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Droom Data Parser & API

Droom is an Indian online auto marketplace listing 50K+ vehicles across cars, two-wheelers and commercial vehicles — and Carapis can extract its listings plus its Orange Book Value pricing and ECO score signals through one REST API. Droom is best known for its algorithmic Orange Book Value (OBV) pricing and ECO score / Discovery history reports, a valuation signal that is rare in South-Asian auto data, and Carapis can serve it without you building a scraper.

On request — not in the live feed today. We do not continuously crawl Droom right now. Activation takes 2–3 weeks of engineering and is quoted per source, because each one ships with dedicated proxies, anti-bot tuning and ongoing maintenance. Ask us to add it.

CountryIndia
TypeMarketplace
OwnerDroom
Vehicle typesused, new, moto, commercial
Monthly visits— (mid-tier)
Active listings50K+ vehicles
API accessPartial / limited API
Parse priority★★★★☆
Official sitedroom.in

What is Droom?

Droom is an Indian automobile marketplace covering used and new cars, motorcycles and commercial vehicles, with 50K+ vehicles listed. It differentiates on data products: Orange Book Value (OBV), an algorithmic fair-price benchmark, and ECO score / “Discovery” history reports. Droom has IPO ambitions and competes with CarTrade and CarDekho in the marketplace segment.

Market Position

Droom is a mid-tier Indian marketplace whose moat is its valuation data rather than raw traffic. Its Orange Book Value algorithmic pricing and ECO score reports give it a price-history/valuation signal that most South-Asian classifieds lack. In a market where mileage is self-reported and no platform offers VIN/CARFAX-style history, OBV is a useful independent pricing anchor. India’s used-car market is estimated at ~USD 36B (2025).

What the API returns

Response schema

Indicative — this is the shape, not a guarantee. Every source returns the same structure, so what you build against does not change when you add one. Which fields carry a value depends on the source and on the individual listing: a site that does not publish mileage returns null there, and Droom is no exception.

List — GET /apix/api/vehicles/ — returns 30 fields per vehicle:

  • idstring
  • source_codestring
  • brand_namestring
  • brand_slugstring
  • model_namestring
  • model_slugstring
  • trimstring
  • yearinteger
  • price_usdinteger
  • mileageinteger
  • fuel_typeFuelTypeEnum
  • transmissionTransmissionEnum
  • body_typeBodyTypeEnum
  • colorColorEnum
  • seller_typeSellerTypeEnum
  • regionstring
  • source_locationobject
  • has_accidentboolean
  • is_new_vehicleboolean
  • is_verifiedboolean
  • statusVehicleStatusEnum
  • is_availableboolean
  • first_seen_atstring
  • last_seen_atstring
  • thumbVehiclePhoto
  • photosarray
  • photos_countinteger
  • has_valuationboolean
  • has_llm_analysisboolean
  • analysisobject

Detail — GET /apix/api/vehicles/{id}/ — adds 23 more:

  • generationstring
  • price_originalstring
  • price_original_currencystring
  • original_msrpstring
  • engine_ccinteger
  • seat_countinteger
  • drive_typeDriveTypeEnum
  • has_simple_repairboolean
  • has_recallboolean
  • recall_fulfilledboolean
  • warranty_typestring
  • inspection_passedboolean
  • owner_countinteger
  • is_undervaluedboolean
  • valuation_scorenumber
  • featuresarray
  • descriptionstring
  • listing_urlstring
  • listing_idstring
  • vinstring
  • vehicle_nostring
  • availability_checked_atstring
  • status_changed_atstring

Abbreviated example:

{
  "id": "0193f2c1-...",
  "source_code": "encar",
  "brand_name": "BMW",
  "model_name": "320i",
  "trim": "M Sport",
  "year": 2021,
  "price_usd": 28400,
  "price_original": "38900000",
  "price_original_currency": "KRW",
  "mileage": 45000,
  "fuel_type": "gasoline",
  "transmission": "automatic",
  "has_accident": false,
  "listing_url": "https://...",
  "photos": [{ "url": "https://cdn.carapis.com/..." }],
  "first_seen_at": "2026-09-28T11:04:22Z",
  "is_available": true
}

Which sources you can actually query is answered by GET /apix/api/sources/ with your API key — it is the list your account can pull today, and it is the one to trust over any page on this site.

OBV and ECO score make Droom valuable for valuation and pricing-intelligence buyers who need an independent price benchmark.

API Quick Start

import requests resp = requests.get( "https://api.carapis.com/v2/listings", params={"source": "droom", "limit": 20}, headers={"Authorization": f"Bearer {API_KEY}"}, ) for car in resp.json()["results"]: print(car["make"], car["model"], car["year"], car["price"])

Get an API key at my.carapis.com  and see the full API reference. Pricing is on the pricing page .

Use Cases

  • Pricing intelligence — Orange Book Value gives an independent valuation anchor for dealers.
  • Market research — track marketplace supply, pricing and ECO-score quality signals. See market research.
  • Valuation modelling — combine OBV with listing prices to model residual values.

Frequently asked questions