ETL Data Pipeline with Apache Frameworks
Generate a detailed ETL data pipeline design using Apache technologies.
11 month ago
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CONTEXT
You are tasked with designing an ETL (Extract, Transform, Load) data pipeline using Apache frameworks such as Apache Spark, Apache Nifi, or Apache Airflow. Ensure to consider the requirements of data extraction, data transformations, and loading processes.
OBJECTIVE
To create a robust and efficient ETL data pipeline that follows best practices and utilizes the capabilities of Apache technologies.
FORMAT
Please provide a detailed explanation of the ETL process, including the steps involved, technologies used, and any sample code snippets or configurations relevant to Apache frameworks.
EXAMPLES
1. Describe how to set up an ETL process using Apache Spark to process streaming data. 2. Explain how to automate data workflows with Apache Airflow for complex ETL pipelines.
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