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Setup Resilient Airflow 2.0.1 using Docker and Docker Swarm
Updated on Sep, 2026
Programming, Database and Design Development,
Training 5 or more people ?
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Why Am I conducting this course? When I started configuring airflow in my organisation, I spent many weeks on writing Docker Compose files for each airflow component.
The Airflow community provides a single Docker compose file, which installs all the components on a single machine. It works fine for practicing purposes. But in production, we setup each component on different machines. Also, there is no Docker image available on the Docker registry to start airflow through Docker Swarm.
Overall, I contributed many sleepless nights to achieve fault-tolerant, resilient, distributed, Highly Available airflow using Docker Swarm. I consolidated all my learning and knowledge into this course. So that others don't need to struggle like mine.
What do you Learn From this Course? The primary objective of this course is to achieve resilient airflow using the Docker and Docker Swarm. I am using the latest stable airflow (2.0.1) throughout this course.
At first, we study all the required Docker concepts. Don't worry if you have no prior experience on Docker. I cover all Docker-necessary concepts that are used in this course. In the second module, we investigate Airflow 2.0 and understand the additional advantage over Airflow 1.x. We discover the airflow HA architecture and discuss each system requirement.
After this, we acquire these machines from AWS and start containerising one-by-one applications using Docker Compose. At the end, we run multiple airflow schedulers and benchmark them.
The last module is on Docker Swarm, and we witness how easy it is to setup the entire airflow just by running a few Swarm commands. In the beginning, we learn all the swarm concepts, architecture, commands, and networking. We translate the docker compose file into the docker service command. Subsequently, we create a swarm cluster and trigger one-by-one airflow services on it.
Check out the detailed breakdown of what’s inside the course
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