๐Ÿ  Predictive ML & MLOps

UAE Property Deal Finder

An intelligent property deal finder that scrapes real-estate listings from Bayut and PropertyFinder across all 7 UAE emirates, scores deals, and displays them on an interactive dashboard.

  • Web Scraping
  • Deal Scoring
  • Python Dash
  • PropTech

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Listings scored A+ to F to surface the hottest deals.

7UAE emirates covered
2live sources (Bayut ยท PropertyFinder)
A+โ†’Fdeal grades
$0API cost โ€” direct scraping

What's inside

Features

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Real-time scraping

Fetches live listings from Bayut and PropertyFinder across all 7 emirates โ€” Dubai, Abu Dhabi, Sharjah, Ajman, Ras Al Khaimah, Fujairah and Umm Al Quwain โ€” using curl_cffi with no paid APIs.

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AI deal scoring

Every listing is scored 0โ€“100 and graded A+ to F, so hot deals (score > 80) rise to the top instantly.

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Smart filtering

Filter by emirate, listing type, property type, bedrooms, price range and data source โ€” apply with Search and refine on the fly.

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Live refresh

Refresh scrapes new listings, de-duplicates by source + ID, adds only what's new, and reloads the dashboard with updated data.

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Export to CSV

Download any filtered set of listings for offline analysis in one click.

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No API costs

Direct scraping means zero paid-API spend โ€” the full pipeline runs on open tooling.

Deal grades

  • A+ (90โ€“100) ๐ŸŸข โ€” Excellent deal
  • A (80โ€“89) ๐ŸŸข โ€” Great deal
  • B (70โ€“79) ๐ŸŸก โ€” Good deal
  • C (60โ€“69) ๐ŸŸ  โ€” Average deal
  • D (50โ€“59) ๐Ÿ”ด โ€” Below average
  • F (0โ€“49) ๐Ÿ”ด โ€” Poor deal

How it works

  1. Step 1. Live listings are scraped from Bayut and PropertyFinder across all 7 emirates.
  2. Step 2. Each listing is scored and graded A+ to F to flag the best value.
  3. Step 3. Filters by emirate, type, bedrooms, price and source narrow the view; Refresh merges in new listings, de-duplicated by source + ID.
  4. Step 4. Combined data is saved to data/uae_snapshots/latest.json and any filtered set exports to CSV.

Data sources

  • Bayut โ€” UAE's largest property portal (sale & rent, working)
  • PropertyFinder โ€” leading real-estate platform (sale & rent, working)
  • Dubizzle โ€” blocked by Imperva

Where it's used

  • Property investors hunting under-priced listings
  • Buyer and rental agents
  • Market and price-trend research
  • Deal screening across all 7 emirates

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