Mudah.my Car Search Scraper: Extract Malaysian Car Listings at Scale

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What Is Mudah.my?

Mudah.my is Malaysia's largest classifieds marketplace, with automotive listings representing one of its most active categories. The platform hosts thousands of new and used car ads updated daily by both individual sellers and dealerships. Manually tracking prices, models, or market trends across this volume is impractical — the Mudah.my Search Scraper automates extraction from any search results page, delivering structured car listing data ready for analysis.

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Overview

The Mudah.my Car Search Scraper collects all visible listings from Mudah.my search result pages, transforming each ad card into a rich structured record with 80+ data fields. It is suited for:

• Used car dealers monitoring competitor pricing and inventory
• Price comparison platforms aggregating Malaysian automotive market data
• Market researchers tracking demand trends by make, model, or region
• Developers building automotive data feeds or valuation tools

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Input Format

{
  "urls": ["https://www.mudah.my/malaysia/cars-for-sale?o=2"],
  "ignore_url_failures": true,
  "max_items_per_url": 50
}

Field	Type	Description
urls	array	One or more Mudah.my search list URLs to scrape. Supports pagination URLs (e.g., ?o=2, ?o=3). Add URLs one by one or via bulk edit.
max_items_per_url	integer	Maximum number of listings to collect per URL. Default: 20.
ignore_url_failures	boolean	If true, skips failed URLs and continues the run instead of stopping. Default: true.

Tip: To collect across multiple pages, add each paginated URL separately (e.g., ?o=1, ?o=2, ?o=3). You can also filter by region, make, or price range directly in the search URL before pasting it in.

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Output Format

Sample output

{
  "avatar": null,
  "type_id": "s",
  "agent_data": null,
  "property_spec": null,
  "date": "2026-05-15 18:48:28",
  "modified_ts": 1778842108,
  "type_name": "sell",
  "category_name": "Cars",
  "phone": null,
  "phone_hidden": null,
  "list_id": 111893076,
  "media_count": 16,
  "subject": "2023 Toyota ALPHARD 2.5 Z (A)",
  "rooms_name": null,
  "subarea_name": "Subang Jaya",
  "bathroom_name": null,
  "property_type_id": null,
  "size_suffix": null,
  "category_id": "1020",
  "price": 320000,
  "title_type_id": null,
  "title_type_name": null,
  "property_type_name": null,
  "list_ts": 1778842108,
  "image_count": 16,
  "ad_seller_type": 6,
  "region_name": "Selangor",
  "region_id": "8",
  "store": 1370561,
  "modified_at": "2026-05-15 18:48:28",
  "company_ad": true,
  "image": "/29/2940285829368339406.jpg",
  "extra_images": [
    "/29/2940285846588620507.jpg",
    "/29/2940285832036047822.jpg",
    "/29/2940285836257122399.jpg",
    "/29/2940285830015801439.jpg",
    "/29/2940285849427892319.jpg",
    "/29/2940285835811052494.jpg",
    "/29/2940285825609980878.jpg",
    "/29/2940285831760401041.jpg",
    "/29/2940285845928041422.jpg",
    "/29/2940285842572467150.jpg",
    "/29/2940285838740281439.jpg",
    "/29/2940285832958860238.jpg",
    "/29/2940285843327507406.jpg",
    "/29/2940285827885029471.jpg",
    "/29/2940285839663093855.jpg"
  ],
  "orig_date": "2026-03-24 09:30:02",
  "ad_id": 131598863,
  "ad_expiry": "2026-05-25 09:25:35",
  "size": null,
  "subarea_id": "337",
  "user_id": 16171230,
  "name": "Mudah Certified Partner - Klang Valley",
  "name_label": null,
  "price_alias": 320000,
  "store_verified": "verified",
  "orig_list_time": "2026-03-24 09:30:02",
  "price_label": "RM 320,000",
  "price_markdown": null,
  "adview_url": "https://www.mudah.my/2023-toyota-alphard-2-5-z-a-111893076.htm",
  "branding_adview": null,
  "branding_listing": null,
  "has_ps_highlight": null,
  "has_ps_urgent": null,
  "has_ps_gallery": null,
  "uid": null,
  "location_label": null,
  "property_spec_mobile": null,
  "old_price": null,
  "car_type_id": "5",
  "car_type_name": "MPVs",
  "transmission_name": "Auto",
  "make_id": "35",
  "price_markdown_percentage": null,
  "make_name": "Toyota",
  "condition_id": "3",
  "car_loan_payment": 3387,
  "condition_name": "Recon",
  "manufactured_year": "2023",
  "bundle": "48",
  "model_id": "1714",
  "car_loan_tenure": 9,
  "mileage": {
    "gte": "15000",
    "lte": "19999"
  },
  "model_name": "Alphard",
  "engine_capacity": "2493",
  "fueltype": "petrol",
  "car_loan_eligible": true,
  "price_markdown_percentage_label": null,
  "old_price_label": null,
  "categorised_badges": {
    "seller": [
      {
        "text": "Mudah Certified",
        "text_colour": "#F42B38",
        "icon": "https://mcdn.mudah.my/static-assets/images/automotive/icons/icon-listing-cars-mudah-certified-v1.svg",
        "background_colour": "#FFEBEF"
      }
    ]
  },
  "ad_highlights": {
    "data": [
      {
        "icon": "https://mcdn.mudah.my/static-assets/images/automotive/icons/icon-listing-cars-manufactured-year-v1.svg",
        "label": "2023"
      },
      {
        "icon": "https://mcdn.mudah.my/static-assets/images/automotive/icons/icon-listing-cars-transmission-v1.svg",
        "label": "Auto"
      },
      {
        "icon": "https://mcdn.mudah.my/static-assets/images/automotive/icons/icon-listing-cars-mileage-v1.svg",
        "label": "15k-20k"
      },
      {
        "icon": "https://mcdn.mudah.my/static-assets/images/automotive/icons/icon-listing-cars-condition-v1.svg",
        "label": "Recon"
      }
    ]
  },
  "location": "Selangor - Subang Jaya",
  "monthly_payment": {
    "down_payment_percentage": 10,
    "interest_rate": 3,
    "label": "RM 3,387/Month",
    "tenure": 9,
    "tenure_label": "(9 years loan)",
    "type": "monthly"
  },
  "body": "Car Price: RM320,000\nProcessing Fee (Loan bank): RM2800\n\n1 Year Warranty\n\nExperience first-class travel with the 2023 Toyota Alphard 2.5 Z (A) — a premium MPV that redefines luxury, comfort, and performance for you and your family.\n\nReasons to buy this unit with us!\nPerformance: Powerful and smooth driving with excellent road presence\nCC engine: 2494 cc\nTransmission: CVT automatic transmission for seamless acceleration\nMileage: Low Mileage\nDesign: Luxurious exterior with a bold front grille and sleek profile\n\nComfort: Spacious cabin with leather upholstery, power-adjustable seats, and advanced infotainment features\n\nSafety: Top-tier safety features including multiple airbags, lane departure alert, and pre-collision system for maximum protection\n \n❌ Flooded vehicles !  \n❌ Vehicles with tampered history !  \n❌ Major accident vehicles !  \n✅ Good running condition.  \n✅ Free inspection report.  \n✅ Free Financing facilities & Insurance Consultation.  \n✅ Post Sales Service Package Available.  \n✅ Trade-in welcomed, deal until satisfied.  \n✅ Finance from Major Banks.  \nBUY WITH NO WORRIES, WE SELL HAPPILY.\n\nPrice excluding insurance and road tax.\n\nContact us at:\nWhatsApp: 013-228 0715",
  "index_at": "2026-05-15T19:00:25+08:00",
  "category_level_one_name": null,
  "rank": {
    "score": "0",
    "position": 35,
    "qry": {},
    "type": "esquery"
  }
}

Each listing returns a structured record. Fields are grouped below by category:

Ad Identity & Metadata

Field	Meaning
Ad ID / List ID / UID	Unique identifiers for the listing across Mudah's systems
Subject	Ad title as written by the seller
Body	Full ad description text
Adview URL	Direct link to the full ad detail page
Date / Orig Date	Date the ad was first created
List TS / Orig List Time	Unix timestamps for listing creation
Modified At / Modified TS	Last modification date and timestamp
Ad Expiry	When the listing is scheduled to expire
Index At	When the ad was indexed in search
Rank	Position/rank of the listing in search results

Category & Classification

Field	Meaning
Category ID / Category Name	Top-level category (e.g., Cars)
Category Level One Name	Broad category label
Type ID / Type Name	Listing type classification
Car Type ID / Car Type Name	Vehicle body style category
Condition ID / Condition Name	New or used status
Title Type ID / Title Type Name	Ownership title type (e.g., individual, company)
Property Type ID / Property Type Name	Property classification fields (populated for non-car categories)

Vehicle Specifications

Field	Meaning
Make ID / Make Name	Car brand (e.g., Toyota, Proton)
Model ID / Model Name	Car model (e.g., Vios, Saga)
Manufactured Year	Year the vehicle was manufactured
Mileage	Odometer reading
Engine Capacity	Engine size in cc
Fuel Type	Petrol, diesel, electric, hybrid, etc.
Transmission Name	Manual or automatic

Pricing & Loan

Field	Meaning
Price	Listed selling price
Price Label	Formatted price string (e.g., "RM 45,000")
Price Alias	Alternative price display text
Old Price / Old Price Label	Original price before markdown
Price Markdown	Absolute discount amount
Price Markdown Percentage / ...Label	Discount percentage and formatted label
Car Loan Payment / Monthly Payment	Estimated monthly loan repayment
Car Loan Tenure	Loan period in years
Car Loan Eligible	Whether the listing qualifies for loan
Bundle	Any bundled offers or packages

Seller & Store Info

Field	Meaning
User ID / Name / Name Label	Seller account ID and display name
Ad Seller Type	Individual or dealer
Company Ad	Whether the ad is posted by a company
Store	Dealership/store object if applicable
Store Verified	Whether the store has been verified by Mudah
Phone	Seller contact number
Phone Hidden	Whether the phone number is masked
Agent Data	Agent profile metadata (if applicable)
Avatar	Seller profile image URL

Location

Field	Meaning
Region ID / Region Name	Malaysian state or region
Subarea ID / Subarea Name	District or city within the region
Location	Location object with coordinates or area data
Location Label	Human-readable location string

Media & Visuals

Field	Meaning
Image	Primary listing image URL
Extra Images	Additional image URLs
Image Count / Media Count	Total number of images attached
Branding Adview / Branding Listing	Dealer branding assets shown on the ad

Listing Enhancements & Badges

Field	Meaning
Has PS Highlight	Whether the listing has a paid highlight
Has PS Urgent	Whether marked as urgent sale
Has PS Gallery	Whether gallery display is enabled
Categorised Badges	Badges attached to the listing (e.g., "Price Drop")
Ad Highlights	Featured attributes highlighted in the listing

Miscellaneous / Property Fields

These fields apply primarily to property listings but may appear in mixed-category scrapes:

Field	Meaning
Property Spec / Property Spec Mobile	Structured property specifications
Rooms Name / Bathroom Name	Room/bathroom labels
Size / Size Suffix	Property size and unit

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How to Use

1. Build your search URL on Mudah.my using filters (brand, region, price range, condition).
2. Copy the URL from your browser — include pagination parameters (?o=2) to target specific pages.
3. Paste into urls in the input config. Add multiple URLs for multi-page or multi-filter runs.
4. Set max_items_per_url based on how many listings each page shows (typically 20–50).
5. Run the scraper and export results as JSON or CSV.

Best practices:

• Use paginated URLs to cover full search result sets.
• Set ignore_url_failures: true for large batch runs.
• Combine region and make filters in the URL to segment your dataset cleanly.

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Use Cases & Value

• Dealer pricing strategy: Benchmark asking prices for specific makes/models across Malaysia
• Market trend analysis: Track average mileage, price, and volume by region over time
• Valuation tools: Feed listing data into car price estimation models
• Inventory monitoring: Watch competitor stock changes on a scheduled basis

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Conclusion

The Mudah.my Search Scraper turns Malaysia's busiest car classifieds into a structured data source with minimal setup. With 80+ fields per listing — from loan estimates to seller verification status — it provides the depth needed for serious automotive market analysis. Configure your search URL, set your limits, and run.