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Version 1.0
Introduction to Airflow
An Anant Corporation Story.
Airflow Overview
● A tool for scheduling and automating workflows and tasks
● Good for automating repeated processes
○ Common ETL tasks
○ Machine learning model training
● Write workflows in Python
○ Tools interactable via Python should work as well
○ Define dependencies for different sections of workflows
○ Workflows are DAG of tasks
● Schedule workflows or execute the processes by hand
○ Cron-like syntax or frequency tags
● Monitor tasks and collect/view logs
Airflow Principles
Airflow Features
DAGs
● DAG - Directed Acyclic Graph
○ A DAG of tasks w/ dependencies as edges
○ Individual data engineering tasks combine together to form a DAG
■ Airflow allows the definition of relationships between tasks
■ Define dependencies and run order
○ DAGs are written in python, saved as a normal .py file
● DAGs are run to a specific schedule
○ They can also be triggered manually
○ Schedule defined using CRON notation
■ Also have some tags for frequencies
Operators
● Operators cover some specific functionality related to tasks
○ Often built by other to cover integrations
○ Possible to supplement with custom written operators
Demo
Strategy: Scalable Fast Data
Architecture: Cassandra, Spark, Kafka
Engineering: Node, Python, JVM,CLR
Operations: Cloud, Container
Rescue: Downtime!! I need help.
www.anant.us | solutions@anant.us | (855) 262-6826
3 Washington Circle, NW | Suite 301 | Washington, DC 20037

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Data Engineer's Lunch #13: Introduction to Airflow

  • 1. Version 1.0 Introduction to Airflow An Anant Corporation Story.
  • 2. Airflow Overview ● A tool for scheduling and automating workflows and tasks ● Good for automating repeated processes ○ Common ETL tasks ○ Machine learning model training ● Write workflows in Python ○ Tools interactable via Python should work as well ○ Define dependencies for different sections of workflows ○ Workflows are DAG of tasks ● Schedule workflows or execute the processes by hand ○ Cron-like syntax or frequency tags ● Monitor tasks and collect/view logs
  • 5. DAGs ● DAG - Directed Acyclic Graph ○ A DAG of tasks w/ dependencies as edges ○ Individual data engineering tasks combine together to form a DAG ■ Airflow allows the definition of relationships between tasks ■ Define dependencies and run order ○ DAGs are written in python, saved as a normal .py file ● DAGs are run to a specific schedule ○ They can also be triggered manually ○ Schedule defined using CRON notation ■ Also have some tags for frequencies
  • 6. Operators ● Operators cover some specific functionality related to tasks ○ Often built by other to cover integrations ○ Possible to supplement with custom written operators
  • 8. Strategy: Scalable Fast Data Architecture: Cassandra, Spark, Kafka Engineering: Node, Python, JVM,CLR Operations: Cloud, Container Rescue: Downtime!! I need help. www.anant.us | solutions@anant.us | (855) 262-6826 3 Washington Circle, NW | Suite 301 | Washington, DC 20037