotely? Why Airflow?Īirflow is a workflow management platform developed and open-source by AirBnB in 2014 to help the company manage its complicated workflows. Airflow has been around for a while, but it has gained a lot of traction lately.
0 Comments
Leave a Reply. |
AuthorWrite something about yourself. No need to be fancy, just an overview. ArchivesCategories |