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Real Estate

Airbnb Stay Listings

Airbnb rental listings — location, price breakdown, rating, reviews, rooms, beds, host badges and coordinates.

airbnb-listingsairbnbshort-term-rentalreal-estatetravelpricing

499 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/airbnb-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

At its current 499 rows, this download costs 5 credits when the data is fresh enough, or 10 credits when it has to be refreshed first.

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/airbnb-listings/runs" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -H "Content-Type: application/json" \  -d '{    "input": {      "location": "Lisbon, Portugal",      "checkin": "2026-10-10",      "checkout": "2026-10-14",      "adults": 2    }  }'

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.

Search

  • location

    string

    Destination

    Typed exactly as it would be into Airbnb’s search box. Ignored when map bounds are set.

    Default
    Lisbon, Portugal
    Example
    Lisbon, Portugal
  • checkin

    string

    Check-in

    YYYY-MM-DD. Leave both dates empty for undated prices — Airbnb then quotes its own default stay, which is not comparable between runs.

    Default
    none
    Example
    2026-10-10
  • checkout

    string

    Check-out

    YYYY-MM-DD. Only applied together with a check-in.

    Default
    none
    Example
    2026-10-14
  • adults

    number

    Adults

    Guest count filters out listings too small for the party, so it changes which listings exist, not only their price.

    Default
    2
    Range
    1 to 16
  • children

    number

    Children

    Default
    0
    Range
    0 to 15
  • currency

    string

    Currency

    ISO code. Airbnb renders every price in it, so mixing currencies between runs makes the price columns incomparable.

    Default
    USD
    Example
    USD
  • maxListings

    number

    Max listings per run

    Rows upsert on re-run, so this bounds one run rather than the dataset.

    Default
    540
    Range
    1 to 50000

Filters

  • priceMin

    number

    Min price per night

    0 leaves the filter off.

    Default
    0
    Range
    0 to 100000
  • priceMax

    number

    Max price per night

    0 leaves the filter off. Bounds are per night before fees, in the run’s currency, and Airbnb applies them server-side — a 30-60 cap and a 400 floor return visibly different markets.

    Default
    0
    Range
    0 to 100000
  • infants

    number

    Infants

    Default
    0
    Range
    0 to 5
  • pets

    number

    Pets

    Non-zero restricts results to pet-friendly listings.

    Default
    0
    Range
    0 to 5

Advanced

  • mapBounds

    string

    Map bounds

    swLat,swLng,neLat,neLng. Searches a viewport instead of a named destination — the way to cover an area with no Airbnb place id, or to sweep a city in tiles.

    Default
    none
    Example
    41.34,2.10,41.42,2.23
  • placeId

    string

    Place id

    Google place id for the destination. Worth setting where the name is ambiguous; Airbnb resolves the text itself otherwise.

    Default
    none
    Example
    ChIJ…
  • zoomLevel

    number

    Zoom level

    Accompanies map bounds. Only affects how Airbnb clusters, not what it returns.

    Default
    12
    Range
    1 to 20
  • maxPages

    number

    Max pages

    Airbnb hands out 15 page cursors (18 results each) and then stops; pages beyond that need deep paging, and repeat more the further they go.

    Default
    30
    Range
    1 to 200
  • deepPaging

    boolean

    Page past Airbnb’s last cursor

    Airbnb stops issuing cursors after page 15, but still answers a hand-built one — its cursor is just a base64 result offset. Measured on Lisbon, that took one search from 229 listings to 331. Turn it off to stay strictly inside what Airbnb offers.

    Default
    true
  • locale

    string

    Locale

    Response language. Changing it changes the number formatting inside the price strings, which the price parser assumes is English.

    Default
    en
  • requestDelayMs

    number

    Delay between pages (ms)

    Default
    1200
    Range
    0 to 60000
  • apiKey

    string

    API key override

    Defaults to AIRBNB_API_KEY, then the public browser key airbnb.com ships in its own page source. Set only if Airbnb rotates that key.

    Default
    none
  • persistedQueryHash

    string

    Persisted query hash

    The hash in the request path. Airbnb ignores it because the request carries its own query document, so this is here for the day it stops doing so.

    Default
    none
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": {    "location": {      "type": "string",      "maxLength": 2000,      "title": "Destination",      "description": "Typed exactly as it would be into Airbnb’s search box. Ignored when map bounds are set.",      "default": "Lisbon, Portugal",      "examples": [        "Lisbon, Portugal"      ]    },    "checkin": {      "type": "string",      "maxLength": 2000,      "title": "Check-in",      "description": "YYYY-MM-DD. Leave both dates empty for undated prices — Airbnb then quotes its own default stay, which is not comparable between runs.",      "examples": [        "2026-10-10"      ]    },    "checkout": {      "type": "string",      "maxLength": 2000,      "title": "Check-out",      "description": "YYYY-MM-DD. Only applied together with a check-in.",      "examples": [        "2026-10-14"      ]    },    "adults": {      "type": "number",      "minimum": 1,      "maximum": 16,      "title": "Adults",      "description": "Guest count filters out listings too small for the party, so it changes which listings exist, not only their price.",      "default": 2    },    "children": {      "type": "number",      "minimum": 0,      "maximum": 15,      "title": "Children",      "default": 0    },    "currency": {      "type": "string",      "maxLength": 2000,      "title": "Currency",      "description": "ISO code. Airbnb renders every price in it, so mixing currencies between runs makes the price columns incomparable.",      "default": "USD",      "examples": [        "USD"      ]    },    "maxListings": {      "type": "number",      "minimum": 1,      "maximum": 50000,      "title": "Max listings per run",      "description": "Rows upsert on re-run, so this bounds one run rather than the dataset.",      "default": 540    },    "priceMin": {      "type": "number",      "minimum": 0,      "maximum": 100000,      "title": "Min price per night",      "description": "0 leaves the filter off.",      "default": 0    },    "priceMax": {      "type": "number",      "minimum": 0,      "maximum": 100000,      "title": "Max price per night",      "description": "0 leaves the filter off. Bounds are per night before fees, in the run’s currency, and Airbnb applies them server-side — a 30-60 cap and a 400 floor return visibly different markets.",      "default": 0    },    "infants": {      "type": "number",      "minimum": 0,      "maximum": 5,      "title": "Infants",      "default": 0    },    "pets": {      "type": "number",      "minimum": 0,      "maximum": 5,      "title": "Pets",      "description": "Non-zero restricts results to pet-friendly listings.",      "default": 0    },    "mapBounds": {      "type": "string",      "maxLength": 2000,      "title": "Map bounds",      "description": "swLat,swLng,neLat,neLng. Searches a viewport instead of a named destination — the way to cover an area with no Airbnb place id, or to sweep a city in tiles.",      "examples": [        "41.34,2.10,41.42,2.23"      ]    },    "placeId": {      "type": "string",      "maxLength": 2000,      "title": "Place id",      "description": "Google place id for the destination. Worth setting where the name is ambiguous; Airbnb resolves the text itself otherwise.",      "examples": [        "ChIJ…"      ]    },    "zoomLevel": {      "type": "number",      "minimum": 1,      "maximum": 20,      "title": "Zoom level",      "description": "Accompanies map bounds. Only affects how Airbnb clusters, not what it returns.",      "default": 12    },    "maxPages": {      "type": "number",      "minimum": 1,      "maximum": 200,      "title": "Max pages",      "description": "Airbnb hands out 15 page cursors (18 results each) and then stops; pages beyond that need deep paging, and repeat more the further they go.",      "default": 30    },    "deepPaging": {      "type": "boolean",      "title": "Page past Airbnb’s last cursor",      "description": "Airbnb stops issuing cursors after page 15, but still answers a hand-built one — its cursor is just a base64 result offset. Measured on Lisbon, that took one search from 229 listings to 331. Turn it off to stay strictly inside what Airbnb offers.",      "default": true    },    "locale": {      "type": "string",      "maxLength": 2000,      "title": "Locale",      "description": "Response language. Changing it changes the number formatting inside the price strings, which the price parser assumes is English.",      "default": "en"    },    "requestDelayMs": {      "type": "number",      "minimum": 0,      "maximum": 60000,      "title": "Delay between pages (ms)",      "default": 1200    },    "apiKey": {      "type": "string",      "maxLength": 2000,      "title": "API key override",      "description": "Defaults to AIRBNB_API_KEY, then the public browser key airbnb.com ships in its own page source. Set only if Airbnb rotates that key."    },    "persistedQueryHash": {      "type": "string",      "maxLength": 2000,      "title": "Persisted query hash",      "description": "The hash in the request path. Airbnb ignores it because the request carries its own query document, so this is here for the day it stops doing so."    }  }}

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/airbnb-listings/runs" \  -H "Authorization: Bearer $PANDORLABS_KEY" \  -H "Content-Type: application/json" \  -d '{    "input": {      "location": "Lisbon, Portugal",      "checkin": "2026-10-10",      "checkout": "2026-10-14",      "adults": 2    }  }' | jq -r '.id')while true; do  RUN=$(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.

FieldTypeCoverage
badge_typesarray73%
badgesarray73%
bathroom_countnumber65%
bed_countnumber93%
bedroom_countnumber94%
check_in_hournumber62%
citystring94%
countrystring94%
country_codestring65%
currencystring100%
discount_labelstring24%
is_auto_translatedboolean94%
is_guest_favoriteboolean100%
is_hotelboolean65%
is_new_listingboolean94%
is_superhostboolean100%
latitudenumber100%
listing_idstring100%
localized_citystring94%
longitudenumber100%
namestring100%
neighborhoodstring91%
nightsnumber100%
person_capacitynumber94%
photo_idstring65%
picture_countnumber100%
picture_urlstring100%
picture_urlsarray100%
price_breakdownarray100%
price_discountnumber24%
price_display_stylestring100%
price_labelstring99%
price_original_totalnumber38%
price_per_nightnumber100%
price_qualifierstring98%
price_taxesnumber64%
price_totalnumber98%
price_total_exactnumber70%
price_total_textstring98%
property_typestring94%
ratingnumber94%
review_countnumber94%
room_typestring94%
search_adultsnumber100%
search_checkinstring65%
search_checkoutstring65%
search_locationstring100%
titlestring100%
created_atdate100%
first_seen_atdate100%
last_seen_atdate100%
updated_atdate100%
_idstring100%

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