Git analytics specifically for Power BI projects
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Project description
GitPowerDash
Empowering Executive Oversight through Git Analytics for Power BI.
gitpowerdash is a lightweight Python CLI and library designed to bridge the gap between technical development history and executive-level project management. It extracts Git repository metadata into a structured format optimized for Power BI's star schema.
🚀 The Value Proposition
Traditional Git viewers are built for developers. gitpowerdash is built for Decision Makers. By integrating this data into Power BI, you can:
- Visualize Velocity: Correlate commit frequency with project milestones.
- Identify Volatility: Spot "hot" files or modules that change too frequently.
- Mitigate Knowledge Silos: See which team members are the sole contributors to critical components.
- Scale with Fabric: Use as a local CLI or import directly into Microsoft Fabric Notebooks.
🛠️ Installation
gitpowerdash is built with uv and is available via PyPI.
pip install gitpowerdash
# OR using pipx for a global CLI
pipx install gitpowerdash
📖 Usage
CLI (Local Development)
Navigate to any Git repository and run the extraction. By default, this will create an export/ directory containing the CSV files for your Power BI dashboard.
gitpowerdash extract --output ./export
Library (Fabric / Python)
You can also use the core logic directly in Python scripts or Fabric Notebooks to write data directly to a Lakehouse.
from gitpowerdash import get_commits, get_file_changes
# Returns a Pandas DataFrame
commits_df = get_commits()
changes_df = get_file_changes()
📊 Data Model
The CLI generates two primary tables linked by the SHA (Commit ID).
| Table | Purpose | Key Columns |
|---|---|---|
| commits_fact.csv | High-level "Who, When, What" | SHA, Author, Date, Subject |
| file_changes_fact.csv | Granular "Where and How Much" | SHA, FilePath, Insertion, Deletion |
📋 Recommended Power BI Setup
- Load: Import both CSVs into Power BI Desktop.
- Relate: Create a One-to-Many relationship from
commits_fact[SHA]tofile_changes_fact[SHA]. - Analyze: Use a Treemap visual with
FilePathfor size (by Insertions) to identify the most active parts of your codebase.
License
Distributed under the MIT License. See LICENSE for more information.
✨ Contributors
- George Bennett - City of Memphis Wastewater
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