Unleash Data Pipeline Power: Effortless Python Package Installation in Airflow with Docker
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- Опубліковано 19 вер 2024
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import python library:-
create requirement.txt file with python dependency:-
tweepy
create Dockerfile with below command
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FROM apache/airflow:2.5.1
COPY requirement.txt /requirement.txt
RUN pip install --user --upgrade pip
RUN pip install --no-cache-dir --user -r /requirement.txt
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then build image with below command:-
docker build . --tag extended_airflow:latest
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chanage airflow docker-compose file chnage image file name :-
image: ${AIRFLOW_IMAGE_NAME:-extending_airflow:latest}
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run docker-compose file again with below command
docker-compose up -d --no-deps --build airflow-webserver airflow-scheduler
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Discover the power of Docker in simplifying the installation process of Python packages within your Airflow environment. In this tutorial, we walk you through the step-by-step procedure of containerizing your Airflow setup, enabling seamless installation and management of Python packages. Learn how Docker can enhance your data pipelines by ensuring consistent package versions and eliminating dependency conflicts. Join us in this exciting journey of boosting your Airflow productivity with Docker!
thank you, it helps me fix my error
Thanks for watching. I am happy to see that it helped you 😊
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hi
the command
docker-compose up -d --no-deps --build airflow-webserver airflow-scheduler
is changing the containers (you can notice from the containers IDs) means when i want to add a requirement all my data in the containers will be lost!
what is the solution!
good tutorial bro
Thanks bro
hi, i follow it step by step but i can not start ok de airflow when i try to use dependencies , my container is unhealthy, i do not why
Please check docker desktop installation.
Please let me know the error message
Hi, I am trying to install langchain py package with the dockerfile, import is unsuccessful due to python version. How to change python version to 3.10 with same airflow version
You have mention python version in your dockerfile
Hi Sumit bro, i have applied this approach to get the dbt packages installed but still im getting module not found error. Although the installation went smooth. Need help
Ping me on WhatsApp 8147085086