Cars24.com Used Car Scraper: Extract Complete Vehicle Listings Data

Excerpt: Scrape comprehensive used car listings from Cars24.com, India's leading online platform for certified pre-owned vehicles. Extract pricing, specifications, condition reports, and dealer information. Perfect for automotive market research, price comparison tools, inventory analysis, and competitive intelligence in the used car industry.

Understanding Cars24.com and Its Market Position

Cars24.com revolutionized India's used car market by providing transparent pricing, standardized quality checks, and streamlined buying experiences. The platform lists thousands of certified pre-owned vehicles with detailed specifications, inspection reports, and competitive pricing—making it a goldmine for automotive data intelligence.

Unlike traditional classifieds, Cars24 provides structured, verified data including mechanical condition, service history, and transparent pricing. For automotive dealers, market researchers, price comparison platforms, and automotive analytics companies, this data enables market trend analysis, competitive pricing strategies, and inventory optimization.

Manual data collection across multiple cities, car segments, and specifications requires extensive time browsing pages and copying fragmented information. This scraper automates the entire process, transforming search results into structured datasets ready for analysis.

What This Scraper Extracts and Target Users

The Cars24.com Used Car Scraper processes search result pages—the listings you see after applying filters for body type, price range, fuel type, or location. It extracts comprehensive vehicle data from multiple listings simultaneously.

Key Users:

Used Car Dealers monitor inventory availability, competitive pricing, and market supply across segments. Automotive Market Researchers analyze pricing trends, popular models, and regional demand patterns. Price Comparison Platforms integrate Cars24 data to provide comprehensive market coverage. Automotive Analytics Companies build predictive pricing models and demand forecasting tools. Financial Institutions assess used car market values for loan underwriting and insurance purposes.

Input Configuration: Targeting Vehicle Listings

The scraper processes Cars24 search result URLs with applied filters. These URLs contain query parameters specifying body types, cities, price ranges, and other criteria.

Example Input:

{
  "proxy": {
    "useApifyProxy": false
  },
  "max_items_per_url": 20,
  "ignore_url_failures": true,
  "urls": [
    "https://www.cars24.com/buy-used-car/?f=bodyType%3A%3D%3Asuv&listingSource=Search_HP&storeCityId=2"
  ]
}

Example Screenshot:

Parameter Explanation:

proxy: Set to false for direct access. Enable (useApifyProxy: true) if experiencing rate limiting or regional restrictions.

max_items_per_url: Limits extraction to 20 vehicles per URL. Increase for comprehensive data collection; Cars24 typically displays 20-30 listings per page.

ignore_url_failures: When true, continues processing remaining URLs if one fails—essential for batch scraping multiple search pages.

urls: Search result page URLs from Cars24. Example URL includes filters: bodyType=suv (SUVs only), storeCityId=2 (specific city). Build URLs by performing searches on Cars24 and copying the resulting URLs.

URL Construction Tips: Apply desired filters on Cars24 (body type, transmission, fuel, price range, city), then copy the URL. For pagination, add &page=2, &page=3 to collect additional listings. Test URLs in browser before scraping.

Complete Output Structure: Field-by-Field Breakdown

Appointment ID: Unique identifier for each vehicle listing. Use: Primary key for databases, tracking specific vehicles, avoiding duplicates.

Masked Registration Number: Partially hidden vehicle registration (e.g., "MH**AB****"). Use: Vehicle identification while protecting privacy, tracking specific cars across listings.

Location Code / Location ID: Codes identifying vehicle storage location. Use: Geographic analysis, logistics planning, regional inventory tracking.

City Code / City ID: Identifiers for the city where vehicle is listed. Use: Market segmentation by geography, regional demand analysis.

Listing Price: Current asking price in INR. Use: Primary pricing data for market analysis, competitor benchmarking.

Original Price: Vehicle's new purchase price when manufactured. Use: Calculating depreciation rates, value retention analysis.

On Road Price: Total price including registration, insurance, taxes. Use: True cost comparison, customer budgeting, total cost of ownership analysis.

Discount: Price reduction from original listing. Use: Identifying promotional pricing, negotiation insights, seasonal trends.

Status: Listing state (available, sold, reserved). Use: Inventory turnover tracking, demand indicators.

Listing: Platform-specific listing metadata. Use: Internal categorization, listing type identification.

Car Name: Complete vehicle identification (e.g., "Hyundai Creta 1.6 SX Plus"). Use: Primary search field, model identification.

Make: Manufacturer brand (Maruti, Hyundai, Honda). Use: Brand-level analysis, manufacturer market share.

Model: Vehicle model name (Creta, Swift, City). Use: Model popularity tracking, segment analysis.

Variant: Specific trim level (SX Plus, VXi, ZXi). Use: Feature-based pricing analysis, variant demand patterns.

Year: Manufacturing year. Use: Age-based depreciation analysis, vintage segmentation.

Transmission Type: Manual or Automatic. Use: Market preference analysis, pricing impact studies.

Body Type: Vehicle category (SUV, Sedan, Hatchback). Use: Segment analysis, body type demand trends.

Fuel Type: Petrol, Diesel, CNG, Electric. Use: Fuel preference trends, environmental impact analysis.

Ownership: Number of previous owners (First, Second). Use: Value assessment, buyer preference analysis.

Registration Date: Original vehicle registration date. Use: Precise age calculation, ownership timeline.

City RTO: Regional Transport Office code. Use: Registration location tracking, inter-state transfer analysis.

Color: Vehicle exterior color. Use: Color preference trends, resale value impact.

Odometer: Total kilometers driven. Use: Usage assessment, pricing correlation, condition indicator.

Listing Image / Detail Image: Primary vehicle photo URLs. Use: Visual presentation, image analysis, listing quality assessment.

Gallery Count: Number of available vehicle photos. Use: Listing completeness indicator, seller effort metric.

First Listing Time: Timestamp when vehicle was first listed. Use: Inventory age tracking, time-on-market analysis.

EMI Details: Monthly installment information. Use: Financing options analysis, affordability assessment.

Score: Cars24's internal quality rating. Use: Condition benchmarking, quality filtering.

Model Group: Vehicle classification group. Use: Segment categorization, comparative analysis.

OEM Service History Available: Whether official service records exist. Use: Value premium indicator, buyer confidence metric.

USP Badges: Unique selling points (Certified, Low KM, Single Owner). Use: Highlighting premium listings, filtering quality vehicles.

Fitness Age: Years until fitness certificate renewal required. Use: Compliance tracking, future cost assessment.

Test Drive Label: Test drive availability status. Use: Purchase readiness indicator, customer experience analysis.

Additional Info: Extra vehicle details and specifications. Use: Comprehensive feature analysis, unique selling points.

Features: Detailed feature list (ABS, Airbags, Sunroof). Use: Feature demand analysis, pricing impact studies.

Seats: Passenger capacity. Use: Family vehicle identification, capacity-based filtering.

Wishlist Count: Number of users who saved this vehicle. Use: Popularity metric, demand indicator.

CDP Base URL / CDP Relative URL: Customer data platform links. Use: Direct vehicle page access, integration with Cars24 platform.

Business Vertical: Business classification (B2C, B2B). Use: Sales channel analysis, business model tracking.

Car Segment: Market segment (Entry, Premium, Luxury). Use: Segment-level analysis, market positioning.

Address: Physical location address. Use: Precise location mapping, logistics planning.

Business Tag: Category tags for business classification. Use: Listing categorization, filtering.

Meta: Additional metadata fields. Use: Extended attributes, platform-specific information.

Discount Data: Detailed discount breakdown. Use: Promotional analysis, pricing strategy insights.

Sample Output:

[
  {
  "appointment_id": "10533968790",
  "masked_reg_num": "DL12**4012",
  "location_code": null,
  "location_id": 2656,
  "city_code": "CC_2",
  "city_id": 2,
  "listing_price": 606796,
  "original_price": 0,
  "on_road_price": null,
  "discount": 0,
  "status": "AVAILABLE",
  "listing": "LISTED",
  "car_name": "Maruti Vitara Brezza",
  "make": "Maruti",
  "model": "Vitara Brezza",
  "variant": "ZXI",
  "year": 2021,
  "transmission_type": {
    "value": "Manual",
    "display": "Manual"
  },
  "body_type": "SUV",
  "fuel_type": "Petrol",
  "ownership": 2,
  "registration_date": null,
  "city_rto": "DL12",
  "color": null,
  "odometer": {
    "value": 68625,
    "display": "68.63k km"
  },
  "listing_image": {
    "key": "Exterior + Diagonal + FRONT + RHS",
    "checkpoint": "Right Front Diagonal",
    "category": "Exterior",
    "label": "Right Front Diagonal",
    "uri": "https://media.cars24.com/hello-ar/dev/transformed/uploads/75203dc9-cba0-4cc9-8d9c-23a9f8959e5d/c695f4b6-229e-485d-bb3d-c057973f72fe/45b25524-69b0-47d8-9eec-5062f33d23ee/slot/2.jpg",
    "bg_removed_uri": "https://media.cars24.com/hello-ar/dev/transformed/uploads/no_bg/e23e84b0-d1a4-11f0-bd50-02ede2007fbe/e5f48494-a4af-47e8-a1d8-cd3bb4613b1d/c695f4b6-229e-485d-bb3d-c057973f72fe/acc0d396-e809-4d75-95f4-a5d7e3d3ae13/slot/1.png",
    "media_type": "IMAGE"
  },
  "detail_image": {
    "key": "Exterior + Diagonal + FRONT + RHS",
    "checkpoint": "Right Front Diagonal",
    "category": "Exterior",
    "label": "Right Front Diagonal",
    "uri": "https://media.cars24.com/hello-ar/dev/transformed/uploads/75203dc9-cba0-4cc9-8d9c-23a9f8959e5d/c695f4b6-229e-485d-bb3d-c057973f72fe/45b25524-69b0-47d8-9eec-5062f33d23ee/slot/2.jpg",
    "bg_removed_uri": "https://media.cars24.com/hello-ar/dev/transformed/uploads/no_bg/e23e84b0-d1a4-11f0-bd50-02ede2007fbe/e5f48494-a4af-47e8-a1d8-cd3bb4613b1d/c695f4b6-229e-485d-bb3d-c057973f72fe/acc0d396-e809-4d75-95f4-a5d7e3d3ae13/slot/1.png",
    "media_type": "IMAGE"
  },
  "gallery_count": null,
  "first_listing_time": null,
  "emi_details": {
    "cash_down_payment": 0,
    "emi_starting_value": 10712,
    "emi_ending_value": 10712,
    "roi_min_discounted": 12,
    "roi_max_discounted": 12,
    "roi_min_original": 12,
    "roi_max_original": 12,
    "emi_original_starting_value": 10712,
    "emi_original_ending_value": 10712,
    "tenure": 84,
    "display_text": "EMI ₹10,712/m*",
    "not_available_text": "Not available on EMI"
  },
  "score": null,
  "model_group": null,
  "oem_service_history_available": null,
  "usp_badges": [],
  "fitness_age": 15,
  "test_drive_label": "Today",
  "additional_info": {
    "experiment_flags": {
      "skip_home_test_drive": true
    },
    "ai_highlights_available": false,
    "other_charges_label": "+ other charges"
  },
  "features": null,
  "seats": null,
  "wishlist_count": null,
  "cdp_base_url": null,
  "cdp_relative_url": "buy-used-maruti-vitara-brezza-2021-cars-new-delhi-10533968790/",
  "business_vertical": "GS",
  "car_segment": "STANDARD",
  "address": {
    "locality": "Rajouri Garden",
    "icon": "india/car-catalog/icons_13122024/location.png"
  },
  "business_tag": {
    "label": "CARS24 Assured",
    "display": "CARS24 Assured",
    "icon": "india/car-catalog/icons_13122024/cars24-assured.png",
    "color": "#4E34FF",
    "dark_bg_color": "#FFFFFF"
  },
  "meta": {
    "car_category_group": "gs#prime",
    "price_tag": "STEAL_DEAL",
    "car_category": "PRIME",
    "adjusted_car_category_group": "gs#prime"
  },
  "discount_data": null,
  "from_url": "https://www.cars24.com/buy-used-car/?f=bodyType%3A%3D%3Asuv&listingSource=Search_HP&storeCityId=2"
}
]

Step-by-Step Usage Guide

1. Define Search Criteria: Decide what vehicles to target—body types, cities, price ranges, fuel types. Test searches on Cars24 to verify results match requirements.

2. Build URL List: Copy search result URLs from Cars24. For comprehensive data, include multiple URLs with different filters. Add pagination (&page=2, &page=3) for large datasets.

3. Configure Input: Create JSON with URL list. Set max_items_per_url based on needs (20 for standard, 50+ for comprehensive). Enable ignore_url_failures for robustness.

4. Execute Scraper: Launch via Apify console. Monitor real-time progress. Processing 5-10 search pages typically completes in 2-4 minutes.

5. Validate Data: Check dataset preview for completeness. Verify pricing, specifications, and images are correctly extracted.

6. Export Results: Download in preferred format—JSON for databases, CSV for spreadsheets, Excel for business reporting.

7. Error Handling: Review activity log for failed URLs. Ensure URLs are search result pages, not individual car detail pages. Verify filters in URLs are valid.

Strategic Applications in Automotive Intelligence

Dynamic Pricing Models: Analyze listing prices against year, odometer, ownership, and features to build predictive pricing algorithms. Identify undervalued vehicles and pricing anomalies.

Inventory Optimization: Track which models, body types, and price ranges move fastest (using first_listing_time and status). Optimize dealer inventory based on demand patterns.

Competitive Benchmarking: Monitor competitor pricing, discount strategies, and inventory composition. Identify market positioning opportunities.

Market Trend Analysis: Track model popularity (wishlist counts), fuel type preferences, transmission shifts (manual to automatic), and emerging segments over time.

Geographic Analysis: Compare pricing, availability, and preferences across cities. Identify regional supply-demand imbalances for arbitrage opportunities.

Depreciation Studies: Calculate depreciation rates using listing_price vs original_price across different makes, models, and years. Forecast future values.

Quality Assessment: Correlate Cars24 scores, OEM service history, and USP badges with pricing and time-to-sell for quality premium quantification.

Feature Demand Tracking: Analyze which features (sunroof, automatic transmission, safety features) command highest premiums in different segments.

Best Practices for Maximum Value

Regular Scraping: Used car market changes daily. Scrape weekly for trend analysis, daily for real-time inventory monitoring.

Segment Strategically: Create separate URLs for SUVs, sedans, luxury cars, budget vehicles. Cleaner datasets enable better analysis.

Enrich Data: Combine with fuel price data, insurance costs, maintenance records, and customer reviews for comprehensive automotive intelligence.

Track Temporal Patterns: Monitor how first_listing_time correlates with status changes to calculate average time-to-sell by segment, price, and location.

Quality Filters: Use score, OEM service history, and USP badges to segment premium vs. standard inventory for targeted analysis.

Competitive Monitoring: Track specific models or price ranges weekly to identify when competitors adjust pricing or expand inventory.

Conclusion

The Cars24.com Used Car Scraper transforms India's leading certified pre-owned vehicle platform into actionable automotive intelligence. From pricing optimization to market trend forecasting, this tool delivers the data-driven insights needed to compete in the dynamic used car market. Start extracting comprehensive vehicle data today.