Encar Automotive Search Scraper: Extract Vehicle Listings at Scale

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What Is Encar.com?

Encar.com is one of the Middle East's largest automotive marketplaces, offering thousands of new and used vehicle listings across multiple currencies and regions. The platform features detailed vehicle specifications, pricing, dealer information, and photos. Manually extracting vehicle data from search results is tedious and error-prone — the Encar Automotive Search Scraper automates this process, delivering clean, structured automotive data from search pages in seconds.

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Overview

The Encar Automotive Search Scraper extracts vehicle listing data directly from Encar.com search results pages, transforming raw listings into organized records. It is built for:

• Auto dealers monitoring inventory and competitor pricing
• Price research analysts tracking market trends across makes and models
• Aggregator platforms building comprehensive automotive databases
• Automotive data scientists analyzing vehicle market dynamics

Key strengths include support for filtered searches (by fuel type, transmission, year range, mileage), bulk scraping up to 1,000+ items per URL, and robust error handling via ignore_url_failures.

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Input Format

The scraper accepts a JSON configuration object:

{
  "urls": [
    "https://www.encar.com/search?o=&did=&gen=&trg=&c=new-and-used&ul=AE&cr=USD&k=&mg=&ds=&ma=69&tr[]=all&yf=&yt=&set=bu&pf=&pt=&emif=&emit=&kf=&kt=&eo[]=can-be-exported&eo[]=not-for-export&noi=30"
  ],
  "max_items_per_url": 200,
  "ignore_url_failures": true
}

URL Parameters Explained

Parameter	Description
urls	Array of Encar search result page URLs with filters applied
c	Condition filter: new-and-used, new, or used
ul	Location/region code (e.g., AE for UAE)
cr	Currency code (e.g., USD)
ma	Manufacturer ID for filtering by brand
tr[]	Transmission types: all, manual, automatic
yf, yt	Year from/to (model year range)
eo[]	Export options: can-be-exported, not-for-export
noi	Number of items displayed per page

Configuration Options

Field	Type	Description
urls	Array of strings	Add multiple search result URLs with your desired filters. Use Encar's filter interface to build URLs, then paste here.
max_items_per_url	Integer	Maximum listings to extract per URL. Default: 1000, recommended: 200–500 for stability.
ignore_url_failures	Boolean	If true, continues scraping if some URLs fail; if false, stops on first error. Default: true

Best Practice: Build your search on Encar.com using filters (brand, price range, mileage, transmission), then copy the resulting URL into the scraper. This allows precise targeting of vehicle segments.

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Output Format

Example Output Record

{
  "id": "42256805",
  "separation": [
    "B"
  ],
  "trust": [
    "Warranty"
  ],
  "service_mark": [
    "EncarDiagnosisP0"
  ],
  "condition": [
    "Inspection",
    "Record",
    "Resume"
  ],
  "photo": "/carpicture05/pic4225/42256805_",
  "photos": [
    {
      "type": "001",
      "location": "/carpicture05/pic4225/42256805_001.jpg",
      "updated_date": "2026-06-29T00:43:39Z",
      "ordering": 1.0
    },
    {
      "type": "003",
      "location": "/carpicture05/pic4225/42256805_003.jpg",
      "updated_date": "2026-06-29T00:43:39Z",
      "ordering": 3.0
    },
    {
      "type": "004",
      "location": "/carpicture05/pic4225/42256805_004.jpg",
      "updated_date": "2026-06-29T00:43:39Z",
      "ordering": 4.0
    },
    {
      "type": "007",
      "location": "/carpicture05/pic4225/42256805_007.jpg",
      "updated_date": "2026-06-29T00:43:39Z",
      "ordering": 7.0
    }
  ],
  "manufacturer": "벤츠",
  "model": "GLE-클래스 W166",
  "model_group": "GLE-클래스",
  "badge": "GLE350 d 4MATIC 쿠페",
  "transmission": "오토",
  "fuel_type": "디젤",
  "year": 201707.0,
  "form_year": "2017",
  "mileage": 139774.0,
  "color": "흰색",
  "color_expression": "#ffffff;#ffffff",
  "seat_color": "검정색 계열",
  "seat_color_expression": "#000000;#000000",
  "ad_type": [
    "G"
  ],
  "mobile_ad_words": null,
  "hotmark": null,
  "service_copy_car": "ORIGINAL",
  "price": 2980.0,
  "sell_type": "일반",
  "buy_type": [],
  "office_city_state": "경기",
  "dealer_photo": "/userdata/dealer/photo/stylepsh123.jpg",
  "from_url": "https://car.encar.com/list/car?page=2&search=%7B%22type%22%3A%22car%22%2C%22action%22%3A%22%28And.Hidden.N._.MultiViewHidden.N._.SellType.%EC%9D%BC%EB%B0%98._.%28Or.Separation.B._.Separation.F.%29_.ServiceCopyCar.ORIGINAL._.%28C.CarType.A._.Manufacturer.%EB%B2%A4%EC%B8%A0.%29%29%22%2C%22title%22%3A%22%EB%B2%A4%EC%B8%A0%22%2C%22toggle%22%3A%7B%7D%2C%22layer%22%3A%22%22%2C%22sort%22%3A%22MobileModifiedDate%22%2C%22cursor%22%3A%22%22%7D"
}

Each scraped vehicle listing returns a structured record with 30 fields:

Vehicle Identification

Field	Meaning
ID	Unique listing identifier on Encar.com
Manufacturer	Vehicle brand/make (e.g., Toyota, BMW, Honda)
Model	Specific model name (e.g., Camry, 3 Series)
Model Group	Broader model category for classification
Badge	Trim or variant badge (e.g., Sport, Luxury, SE)
Year	Manufacturing year of the vehicle
Form Year	Year of the current body generation/refresh

Technical Specifications

Field	Meaning
Transmission	Drivetrain type: Automatic, Manual, CVT
Fuel Type	Engine fuel: Petrol, Diesel, Hybrid, Electric
Mileage	Odometer reading in kilometers (used vehicles)
Condition	Vehicle state: New, Used, Like-New

Appearance & Details

Field	Meaning
Color	Exterior paint color code
Color Expression	Human-readable color name (e.g., Pearl White, Metallic Gray)
Seat Color	Interior upholstery color
Seat Color Expression	Readable interior color description
Photo	Primary listing photo URL (thumbnail or main image)
Photos	Array of all listing photo URLs
Dealer Photo	Dealer profile or storefront photo URL

Listing & Transaction Details

Field	Meaning
Price	Listing price in the specified currency (e.g., USD, AED)
Sell Type	How the vehicle is sold: Dealer, Individual, Fleet
Buy Type	Purchase option: Buy, Finance, Lease
Ad Type	Listing promotion type (standard, featured, premium)
Office City State	Seller location: city and state/region

Special Attributes & Status

Field	Meaning
Service Mark	Certification or warranty badge (e.g., certified pre-owned)
Trust	Seller trust rating or verification status
Separation	Reserved field for internal Encar categorization
Mobile Ad Words	Keywords optimized for mobile search visibility
Hotmark	Featured/highlighted listing indicator
Service Copy Car	Indicates if vehicle is a service loaner or demo car

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How to Use

1. Visit Encar.com — Go to the search page and apply filters (brand, price range, mileage, transmission, fuel type, year).
2. Copy the URL — Once filters are set, copy the full search results URL from your browser's address bar.
3. Paste into config — Add the URL to the urls array in the scraper input.
4. Set item limit — Adjust max_items_per_url based on how many listings you need per search (e.g., 200 for 2 pages, 500 for 5 pages).
5. Enable resilience — Keep ignore_url_failures: true to continue if a URL temporarily fails.
6. Run and export — Start the scraper and download results as JSON, CSV, or Excel.

Tips for best results:

• Use narrow, targeted searches (e.g., Toyota + Camry + 2020–2023) to get higher-quality data.
• Pagination is handled automatically; set max_items_per_url according to your needs.
• If scraping multiple regions, create separate runs per location/currency for cleaner data.
• Dealer photos and vehicle photos are returned as image URLs; download them separately if needed.

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Use Cases & Business Value

• Pricing intelligence: Build datasets tracking vehicle prices by brand, model, year, and region in real time
• Inventory monitoring: Track dealer stock levels and turnover rates across the platform
• Market research: Analyze demand for specific vehicle types (fuel efficiency, transmission preference, mileage trends)
• Automotive aggregators: Power job boards or marketplaces with fresh, structured vehicle data
• Finance & insurance: Underpin valuations and risk assessment with historical pricing data

The Encar Automotive Search Scraper turns search results into actionable intelligence, eliminating hours of manual data entry and enabling smarter business decisions.

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Conclusion

The Encar Automotive Search Scraper is the fastest way to extract structured vehicle data from Encar.com at scale. With 30+ fields per listing and support for advanced filtering, it unlocks market insights impossible to achieve manually. Whether you're a dealer, data analyst, or platform builder, this scraper delivers the clean, reliable automotive data you need.