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The purpose of the project is to efficiently collect, process, and store Twitter data using a combination of Apache Airflow, Apache Spark, and Amazon S3.

Python 100.00%
airflow apache-airflow apache-spark data-engineering data-engineering-pipeline data-science etl pyspark python mongodb

youtube-data-etl's Introduction

youtube-data-etl

The purpose of the project is to efficiently collect, process, and store Youtube data using a combination of Apache Airflow, Apache Spark, and MongoDB.

Prerequisites

Before setting up and running the YOutube Data Pipeline project, make sure you have the following prerequisites in place:

  1. Environment Setup:

    • Install and configure Apache Airflow.
    • Install and configure Apache Spark on the target machine or cluster.
  2. Youtube Developer Account:

    • Obtain YouTube API credentials.
  3. MongoDB:

    • Install MongoDB.
  4. Access and Permissions:

    • Grant necessary permissions for YouTube API access and AWS S3 resources.
  5. Data Schema Understanding:

    • Familiarize yourself with the structure of YouTube data returned by the API.
  6. Apache Airflow Plugins:

    • Identify and install required Airflow plugins based on project needs.
  7. Spark Job Configuration:

    • Develop Spark jobs and ensure the correct setup of dependencies and configurations.

Getting Started

Follow these steps to set up and run the Twitter Data Pipeline:

  1. Clone the repository.
  2. Install dependencies using the provided in the requirements.txt
    pip install -r requirements. txt
    
  3. Run the Airflow DAG to initiate the data pipeline.

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