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Real Estate

PropertyGuru Singapore Listings

Every PropertyGuru Singapore sale and rent listing — HDB, condo, EC, landed and rooms — with price, psf, size, beds, tenure, TOP year, district, postal code, coordinates, floor level, furnishing, and the listing agent’s CEA registration with the agency’s licence.

propertyguru-listingsreal-estatesingaporepropertygurulistingshdbcondoproperty-agents

0 rows in the dataset

Download the dataset

Get every row this scraper has collected as one CSV or JSONL file. If the data is older than maxAgeHours, the scraper is re-run with its configured settings first. The key needs the datasets:export scope.

DOWNLOAD_ID=$(curl -s -X POST "https://api.pandorlabs.com/v1/datasets/propertyguru-listings/downloads" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -H "Content-Type: application/json" \  -d '{"maxAgeHours":24,"format":"csv"}' | jq -r '.id')while true; do  STATUS=$(curl -s "https://api.pandorlabs.com/v1/downloads/$DOWNLOAD_ID" \    -H "Authorization: Bearer $PANDORLABS_KEY" | jq -r '.status')  [ "$STATUS" != "refreshing" ] && break  sleep 5donecurl -s "https://api.pandorlabs.com/v1/downloads/$DOWNLOAD_ID/file" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -o dataset.csv

The rate is 1 credit per 100 rows cached and 2 credits live, charged on the rows in the dataset when the download becomes ready. A failed refresh is not charged. The file stays downloadable for 24 hours. See pricing.

Start a run

To choose the targets yourself, send the parameters below as input. The call returns 202 with the run; the key needs the scrapers:run scope and the account a positive credit balance.

curl -X POST "https://api.pandorlabs.com/v1/scrapers/propertyguru-listings/runs" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -H "Content-Type: application/json" \  -d '{    "input": {      "listingTypes": [        "sale",        "rent"      ],      "maxListings": 200000,      "concurrency": 2,      "searchIntervalMs": 3000    }  }'

A run is billed at the live rate once it finishes: 2 credits per 100 rows it collected. A run that collects nothing costs nothing.

Parameters

Every parameter is optional. Anything you leave out uses the default shown here; an unknown name or an invalid value is rejected with a 400 that lists each problem.

  • listingTypes

    enum[]

    Listing types

    Default
    ["sale","rent"]
    Allowed values
    sale
    rent
  • maxListings

    number

    Maximum listings

    Default
    200000
    Range
    1 to 200000
  • concurrency

    number

    Parallel page fetches inside the browser

    Default
    2
    Range
    1 to 6
  • searchIntervalMs

    number

    Minimum milliseconds between search pages

    PropertyGuru rate-limits by IP; bursts get the whole site challenged for ten minutes or more.

    Default
    3000
    Range
    0 to 60000
  • mapCoordinates

    boolean

    Take coordinates from the open map-cluster API

    Default
    true
  • agencyLicences

    boolean

    Resolve each agency licence from one agent profile (cached 30 days)

    Default
    true
  • fetchDetails

    boolean

    Open listing pages for postal code, coordinates, floor level, furnishing and agency licence

    Listing pages are rate-limited much harder than search pages, so they are paced and capped per run; details are cached per listing and coverage grows run over run.

    Default
    true
  • maxDetails

    number

    Maximum listing pages to open this run

    Default
    500
    Range
    0 to 200000

    Only applies when fetchDetails is true.

  • detailIntervalMs

    number

    Minimum milliseconds between listing pages

    Default
    15000
    Range
    0 to 300000

    Only applies when fetchDetails is true.

  • detailMaxAgeDays

    number

    Re-open a listing page after this many days

    Default
    30
    Range
    1 to 365

    Only applies when fetchDetails is true.

  • requestsPerContext

    number

    Requests before recycling the browser context

    Default
    1500
    Range
    50 to 20000
Input as JSON Schema

The same schema the API validates against. Use it as a tool input schema or to generate a typed client.

inputSchema
{  "type": "object",  "additionalProperties": false,  "properties": {    "listingTypes": {      "type": "array",      "items": {        "type": "string",        "enum": [          "sale",          "rent"        ]      },      "uniqueItems": true,      "title": "Listing types",      "default": [        "sale",        "rent"      ]    },    "maxListings": {      "type": "number",      "minimum": 1,      "maximum": 200000,      "title": "Maximum listings",      "default": 200000    },    "concurrency": {      "type": "number",      "minimum": 1,      "maximum": 6,      "title": "Parallel page fetches inside the browser",      "default": 2    },    "searchIntervalMs": {      "type": "number",      "minimum": 0,      "maximum": 60000,      "title": "Minimum milliseconds between search pages",      "description": "PropertyGuru rate-limits by IP; bursts get the whole site challenged for ten minutes or more.",      "default": 3000    },    "mapCoordinates": {      "type": "boolean",      "title": "Take coordinates from the open map-cluster API",      "default": true    },    "agencyLicences": {      "type": "boolean",      "title": "Resolve each agency licence from one agent profile (cached 30 days)",      "default": true    },    "fetchDetails": {      "type": "boolean",      "title": "Open listing pages for postal code, coordinates, floor level, furnishing and agency licence",      "description": "Listing pages are rate-limited much harder than search pages, so they are paced and capped per run; details are cached per listing and coverage grows run over run.",      "default": true    },    "maxDetails": {      "type": "number",      "minimum": 0,      "maximum": 200000,      "title": "Maximum listing pages to open this run",      "default": 500    },    "detailIntervalMs": {      "type": "number",      "minimum": 0,      "maximum": 300000,      "title": "Minimum milliseconds between listing pages",      "default": 15000    },    "detailMaxAgeDays": {      "type": "number",      "minimum": 1,      "maximum": 365,      "title": "Re-open a listing page after this many days",      "default": 30    },    "requestsPerContext": {      "type": "number",      "minimum": 50,      "maximum": 20000,      "title": "Requests before recycling the browser context",      "default": 1500    }  }}

Run, poll, read rows

The run is asynchronous. Poll it until it reaches a terminal status and its billing is paid, then page through its rows. Until then the rows endpoint answers 409 (still queued or running) or 402 (payment required).

RUN_ID=$(curl -s -X POST "https://api.pandorlabs.com/v1/scrapers/propertyguru-listings/runs" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -H "Content-Type: application/json" \  -d '{    "input": {      "listingTypes": [        "sale",        "rent"      ],      "maxListings": 200000,      "concurrency": 2,      "searchIntervalMs": 3000    }  }' | jq -r '.id')while true; do  RUN=$(curl -s "https://api.pandorlabs.com/v1/runs/$RUN_ID" \    -H "Authorization: Bearer $PANDORLABS_KEY")  STATUS=$(echo "$RUN" | jq -r '.status')  BILLING=$(echo "$RUN" | jq -r '.billing.status')  case "$STATUS" in queued|running) ;; *) [ "$BILLING" != "pending" ] && break ;; esac  sleep 5doneecho "$RUN" | jq '{status, rowCount, billing}'curl -s "https://api.pandorlabs.com/v1/runs/$RUN_ID/rows?page=1&limit=100" \  -H "Authorization: Bearer $PANDORLABS_KEY"

See the API reference for pagination, cancelling and listing runs.

Output fields

Rows have no fixed schema; these are the fields observed in the rows collected so far. Coverage is the share of rows where the field is present.

No rows collected yet, so no fields have been observed. Run the scraper once and they will appear here.

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