PropertyGuru Singapore Agent Directory
Every agent in the PropertyGuru Singapore directory with CEA registration, agency and agency licence, listing counts, median listing price and psf, ratings, specialities, regions served and three-year transaction mix. No personal phone numbers or emails.
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-agents/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.csvThe 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-agents/runs" \ -H "Authorization: Bearer $PANDORLABS_KEY" \ -H "Content-Type: application/json" \ -d '{ "input": { "maxAgents": 50000, "fetchProfiles": true, "maxProfiles": 1500, "profileMaxAgeDays": 30 } }'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.
maxAgentsnumber
Maximum agents
- Default
50000- Range
- 1 to 50000
fetchProfilesboolean
Open each agent profile for agency licence, specialities, regions and transaction mix
Profiles are cached for profileMaxAgeDays, so coverage grows run over run within the per-run cap.
- Default
true
maxProfilesnumber
Maximum profiles to open this run
- Default
1500- Range
- 0 to 50000
Only applies when
fetchProfilesistrue.profileMaxAgeDaysnumber
Re-open a profile after this many days
- Default
30- Range
- 1 to 365
Only applies when
fetchProfilesistrue.directoryIntervalMsnumber
Minimum milliseconds between directory pages
- Default
1500- Range
- 0 to 60000
profileIntervalMsnumber
Minimum milliseconds between profile pages
- Default
2500- Range
- 0 to 60000
concurrencynumber
Parallel page fetches inside the browser
- Default
2- Range
- 1 to 6
requestsPerContextnumber
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.
{ "type": "object", "additionalProperties": false, "properties": { "maxAgents": { "type": "number", "minimum": 1, "maximum": 50000, "title": "Maximum agents", "default": 50000 }, "fetchProfiles": { "type": "boolean", "title": "Open each agent profile for agency licence, specialities, regions and transaction mix", "description": "Profiles are cached for profileMaxAgeDays, so coverage grows run over run within the per-run cap.", "default": true }, "maxProfiles": { "type": "number", "minimum": 0, "maximum": 50000, "title": "Maximum profiles to open this run", "default": 1500 }, "profileMaxAgeDays": { "type": "number", "minimum": 1, "maximum": 365, "title": "Re-open a profile after this many days", "default": 30 }, "directoryIntervalMs": { "type": "number", "minimum": 0, "maximum": 60000, "title": "Minimum milliseconds between directory pages", "default": 1500 }, "profileIntervalMs": { "type": "number", "minimum": 0, "maximum": 60000, "title": "Minimum milliseconds between profile pages", "default": 2500 }, "concurrency": { "type": "number", "minimum": 1, "maximum": 6, "title": "Parallel page fetches inside the browser", "default": 2 }, "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-agents/runs" \ -H "Authorization: Bearer $PANDORLABS_KEY" \ -H "Content-Type: application/json" \ -d '{ "input": { "maxAgents": 50000, "fetchProfiles": true, "maxProfiles": 1500, "profileMaxAgeDays": 30 } }' | jq -r '.id')while true; do RUN=$(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.
