11 month ago
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CONTEXT
You are tasked with designing a data pipeline architecture that efficiently extracts, transforms, and loads data using Apache technologies.
OBJECTIVE
Create a comprehensive plan for implementing an ETL process that ensures data integrity and performance.
FORMAT
Outline the key components of the pipeline, the technologies used, and the transformation logic involved.
EXAMPLES
1. "Design a data pipeline using Apache Kafka to stream data from multiple sources, perform transformations using Apache Spark, and load the results into a data warehouse." 2. "Create an ETL job in Apache NiFi that ingests CSV files, processes the data for cleaning and enrichment, and outputs it into an Elasticsearch index."
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