BazaarIntel is a data engineering–driven AI analytics platform designed to deliver scalable e-commerce insights for Pakistani fashion brands. It builds robust end-to-end data pipelines that automate dynamic web scraping, data integration, semantic SEO analysis, and interactive report generation, leveraging large language models (LLMs) and agentic workflows.[web:42]
- End-to-End Data Pipeline: Automates user goal interpretation, dynamic data extraction, semantic analytics, data storage, and automated reporting using a modular pipeline architecture.
- Dynamic Web Scraping at Scale: Efficiently scrapes evolving product data from multiple e-commerce platforms using Playwright, with handling of heterogeneous and case-insensitive URLs.
- Integrated Data Storage: Stores structured product metadata in a relational SQLite database supporting complex querying and analytics.
- Semantic SEO Analysis: Employs LLM-based keyword extraction and scoring to quantify SEO impact, keyword density, content quality, and uniqueness, with results cached for performant reuse.
- Interactive Real-Time Dashboard: Presents product-level analytics, brand comparisons, and trend visualizations driven by up-to-date data warehouses.
- Automated Report Generation: Utilizes LLM-powered generation and querying capabilities to produce comprehensive, data-driven business intelligence reports.
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Agentic Orchestration Layer (LangGraph + LLaMA 4)
- Orchestrates workflow from user input to scraping commands, SEO analysis, and data persistence with feedback loops for pipeline automation.
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Data Collection and Integration
- Uses Playwright for browser-based scraping, handling multiple base URLs with robust matching rules.
- Extracted data is parsed and structured with BeautifulSoup before ingestion in SQLite.
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Semantic Analytics Layer
- Performs LLM inference to extract high-value SEO features using Groq API powered LLaMA 4.
- Calculates quantitative SEO metrics, facilitating downstream analytics.
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API and Query Interfaces
- Provides RESTful endpoints to trigger scraping, generate SEO keywords, fetch analytics, generate reports, and support agentic SQL+LLM queries.
- Groq API for LLaMA 4 LLM inference enabling semantic analysis and report generation.
- Playwright for dynamic, scalable browser automation and scraping of rich e-commerce sites.
- BeautifulSoup for efficient HTML parsing and data extraction.
- SQLite for lightweight, relational data storage supporting project-specific schema.
- FastAPI for high-performance API serving and real-time dashboard endpoints.