seroflow 1.0.0

Seroflow is a Python package designed to help users build and execute efficient data pipelines.

Seroflow Package Guide

Welcome to Seroflow! This repository contains the source code, documentation, and examples to help you get started and contribute to this project.

Overview

Seroflow is a powerful Python package designed to help users build and execute efficient ETL (or ELT) data pipelines. ETL stands for Extract, Transform, and Load — a process that extracts data from various sources, transforms it into a suitable format, and then loads it into a destination system.

With Seroflow, each phase of your data pipeline is broken down into concrete steps: Extractor steps for data extraction, Transformation steps for data manipulation, and Loader steps for data loading. Think of it like assembling a Lego set—Seroflow provides all the essential bricks, and you simply pick and add the desired step objects sequentially into a Seroflow object, then run seroflow.execute() to run your entire process.

Additionally, the package supports seamless creation of custom Extractors, Loaders, and Transformations through its intuitive interfaces, along with robust features like logging, caching, and chunking. Plus, it comes preloaded with over 70+ predefined transformations, making it an indispensable tool for data pipeline creation and execution.

To Get Started using Seroflow head over to our Get Started Page.

Table of Contents

• Seroflow Package Guide
• Overview
• Table of Contents
• Prerequisites
• Installation
  • Using pip
  • Installing from Source
• Documentation
• License
• Contributing

Prerequisites

Before installing the package, ensure you have the following:

• Python Version: Python 3.10 or higher.
• pip: The latest version of pip. You can upgrade pip with:

python -m pip install --upgrade pip

• Virtual Environment (Recommended): Use venv or virtualenv to create an isolated environment.

python -m venv venv_name

venv_name\Scripts\activate # For Windows OS use
source venv_name/bin/activate  # For macOS use

Installation

Using pip

To install the package from PyPI, run the following command:

pip install seroflow

Installing from Source

If you want to install the package directly from the source code, follow these steps:

1. Clone the repository:

git clone https://github.com/.../seroflow.git
cd seroflow

2. Install dependencies:

pip install -r requirements.txt

Documentation

Below are some links to the documentation provided for the various components in the Seroflow package. It is recommended that users review some of these components prior to using the package.

• Getting Started
• Seroflow
• Step
• Transformations
• Extractors
• Loaders
• Caching
• Chunking
• Engines
• Contexts
• Logging
• Type Validation
• Utility
• Wrappers

License

This project is licensed under the MIT License. Please review the license for more details.

Contributing

We welcome contributions! Please read our CONTRIBUTING.md for guidelines on how to contribute to the project.