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Project description
Modular ETL Framework
About
This framework is designed for Extract - Transform - Load (ETL) operations, allowing you to process data from multiple source systems and load it into HDFS (Hadoop Distributed File System).
Architecture
Extract flowchart
Transform flowchart
Project Tree
├── src
│ ├── config
│ ├── extract
│ ├── transform
│ ├── load
│ └── db_interaction
├── logs
├── tests
├── data
├── docs
├── output
├── .gitignore
├── config.ini
├── etl_db.db
├── main.py
├── requirements.txt
└── README.md
Descriptions
- src: Main source code directory.
- config: Configuration files for the ETL process.
- extract: Code for extracting data from source systems.
- transform: Code for transforming the extracted data.
- load: Code for loading the transformed data into HDFS.
- db_interaction: Code for interacting with databases if needed.
- logs: Directory for storing log files generated during ETL process.
- tests: Directory for unit tests and testing-related files.
- data: Storage for input or intermediate data.
- docs: Documentation related to the ETL framework.
- output: Directory for final output files or data.
- .gitignore: File specifying excluded files/directories from version control.
- config.ini: Configuration file for connection details, API keys, etc.
- etl_db.db: Local database file if used.
- main.py: Main entry point for the ETL framework.
- requirements.txt: List of required Python packages.
- README.md: Main project documentation in Markdown.
Features
This ETL framework includes the following core features:
- Extract: Fetch data from various source systems.
- Transform: Clean, process, and transform the extracted data.
- Load: Load the transformed data into HDFS.
Tech Stack
The framework utilizes the following technologies:
- Programming Language: Python
- ETL Libraries/Frameworks: (Specify if applicable)
- Database System: (Specify if applicable)
- HDFS Setup: (Specify if applicable)
Installation
Follow these steps to set up the ETL framework:
- Clone this repository:
git clone <repository_url> - Navigate to the project directory:
cd ETL_Framework - Install required packages:
pip install -r requirements.txt - Configure settings in
config.inias needed.
How to Use
Perform ETL operations using the following steps:
- Navigate to the project directory:
cd ETL_Framework - Run the ETL process:
python main.py - Monitor the logs in the
logsdirectory for progress and issues. - Find the final output in the
outputdirectory.
For more detailed information, refer to the documentation provided.
Feel free to customize and expand this Markdown template to provide comprehensive information about your ETL framework.
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