https://github.com/chandulal/airflow-testing

Airflow Unit Tests and Integration Tests
https://github.com/chandulal/airflow-testing

airflow airflow-dags airflow-testing testing

Last synced: about 1 month ago
JSON representation

Airflow Unit Tests and Integration Tests

• Host: GitHub
• URL: https://github.com/chandulal/airflow-testing
• Owner: chandulal
• Created: 2018-08-06T17:32:56.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2022-11-16T05:35:05.000Z (about 2 years ago)
• Last Synced: 2024-08-07T23:39:38.172Z (5 months ago)
• Topics: airflow, airflow-dags, airflow-testing, testing
• Language: Python
• Homepage:
• Size: 465 KB
• Stars: 252
• Watchers: 10
• Forks: 45
• Open Issues: 3
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# Airflow Testing

This project contains different categories of tests with examples. 

 

## Five Categories of Tests

1. DAG Validation Tests: To test the validity of the DAG, checking typos and cyclicity.

2. DAG/Pipeline Definition Tests: To test the total number of tasks in the DAG, upstream and downstream dependencies of each task, etc.

3. Unit Tests: To test the logic of custom Operators, custom Sensor, etc.

4. Integration Tests: To test the communication between tasks. For example, task1 pass some information to task 2 using Xcoms.

5. End to End Pipeline Tests: To test and verify the integration between each task. You can also assert the data on successful completion of the E2E pipeline.

Clone this repo to run these test in your local machine.

## Unit Tests

Unit tests cover all tests falls under teh first four categories.  

#### How to run?

1. Build the airflow image. Go to project root directory and run 


    ```docker build . -t airflow-test```

2. Run the unit tests from the docker. Use your repository location for **{SourceDir}** (Eg. If you cloned your repo at `/User/username/airflow-testing/` then 

SourceDir is `/User/username`.)

     ```docker run -ti  -v {SourceDir}/airflow-testing:/opt --entrypoint /mnt/entrypoint.sh airflow-test run_unit_tests```

## End-to-End Tests

End-to-End tests cover all tests of category five. To run these tests, 

we need to set up airflow environment in minikube. Also, we need to set up

all the component required by your DAGs. 

#### Minikube set up

   

Prerequisite:

    

    git clone https://github.com/chandulal/airflow-testing.git

    brew cask install virtualbox (run if you don't have virtual box installed)

    


Install minikube

    

    brew cask install minikube

    brew install kubernetes-cli

    minikube start --cpus 4 --memory 8192

    


#### Mount DAGs, Plugins, etc.

Mount all your DAGs,Plugins, etc. in minikube

    
 

    minikube mount {project dir}/src/main/python/:/data

    

    

#### Deploy Airflow in minikube


Open new terminal. Go to project root dir and run:

    
 

    kubectl apply -f airflow.kube.yaml

    


wait for 3-4 min to start all airflow components.

This will set up following components: 


   * Postgres (To store the metadata of airflow)

   * Redis (Broker for celery executors)

   * Airflow Scheduler

   * Celery Workers

   * Airflow Web Server

   * Flower

   

#### Access Airflow   

Get minikube ip by running ```minikube ip``` command

Use minikube ip and access: 

    **Airflow UI:** {minikube-ip}:31317 

    

    **Flower:** {minikube-ip}:32081

#### How Airflow works in minikube?

![minkube_airflow_architecture](https://github.com/chandulal/airflow-testing/blob/master/how_minikube_work.png)

#### How to run these tests?

1. Install all required components to run your DAGs in minikube. To run integration tests,

available in this repo, we required MySQL and Presto on minikube.

    

    kubectl apply -f {SourceDir}/k8s/mysql/mysql.kube.yaml

    kubectl apply -f {SourceDir}/k8s/presto/presto.kube.yaml

    
 


2. Run the integration tests from the docker. Use absolute path of this repository in your machine for **{SourceDir}**

     ```docker run -ti  -v {SourceDir}/airflow-testing:/opt --entrypoint /mnt/entrypoint.sh airflow-test run_integration_tests {minikube-ip} ```