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Example for testing SLA in Airflow with a custom function (sla_miss_callback)
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from datetime import datetime, timedelta | |
from airflow.models import DAG | |
from airflow.operators.bash_operator import BashOperator | |
def my_alerting_function(dag, task_list, blocking_task_list, slas, blocking_tis): | |
"""Executes the user defined code (for example, post on Slack)""" | |
message = ( | |
f":alert: *Airflow SLA Miss*\n\n" | |
f"DAG: {slas[0].dag_id}\n" | |
f"Task: {slas[0].task_id}\n" | |
f"Execution Date: {slas[0].execution_date.isoformat()}" | |
) | |
post_msg_in_slack(message) | |
dag = DAG( | |
dag_id="my_dag_to_test_sla", | |
catchup=False, | |
start_date=datetime(2021, 8, 28, 0, 0, 0), | |
# If schedule_interval=None, SLA won't be evaluated for this DAG! | |
schedule_interval="*/5 * * * *", | |
sla_miss_callback=my_alerting_function, | |
) | |
task_1 = BashOperator( | |
task_id='task_1', | |
bash_command='sleep 150', | |
dag=dag, | |
) | |
task_2 = BashOperator( | |
dag=dag, | |
task_id='task_2', | |
bash_command='echo 1', | |
# If the task finishes (or starts) after 120 seconds, | |
# it will register an SLA miss | |
sla=timedelta(seconds=120) | |
) | |
# The task `task_2` will start after 150 seconds | |
# so Airflow will register an SLA miss | |
task_1 >> task_2 |
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