Skip to main content

Airflow REST APIs to create and manage DAGS

Project description

OpenMetadata Airflow Managed DAGS Api

This is a plugin for Apache Airflow >= 1.10 and Airflow >=2.x that exposes REST APIs to deploy an OpenMetadata workflow definition and manage DAGS and tasks.

Development

The file development/airflow/airflow.cfg contains configuration which runs based on the airflow server deployed by the quick-start and development compose files.

You ca run the following command to start the development environment:

export AIRFLOW_HOME=$(pwd)/openmetadata-airflow-managed-api/development/airflow
airflow webserver

Requirements

First, make sure that Airflow is properly installed with the latest version 2.3.3. From the docs:

Then, install following packages in your scheduler and webserver python env.

pip install openmetadata-airflow-managed-apis       

Configuration

Add the following section to airflow.cfg

[openmetadata_airflow_apis]
dag_generated_configs = {AIRFLOW_HOME}/dag_generated_configs

substitute AIRFLOW_HOME with your airflow installation home

Deploy

pip install "apache-airflow==2.3.3" --constraint "https://raw.githubusercontent.com/apache/airflow/constraints-2.3.3/constraints-3.9.txt"
  1. Install the package

  2. mkdir -p {AIRFLOW_HOME}/dag_generated_configs

  3. (re)start the airflow webserver and scheduler

    airflow webserver
    airflow scheduler
    

Validate

You can check that the plugin is correctly loaded by going to http://{AIRFLOW_HOST}:{AIRFLOW_PORT}/restapi, or accessing the REST_API_PLUGIN view through the Admin dropdown.

APIs

Enable JWT Auth tokens

Plugin enables JWT Token based authentication for Airflow versions 1.10.4 or higher when RBAC support is enabled.

Generating the JWT access token
curl -XPOST http://localhost:8080/api/v1/security/login -H "Content-Type: application/json" -d '{"username":"admin", "password":"admin", "refresh":true, "provider": "db"}'
Examples:
curl -X POST http://localhost:8080/api/v1/security/login -H "Content-Type: application/json" -d '{"username":"admin", "password":"admin", "refresh":true, "provider": "db"}'
Sample response which includes access_token and refresh_token.
{
 "access_token":"eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpYXQiOjE2MDQyMTc4MzgsIm5iZiI6MTYwNDIxNzgzOCwianRpIjoiMTI4ZDE2OGQtMTZiOC00NzU0LWJiY2EtMTEyN2E2ZTNmZWRlIiwiZXhwIjoxNjA0MjE4NzM4LCJpZGVudGl0eSI6MSwiZnJlc2giOnRydWUsInR5cGUiOiJhY2Nlc3MifQ.xSWIE4lR-_0Qcu58OiSy-X0XBxuCd_59ic-9TB7cP9Y",
 "refresh_token":"eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpYXQiOjE2MDQyMTc4MzgsIm5iZiI6MTYwNDIxNzgzOCwianRpIjoiZjA5NTNkODEtNWY4Ni00YjY0LThkMzAtYzg5NTYzMmFkMTkyIiwiZXhwIjoxNjA2ODA5ODM4LCJpZGVudGl0eSI6MSwidHlwZSI6InJlZnJlc2gifQ.VsiRr8_ulCoQ-3eAbcFz4dQm-y6732QR6OmYXsy4HLk"
}

By default, JWT access token is valid for 15 mins and refresh token is valid for 30 days. You can renew the access token with the help of refresh token as shown below.

Renewing the Access Token
curl -X POST "http://{AIRFLOW_HOST}:{AIRFLOW_PORT}/api/v1/security/refresh" -H 'Authorization: Bearer <refresh_token>'
Examples:
curl -X POST "http://localhost:8080/api/v1/security/refresh" -H 'Authorization: Bearer eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpYXQiOjE2MDQyMTc4MzgsIm5iZiI6MTYwNDIxNzgzOCwianRpIjoiZjA5NTNkODEtNWY4Ni00YjY0LThkMzAtYzg5NTYzMmFkMTkyIiwiZXhwIjoxNjA2ODA5ODM4LCJpZGVudGl0eSI6MSwidHlwZSI6InJlZnJlc2gifQ.VsiRr8_ulCoQ-3eAbcFz4dQm-y6732QR6OmYXsy4HLk'
sample response returns the renewed access token as shown below.
{
 "access_token":"eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpYXQiOjE2MDQyODQ2OTksIm5iZiI6MTYwNDI4NDY5OSwianRpIjoiZDhhN2IzMmYtMWE5Zi00Y2E5LWFhM2ItNDEwMmU3ZmMyMzliIiwiZXhwIjoxNjA0Mjg1NTk5LCJpZGVudGl0eSI6MSwiZnJlc2giOmZhbHNlLCJ0eXBlIjoiYWNjZXNzIn0.qY2e-bNSgOY-YboinOoGqLfKX9aQkdRjo025mZwBadA"
}

Enable API requests with JWT

If the Authorization header is not added in the api request,response error:
{"msg":"Missing Authorization Header"}
Pass the additional Authorization:Bearer <access_token> header in the rest API request.

Examples:

curl -X GET -H 'Authorization: Bearer eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpYXQiOjE2MDQyODQ2OTksIm5iZiI6MTYwNDI4NDY5OSwianRpIjoiZDhhN2IzMmYtMWE5Zi00Y2E5LWFhM2ItNDEwMmU3ZmMyMzliIiwiZXhwIjoxNjA0Mjg1NTk5LCJpZGVudGl0eSI6MSwiZnJlc2giOmZhbHNlLCJ0eXBlIjoiYWNjZXNzIn0.qY2e-bNSgOY-YboinOoGqLfKX9aQkdRjo025mZwBadA' http://localhost:8080/rest_api/api\?api\=dag_state\&dag_id\=dag_test\&run_id\=manual__2020-10-28T17%3A36%3A28.838356%2B00%3A00

Using the API

Once you deploy the plugin and restart the webserver, you can start to use the REST API. Bellow you will see the endpoints that are supported.

Note: If enable RBAC, http://{AIRFLOW_HOST}:{AIRFLOW_PORT}/rest_api/
This web page will show the Endpoints supported and provide a form for you to test submitting to them.

deploy_dag

Description:
  • Deploy a new dag, and refresh dag to session.
Endpoint:
http://{AIRFLOW_HOST}:{AIRFLOW_PORT}/rest_api/api?api=deploy_dag
Method:
  • POST
POST request Arguments:
{
	"workflow": {
		"name": "test_ingestion_x_35",
		"force": "true",
		"pause": "false",
		"unpause": "true",
		"dag_config": {
			"test_ingestion_x_35": {
				"default_args": {
					"owner": "harsha",
					"start_date": "2021-10-29T00:00:00.000Z",
					"end_date": "2021-11-05T00:00:00.000Z",
					"retries": 1,
					"retry_delay_sec": 300
				},
				"schedule_interval": "0 3 * * *",
				"concurrency": 1,
				"max_active_runs": 1,
				"dagrun_timeout_sec": 60,
				"default_view": "tree",
				"orientation": "LR",
				"description": "this is an example dag!",
				"tasks": {
					"task_1": {
						"operator": "airflow.operators.python_operator.PythonOperator",
						"python_callable_name": "metadata_ingestion_workflow",
						"python_callable_file": "metadata_ingestion.py",
						"op_kwargs": {
							"workflow_config": {
								"metadata_server": {
									"config": {
										"api_endpoint": "http://localhost:8585/api",
										"auth_provider_type": "no-auth"
									},
									"type": "metadata-server"
								},
								"sink": {
									"config": {
										"es_host": "localhost",
										"es_port": 9200,
										"index_dashboards": "true",
										"index_tables": "true",
										"index_topics": "true"
									},
									"type": "elasticsearch"
								},
								"source": {
									"config": {
										"include_dashboards": "true",
										"include_tables": "true",
										"include_topics": "true",
										"limit_records": 10
									},
									"type": "metadata"
								}
							}
						}
					}
				}
			}
		}
	}
}
Examples:
curl -H  'Authorization: Bearer eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpYXQiOjE2MzU2NTE1MDAsIm5iZiI6MTYzNTY1MTUwMCwianRpIjoiNWQyZTM3ZDYtNjdiYS00NGZmLThjOWYtMDM0ZTQyNGE3MTZiIiwiZXhwIjoxNjM1NjUyNDAwLCJpZGVudGl0eSI6MSwiZnJlc2giOnRydWUsInR5cGUiOiJhY2Nlc3MifQ.DRUYCAiMh5h2pk1MZZJ4asyVFC20pu35DuAANQ5GxGw' -H 'Content-Type: application/json' -d "@test_ingestion_config.json" -X POST http://localhost:8080/rest_api/api\?api\=deploy_dag```
##### response:
```json
{"message": "Workflow [test_ingestion_x_35] has been created", "status": "success"}

delete_dag

Description:
  • Delete dag based on dag_id.
Endpoint:
http://{AIRFLOW_HOST}:{AIRFLOW_PORT}/rest_api/api?api=delete_dag&dag_id=value
Method:
  • GET
GET request Arguments:
  • dag_id - string - The id of dag.
Examples:
curl -X GET http://localhost:8080/rest_api/api?api=delete_dag&dag_id=dag_test
response:
{
  "message": "DAG [dag_test] deleted",
  "status": "success"
}

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

openmetadata_managed_apis-1.13.1.0.tar.gz (47.7 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

openmetadata_managed_apis-1.13.1.0-py3-none-any.whl (87.4 kB view details)

Uploaded Python 3

File details

Details for the file openmetadata_managed_apis-1.13.1.0.tar.gz.

File metadata

File hashes

Hashes for openmetadata_managed_apis-1.13.1.0.tar.gz
Algorithm Hash digest
SHA256 883343854ab134cab8f96432b371426ac165d68c6dc3f0c65756763081aa3027
MD5 1c39a6411ec5dd558ff746347c94dbbc
BLAKE2b-256 831ff9f3ab87641ce544b230b0ee6499a8f7dfee4a8270fa0415a68c5277f088

See more details on using hashes here.

File details

Details for the file openmetadata_managed_apis-1.13.1.0-py3-none-any.whl.

File metadata

File hashes

Hashes for openmetadata_managed_apis-1.13.1.0-py3-none-any.whl
Algorithm Hash digest
SHA256 31f0d458fdaa73cd885a475811147850cf1b570ee3b43eec80119cffb804cb93
MD5 82bc6985782fda028816be6165a1fbd0
BLAKE2b-256 c8b4b69eae0a40f7a03be5206b2c6bb59233b47d1671a4fd0fa6084da465f2d5

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page