99.co Property Search Scraper: Extract Singapore Real Estate Listings

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What Is 99.co?

99.co is one of Southeast Asia's leading property portals, focused primarily on Singapore's real estate market. It aggregates thousands of residential and commercial listings for sale and rent, complete with agent contacts, pricing, and location data. Manually collecting this data at scale is impractical — the 99.co Property Search Scraper automates extraction from search result pages, delivering structured records ready for analysis.

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Overview

The 99.co Property Scraper targets search/listing pages and extracts every visible property card, including pricing signals, agent details, MRT commute data, photos, and listing metadata. It suits:

• Real estate investors tracking market pricing and inventory
• Proptech developers building aggregators or comparison tools
• Market researchers analyzing Singapore residential supply and demand
• Agents and agencies monitoring competitor listings

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Input Format

The scraper accepts a JSON configuration:

{
  "urls": [
    "https://www.99.co/singapore/sale?name=Singapore&page_num=1&property_segments=residential&query_ids=singapore&query_name=Singapore&query_type=city&rental_type=all"
  ],
  "ignore_url_failures": true,
  "max_items_per_url": 50
}

Field	Type	Description
urls	array	One or more 99.co property search/list page URLs. Supports bulk input. Each URL should be a fully formed search URL including filters (e.g., property_segments, rental_type, query_type).
ignore_url_failures	boolean	If true, the scraper continues when a URL fails instead of halting the entire run. Recommended for bulk jobs. Default: true.
max_items_per_url	integer	Maximum number of listings to collect per URL. Useful for controlling run cost and data volume. Default: 20.

Tip: Use the page_num query parameter in your URL to paginate through results. Build multiple URLs for pages 1–N and add them all to the urls array.

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Output Format

Sample Record (abbreviated)

{
  "tags": null,
  "price_tags": null,
  "flags": {
    "user_seen": false,
    "user_shortlisted": false,
    "is_free_listing": false
  },
  "photo_urls": [
    "https://pic2.99.co/v3/3JfKas8DWitm8vRZA6ZWum?text=Cassandra+Tee&sampling=lanczos&version=1&height=600&width=800&mode=fill&quality=80&convert_if_png=true&signature=b6d9e7c85a6c66630ab322fff670fd1c58ba28bc",
    "https://pic2.99.co/v3/72vh94T5iJJEo78KwvQLMk?text=Cassandra+Tee&sampling=lanczos&version=1&height=600&width=800&mode=fill&quality=80&convert_if_png=true&signature=77800847d8f91cf0da65aa7cd016bce91478bc9c",
    "https://pic2.99.co/v3/ewz2VYmrqY4aqU5KWapKcm?text=Cassandra+Tee&sampling=lanczos&version=1&height=600&width=800&mode=fill&quality=80&convert_if_png=true&signature=14530369adda69625de6ef15610af0d9a226c70d",
    "https://pic2.99.co/v3/o4WghdrNNMJGtv9fSy2m4R?text=Cassandra+Tee&sampling=lanczos&version=1&height=600&width=800&mode=fill&quality=80&convert_if_png=true&signature=8f9d9acb0bf8d2b170d27425209e3f76837b5ea8",
    "https://pic2.99.co/v3/T3W8LiwbArj93UAhuEWfHB?text=Cassandra+Tee&sampling=lanczos&version=1&height=600&width=800&mode=fill&quality=80&convert_if_png=true&signature=37183b2e05ca198cffde608ef35d154e5485d5d7",
    "https://pic2.99.co/v3/z9JoR8iYNkh6ZGSfyJYKM3?text=Cassandra+Tee&sampling=lanczos&version=1&height=600&width=800&mode=fill&quality=80&convert_if_png=true&signature=5445c8ad9a6924706e930cfa284bbcbafbab7786"
  ],
  "attributes": {
    "listing_id": "4YihZX5cHanmjGk7VJTJfm",
    "main_category": "condo",
    "sub_category": "executive_condo",
    "formatted_sub_category": null,
    "price": {
      "value": 2100000,
      "unit": "S$",
      "formatted_string": "S$ 2,100,000"
    },
    "psf": {
      "value": "S$ 1,445",
      "unit": "psf",
      "formatted_string": "S$ 1,445 psf"
    },
    "beds": {
      "value": "4",
      "unit": "Beds",
      "formatted_string": "4 Beds"
    },
    "bathrooms": {
      "value": 2,
      "unit": "Baths",
      "formatted_string": "2 Baths"
    },
    "floorarea_sqft": {
      "value": 1453,
      "unit": "sqft",
      "formatted_string": "1,453 sqft"
    },
    "buildup_sqft": null,
    "landarea_sqft": null,
    "top": "2017",
    "furnishing": null,
    "lease_type": "99 yrs",
    "photo_counts": 5,
    "floor_plan_count": 1,
    "video_count": 0,
    "listing_status": "must_see",
    "posted_at_formatted": "1s",
    "posted_at": 1778551520369767,
    "published_at": 1772553637330955,
    "formatted_address": "21 Anchorvale Crescent 544654",
    "highlights": null,
    "est_mortgage_formatted": "Est. Mortgage S$ 7,519/mo",
    "lat": 1.3994431993210399,
    "lng": 103.89086398894534,
    "fitting": null,
    "property_segment": "residential",
    "neighbourhood_name": "Anchorvale",
    "region_name": "North-East Region"
  },
  "listing_title": "4 Bed Executive Condo for Sale in Bellewaters",
  "listing_title_formatted": [
    {
      "text": "4 Bed Executive Condo for Sale in ",
      "font_weight": "medium",
      "url": null
    },
    {
      "text": "Bellewaters",
      "font_weight": "extra_bold",
      "url": null
    }
  ],
  "commute_nearest_mrt": {
    "name": "Farmway LRT",
    "mrt_tags": [
      {
        "text": "SW 2",
        "color": "#668172"
      }
    ],
    "duration": {
      "value": 5,
      "unit": "mins",
      "formatted_string": "5 mins"
    },
    "distance": {
      "value": 322,
      "unit": "m",
      "formatted_string": "322m"
    },
    "commute_type": "walk",
    "url": "/singapore/mrt-stations/farmway-mrt"
  },
  "agent": {
    "name": "Cassandra Tee",
    "photo_url": "https://pic2.99.co/v3/xZfvFk5ryENjeqaDG4TZLH?sampling=lanczos&version=1&height=120&width=120&mode=fill&quality=70&signature=1d6a92d809ff769ecce162adfacc220f9e8bbbe4",
    "is_recommended": true,
    "phone": "+6598576569",
    "id": "V6gA8DsBMuF4ZXanfLRPk",
    "is_premium": true,
    "whatsapp": "+6598576569",
    "listing_posted_at_formatted": "Listed 7 seconds ago by",
    "is_corporate": false
  },
  "enquiry_options": [
    {
      "whatsapp_option": "Hey Cassandra Tee! I saw your listing on 99.co and would like to check the availability for Bellewaters, 21 Anchorvale Crescent (For SALE S$ 2,100,000 - 4 Bedrooms, 1,453 sqft, $1,445 psf).\n\nPlease acknowledge. Thank you! https://www.99.co/singapore/sale/property/bellewaters-condo-4YihZX5cHanmjGk7VJTJfm"
    }
  ],
  "enquiry_flags": {
    "is_call_allowed": true,
    "is_regular_enquiry_allowed": true,
    "is_whatsapp_enquiry_allowed": true
  },
  "listing_url": "/singapore/sale/property/bellewaters-condo-4YihZX5cHanmjGk7VJTJfm",
  "is_enquiry_checkbox_visible": true,
  "usp_tags": [
    "Spacious Layout",
    "Near Primary School",
    "Family Friendly",
    "Near Shopping Centre",
    "Groceries Nearby",
    "Executive Condominium"
  ],
  "position": 1,
  "searched_id": "b2ee0d04-aaf0-4033-98dd-68c9b0addbd5",
  "id": "4YihZX5cHanmjGk7VJTJfm",
  "listing_type": "sale",
  "rental_type": "all",
  "property_segments": "residential"
}

Each listing returns a record with 20+ fields:

Listing Identity

Field	Meaning
ID	Unique internal 99.co listing identifier
Searched ID	ID as returned in the search context
Listing Title	Raw listing title (e.g., "3 Bedroom Condo at Orchard Road")
Listing Title Formatted	Display-ready formatted version of the title
Listing URL	Direct link to the full listing detail page
Position	Rank/position of the listing in search results

Pricing & Classification

Field	Meaning
Price Tags	Price labels such as asking price, PSF (price per square foot), or estimated mortgage
Listing Type	Sale or rent classification
Rental Type	Rental sub-type (e.g., whole unit, room)
Property Segments	Residential, commercial, or HDB segment
Tags	General tags attached to the listing (e.g., "New Launch", "Below Valuation")
USP Tags	Unique selling point labels highlighted by the agent or platform
Flags	System-level flags (e.g., featured, sponsored, verified)

Property Details

Field	Meaning
Attributes	Key property specs — typically includes bedroom count, bathroom count, floor area (sqft/sqm), and floor level
Photo URLs	Array of listing image URLs for downloading or display
Commute Nearest MRT	Name and estimated travel time to the nearest MRT station — useful for location scoring

Agent & Enquiry

Field	Meaning
Agent	Agent name, profile URL, agency, and contact metadata
Enquiry Options	Available contact methods (e.g., call, WhatsApp, email)
Enquiry Flags	Flags controlling enquiry behavior (e.g., direct contact enabled)
Is Enquiry Checkbox Visible	Boolean — whether a checkbox to select the listing for bulk enquiry is shown

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How to Use

1. Build your search URL — Go to 99.co, apply your filters (district, property type, price range, etc.), and copy the resulting URL from your browser.
2. Set pagination — Add multiple URLs with page_num=1, page_num=2, etc. to cover more results.
3. Configure limits — Set max_items_per_url based on your data needs (up to 50 per page is typical for 99.co search results).
4. Run and export — Start the scraper and download results as JSON or CSV.

Tips:

• Filter by property_segments=residential or hdb to segment your data cleanly.
• Use rental_type=all to capture both monthly and short-term rental listings in one pass.
• If a URL returns 0 results, verify it loads correctly in a browser first — session-dependent URLs may expire.

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Use Cases & Business Value

• Price trend analysis: Track asking prices by district, bedroom count, or PSF over time
• MRT proximity scoring: Use Commute Nearest MRT to build location-quality indexes
• Agent benchmarking: Analyze which agents or agencies dominate specific submarkets
• Listing aggregation: Feed data into internal dashboards or proptech platforms

The 99.co Property Search Scraper eliminates hours of manual browsing, producing consistent, machine-readable datasets that plug directly into Excel, Python, or BI tools.

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Conclusion

The 99.co Property Search Scraper is a practical tool for anyone needing Singapore real estate data at scale. With 20+ output fields covering price, location, agent, and listing attributes, it delivers the depth required for serious market analysis. Configure your search URL, set your limits, and start extracting.