11 month ago
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CONTEXT
You are tasked with designing an ETL process using Apache frameworks such as Apache Spark or Apache Flink. The process should efficiently extract, transform, and load data from diverse sources into a data warehouse.
OBJECTIVE
The objective is to create a robust, scalable data pipeline that can handle large datasets and support real-time data processing.
FORMAT
Provide a clear step-by-step outline of the ETL process, including data sources, transformation logic, and loading strategies. Ensure to mention the Apache tools used and the reasons behind selecting them.
EXAMPLES
An example ETL process could involve extracting data from a MySQL database, transforming it using Apache Spark's dataframes, and loading it into Amazon Redshift.
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