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LinkedIn Learning

Apache Airflow Essential Training

via LinkedIn Learning

Overview

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Explore how to work with the TaskFlow API, perform operations using TaskFlow, integrate PostgreSQL in Airflow, use sensors in Airflow, and work with hooks in Airflow.

Syllabus

Introduction
  • Apache Airflow essential training
1. Working with the TaskFlow API
  • Prerequisites
  • Quick Airflow setup overview
  • DAG using PythonOperators
  • DAG using TaskFlow
  • Passing data using XCom with operators
  • Passing data using the TaskFlow API
  • Tasks with multiple outputs
  • Passing multiple outputs in TaskFlow
2. Performing Operations Using TaskFlow
  • Branching using operators
  • Branching using the TaskFlow API
  • Complete branching pipeline using TaskFlow
  • Interoperating and passing data between operators and TaskFlow
  • Performing SQL operations with TaskFlow
  • Data transformation and storage using TaskFlow
3. Integrating PostgreSQL in Airflow
  • Installing PostgreSQL on macOS
  • Installing PostgreSQL on WSL
  • Connecting to PostgreSQL
  • Using the PostgreSQL operator
  • Performing PostgreSQL insert operations
  • Performing PostgreSQL join operations
  • A complete end-to-end pipeline with PostgreSQL
  • Configuring PostgreSQL as a metadata database and using the LocalExecutor
4. Using Sensors in Airflow
  • Introducing the FileSensor
  • Creating a pipeline using the FileSensor
  • Running DAGs with a FileSensor
  • Creating and running a pipeline with SQLSensors
5. Working with Hooks in Airflow
  • Setting up for a PostgreSQL pipeline with hooks
  • Creating and running a pipeline with PostgresSQL hooks
  • Setting up access to Amazon S3 buckets
  • Setting up a connection to Amazon S3 buckets
  • Creating and running a pipeline with an S3 hook
Conclusion
  • Summary and next steps

Taught by

Janani Ravi

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4.8 rating at LinkedIn Learning based on 39 ratings

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