A Python package for supporting migration from on-prem to cloud
Project description
🚀 Snowforge - Powerful Data Integration
Snowforge is a Python package designed to streamline data integration and transfer between AWS, Snowflake, and various on-premise database systems. It provides efficient data extraction, logging, configuration management, and AWS utilities to support robust data engineering workflows.
✨ Features
- AWS Integration: Manage AWS S3 and Secrets Manager operations.
- Snowflake Connection: Establish and manage Snowflake connections effortlessly.
- Advanced Logging: Centralized logging system with colored output for better visibility.
- Configuration Management: Load and manage credentials from a TOML configuration file.
- Data Mover Engine: Parallel data processing and extraction strategies for efficiency.
- Extensible Database Extraction: Uses a strategy pattern to support multiple on-prem database systems (e.g., Netezza, Oracle, PostgreSQL, etc.).
📥 Installation
Install Snowforge using pip:
pip install snowforge
⚙️ Configuration
Snowforge requires a configuration file (snowforge_config.toml) to manage credentials for AWS and Snowflake. The package searches for the config file in the following locations:
- Path specified in
SNOWFORGE_CONFIG_PATHenvironment variable. - Current working directory.
~/.config/snowforge_config.toml- Package directory.
Example snowforge_config.toml File
[AWS]
[default]
AWS_ACCESS_KEY = "your-access-key"
AWS_SECRET_KEY = "your-secret-key"
REGION = "us-east-1"
[SNOWFLAKE]
[default]
USERNAME = "your-username"
ACCOUNT = "your-account"
🚀 Quick Start
🔹 Initialize AWS Integration
from snowforge.AWSIntegration import AWSIntegration
AWSIntegration.initialize(profile="default", verbose=True)
🔹 Connect to Snowflake
from snowforge.SnowflakeConnect import SnowflakeConnection
conn = SnowflakeConnection.establish_connection(user_name="your-user", account="your-account")
🔹 Use Logging
from snowforge.Logging import Debug
Debug.log("This is an info message", level='INFO')
Debug.log("This is an error message", level='ERROR')
🔹 Extract Data from an On-Prem Database
from snowforge.Extractors.NetezzaExtractor import NetezzaExtractor
extractor = NetezzaExtractor()
query = extractor.extract_table_query("database.schema.table_name", "date_column", "01.01.2024")
print(query)
Since Snowforge follows a strategy pattern, it can be easily extended to support other on-prem database systems by implementing new extractor classes that conform to the ExtractorStrategy interface.
📜 License
This project is licensed under the MIT License.
👤 Author
Developed by andreasheggelund@gmail.com. Feel free to reach out for support, suggestions, or collaboration!
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