Market Intelligence Hub

Business intelligence platform for competitive analysis, market research, and data collection.

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Overview

The Market Intelligence Hub is a Python-based platform that combines automated data collection with interactive visualization and analytics for market research, competitive analysis, and business insights.

Key Features

• Automated Data Collection: Discovery Engine integrations for multiple sources
• Competitive Analysis: Track competitors and market trends
• Interactive Visualizations: Plotly-based charts and graphs
• Network Analysis: NetworkX for relationship mapping
• Custom Integrations: Extensible data source plugins

Technology Stack

• Frontend: Streamlit (Python-based interactive UI)
• Visualization: Plotly, Matplotlib
• Data Processing: Pandas, NumPy
• Graph Analysis: NetworkX
• Data Collection: Discovery Engine, Custom Sources

Running the Market Intelligence Hub

# Start Discovery Engine
cd discovery-engine
pip install -r requirements.txt
python main.py

# Start Dashboard UI
cd ../dashboard
pip install -r ../requirements.txt
streamlit run app.py

The dashboard will be available at http://localhost:8501 (default Streamlit port).

Components

Discovery Engine

Automated data collection from multiple sources:

• Web scraping and content analysis
• API integrations (Reddit, RSS feeds, etc.)
• Custom source plugins
• Scheduled collection workflows

Dashboard Interface

Interactive visualization and analysis:

• Market trend analysis
• Competitor tracking
• Network visualization
• Custom report generation

Configuration

Configuration is managed through dashboard/config/ and discovery-engine/config/ directories plus environment variables.

Integration

The Market Intelligence Hub integrates with:

• Neo4j: Graph database for relationship analysis
• PostgreSQL: Structured data storage and analysis
• Redis: Caching and real-time data
• Custom APIs: Extensible integration framework