Real Estate

Singapore URA Private Residential Market

Private residential property data from the Urban Redevelopment Authority — every caveated sale (project, street, postal district, market segment, price, area, $psf, sale type, tenure, floor range), every rental contract (rent, bedrooms, floor-area band, lease month), monthly developer sales by project and, with an API key, the pipeline of upcoming projects.

sg-ura-privatereal-estatesingaporeuracondominiumtransactionsrentalsnew-launch

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/sg-ura-private/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/sg-ura-private/runs" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -H "Content-Type: application/json" \  -d '{    "input": {      "source": "auto",      "datasets": [        "transaction",        "rental",        "developer_sale",        "pipeline"      ],      "rentalQuarters": 20,      "developerSalesMonths": 240    }  }'

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.

Source

source
enum
Source
The API carries the pipeline dataset and SVY21 coordinates; the website needs no key and covers transactions, rentals and developer sales.
Default
auto
Allowed values
auto
api
web
datasets
enum[]
Datasets
Default
["transaction","rental","developer_sale","pipeline"]
Allowed values
transaction
rental
developer_sale
pipeline

Advanced

rentalQuarters
number
Rental quarters to walk back (API)
Default
20
Range
1 to 40
developerSalesMonths
number
Developer-sales months to walk back
The website reaches back to January 2007; the API to about three years.
Default
240
Range
1 to 360
maxItems
number
Max rows per run
Default
5000000
Range
1 to 5000000
requestDelayMs
number
Delay between requests (ms)
Default
300
Range
0 to 30000

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": {    "source": {      "type": "string",      "enum": [        "auto",        "api",        "web"      ],      "title": "Source",      "description": "The API carries the pipeline dataset and SVY21 coordinates; the website needs no key and covers transactions, rentals and developer sales.",      "default": "auto"    },    "datasets": {      "type": "array",      "items": {        "type": "string",        "enum": [          "transaction",          "rental",          "developer_sale",          "pipeline"        ]      },      "uniqueItems": true,      "title": "Datasets",      "default": [        "transaction",        "rental",        "developer_sale",        "pipeline"      ]    },    "rentalQuarters": {      "type": "number",      "minimum": 1,      "maximum": 40,      "title": "Rental quarters to walk back (API)",      "default": 20    },    "developerSalesMonths": {      "type": "number",      "minimum": 1,      "maximum": 360,      "title": "Developer-sales months to walk back",      "description": "The website reaches back to January 2007; the API to about three years.",      "default": 240    },    "maxItems": {      "type": "number",      "minimum": 1,      "maximum": 5000000,      "title": "Max rows per run",      "default": 5000000    },    "requestDelayMs": {      "type": "number",      "minimum": 0,      "maximum": 30000,      "title": "Delay between requests (ms)",      "default": 300    }  }}

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/sg-ura-private/runs" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -H "Content-Type: application/json" \  -d '{    "input": {      "source": "auto",      "datasets": [        "transaction",        "rental",        "developer_sale",        "pipeline"      ],      "rentalQuarters": 20,      "developerSalesMonths": 240    }  }' | jq -r '.id')while true; do  RUN=$(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.