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Simplified ETL process in Hadoop using Apache Spark. Has complete ETL pipeline for datalake. SparkSession extensions, DataFrame validation, Column extensions, SQL functions, and DataFrame transformations

License: Apache License 2.0

Python 94.01% HTML 2.01% Shell 3.98%
apache-spark spark spark-sql python python3 pyspark etl etl-pipeline etl-framework etl-components

datapipelines-essentials-python's Introduction

Datalake ETL Pipeline

Data transformation simplified for any Data platform.

Features: The package has complete ETL process -

  1. Uses metadata, transformation & data model information to design ETL pipeline
  2. Builds target transformation SparkSQL and Spark Dataframes
  3. Builds source & target Hive DDLs
  4. Validates DataFrames, extends core classes, defines DataFrame transformations, and provides UDF SQL functions.
  5. Supports below fundamental transformations for ETL pipeline -
    • Filters on source & target dataframes
    • Grouping and Aggregations on source & target dataframes
    • Heavily nested queries / dataframes
  6. Has complex and heavily nested XML, JSON, Parquet & ORC parser to nth level of nesting
  7. Has Unit test cases designed on function/method level & measures source code coverage
  8. Has information about delpoying to higher environments
  9. Has API documentation for customization & enhancement

Enhancements: In progress -

  1. Integrate Audit and logging - Define Error codes, log process failures, Audit progress & runtime information

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datapipelines-essentials-python's Issues

Environment setup

Could you describe the setup of your environment to mock the basic infrastructure necessary to run this library in local development and in the AWS cloud? I saw reference to moto to run mocks of AWS S3 locally. Do you test the library locally, then push it up to AWS managed services to deploy it there? Thanks!

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