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Hackathon Project Ideas with Bright Data

Need inspiration? Here are project ideas that use Bright Data's web scraping tools, organized by common hackathon tracks.


Healthcare

Idea Description Products
Drug Price Tracker Compare prescription drug prices across pharmacies in real-time Web Scraper API
Clinical Trial Monitor Scrape clinicaltrials.gov and aggregate new trials for specific conditions Web Unlocker + SERP API
Health Misinformation Detector Scrape health claims from social media and fact-check against medical sources SERP API + Web Unlocker

Sustainability

Idea Description Products
Greenwashing Detector Scrape company sustainability reports and compare claims to actual data Web Unlocker + SERP API
Carbon Footprint Estimator Scrape product supply chain data to estimate carbon impact Web Scraper API
Eco-Product Finder Compare eco-friendly alternatives to any product across retailers Web Scraper API + SERP API

Education

Idea Description Products
Scholarship Aggregator Scrape scholarship databases and match students to opportunities Web Unlocker
Course Comparison Tool Compare online course prices, reviews, and content across platforms Web Scraper API
Research Paper Summarizer Scrape academic papers and generate summaries with AI Web Unlocker + Scraping Browser

AI / Machine Learning

Idea Description Products
Training Data Pipeline Build a pipeline that scrapes and cleans web data for ML training Web Unlocker + SERP API
Sentiment Dashboard Real-time sentiment analysis from Reddit, Twitter, and news SERP API + Web Unlocker
AI-Powered Market Research Scrape competitor data and generate insights with LLMs Web Scraper API + SERP API
RAG Knowledge Base Builder Scrape documentation sites to build a retrieval-augmented generation system Web Unlocker + Scraping Browser

Fintech

Idea Description Products
Price Comparison Engine Real-time price comparison across e-commerce sites Web Scraper API
Alternative Data for Trading Scrape job postings, reviews, and social signals as market indicators SERP API + Web Scraper API
Expense Optimizer Scrape deals and coupons to find savings on recurring purchases Web Unlocker + SERP API

Social Impact

Idea Description Products
Housing Market Monitor Track rental prices and availability across cities Web Scraper API
Job Market Analyzer Scrape job postings to identify trends, skills in demand, and salary ranges Web Scraper API
News Bias Analyzer Scrape the same story from multiple outlets and compare framing SERP API + Web Unlocker
Accessibility Auditor Scrape websites and evaluate them for accessibility compliance Scraping Browser

General / Creative

Idea Description Products
Recipe Optimizer Scrape recipes from multiple sites and find the best version Web Unlocker + SERP API
Travel Deal Finder Monitor flight and hotel prices across booking sites Scraping Browser
Trend Spotter Scrape social media, news, and forums to identify emerging trends SERP API + Web Unlocker

Tips for Using These Ideas

  1. Start with the SERP API if you're not sure which product to use — it's the fastest to set up
  2. Combine products for richer data (e.g., SERP API to find URLs, then Web Unlocker to scrape them)
  3. Add AI on top of scraped data for extra impact (summarization, classification, recommendations)
  4. Focus on the demo — judges love live data that updates in real-time
  5. Check the product guide to pick the right tool for your idea