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PakWheels.com Car Details Scraper: Extract Pakistani Vehicle Listings for Automotive Market Intelligence

Introduction

PakWheels.com is Pakistan's leading automotive marketplace and the largest platform for buying and selling vehicles in the country. With millions of vehicle listings spanning used cars, motorcycles, and automotive accessories, PakWheels serves as the primary digital marketplace connecting buyers and sellers across Pakistan's major cities including Karachi, Lahore, Islamabad, and Rawalpindi.

For automotive dealers, market researchers, pricing analysts, and businesses operating in Pakistan's vehicle market, accessing detailed vehicle data is essential for competitive pricing analysis, market trend identification, and inventory planning. However, manually collecting vehicle specifications, pricing information, and market trends from thousands of individual listings is impractical and time-consuming.

The PakWheels Car Details Scraper automates this process by extracting comprehensive vehicle information from individual car listing pages. Whether you're analyzing market prices for specific models, researching vehicle availability across different cities, or building databases for automotive market intelligence, this scraper provides systematic access to detailed vehicle data that would otherwise require extensive manual effort.

Scraper Overview

The PakWheels Car Details Scraper is a specialized extraction tool designed to collect comprehensive vehicle information from individual car listing pages on PakWheels.com. This scraper captures detailed specifications, pricing, condition information, and seller details from Pakistan's most comprehensive automotive marketplace.

The tool is particularly valuable for used car dealers analyzing competitive pricing, automotive market researchers tracking vehicle trends, pricing intelligence analysts monitoring market dynamics, export businesses identifying suitable vehicles, and automotive data companies building comprehensive vehicle databases. It handles technical specifications including engine details, transmission types, fuel systems, and mileage information alongside market data like pricing and seller information.

The scraper maintains high accuracy for automotive-specific data fields while implementing residential proxy support to ensure reliable access to the platform. Users can process multiple vehicle listings simultaneously, making it ideal for bulk data collection across different vehicle categories, brands, or price ranges.

Input and Output Details

Example url 1: https://www.pakwheels.com/used-cars/honda-vezel-2017-for-sale-in-rawalpindi-11029296

Example url 2: https://www.pakwheels.com/used-cars/honda-vezel-2017-for-sale-in-rawalpindi-11034810

Example url 3: https://www.pakwheels.com/used-cars/honda-vezel-2017-for-sale-in-rawalpindi-11034093

Example Screenshot of cars information page:

Input Format

The scraper accepts a straightforward JSON configuration focused on extracting data from specific vehicle listing pages.

{
  "proxy": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"],
    "apifyProxyCountry": "PK"
  },
  "urls": [
    "https://www.pakwheels.com/used-cars/honda-vezel-2017-for-sale-in-rawalpindi-11029296",
    "https://www.pakwheels.com/used-cars/honda-vezel-2017-for-sale-in-rawalpindi-11034810",
    "https://www.pakwheels.com/used-cars/honda-vezel-2017-for-sale-in-rawalpindi-11034093"
  ],
  "max_retries_per_url": 2
}

The urls parameter: Add the URLs of specific car detail pages you want to scrape. You can paste URLs one by one, or use the Bulk edit section to add a prepared list. Each URL should point to an individual vehicle listing page containing complete specifications and details.

The max_retries_per_url parameter: Limit the number of retries for each URL if the scrape is detected as a bot or the page fails to load. The default value is 2, balancing thoroughness with efficiency.

The proxy parameter: Proxy configuration to avoid bot detection during data collection. For optimal results with PakWheels.com, consider using Pakistani residential proxies (apifyProxyCountry: "PK") to ensure the best access and reduce blocking risks.

Output Format

Example output

[
  {
  "brand": {
    "@type": "Brand",
    "name": "Honda"
  },
  "model": "Vezel",
  "description": "Self Import in 2021. 55000 km driven only. Family used Cross over SUV. PERFECT CONDITION. Fully maintained through authorized dealership. Original return file and smart card \n\n\n\n\n\n\n\n\n\nis available . Driven on petrol throughout . All taxes paid.",
  "item_condition": "used",
  "model_date": 2017,
  "manufacturer": "Honda",
  "fuel_type": "Hybrid",
  "name": "Honda Vezel 2017 for sale in Rawalpindi",
  "image": "https://cache1.pakwheels.com/ad_pictures/1363/Slide_honda-vezel-hybrid-rs-honda-sensing-2017-136367018.webp",
  "vehicle_transmission": "Automatic",
  "color": "White",
  "body_type": "Crossover",
  "vehicle_engine": {
    "@type": "EngineSpecification",
    "engine_displacement": "1500cc"
  },
  "mileage_from_odometer": "55,000 km",
  "offers": {
    "@context": "https://schema.org",
    "@type": "Offer",
    "price": 6950000,
    "availability": "http://schema.org/InStock",
    "price_currency": "PKR",
    "url": "https://www.pakwheels.com/used-cars/honda-vezel-2017-for-sale-in-rawalpindi-11029296"
  }
}
]

The scraper returns structured vehicle data with each field serving specific purposes for automotive market intelligence:

• Brand: Vehicle manufacturer name (e.g., Honda, Toyota, Suzuki). Essential for brand-level market analysis, competitive intelligence, and inventory categorization by manufacturer.

• Model: Specific vehicle model name (e.g., Vezel, Civic, Corolla). Critical for model-specific pricing analysis, popularity tracking, and targeted inventory searches.

• Description: Detailed vehicle description including features, condition notes, and seller comments. Provides context about vehicle history, special features, modifications, and overall condition for valuation and buyer qualification.

• Item Condition: Vehicle condition status (e.g., used, new, reconditioned). Important for segmenting market data, pricing analysis by condition, and inventory classification.

• Model Date: Year of manufacture or model year. Critical for depreciation analysis, age-based pricing trends, and historical market comparisons.

• Manufacturer: Official manufacturer information. Used for verification, linking to OEM data, and brand authenticity checks.

• Fuel Type: Type of fuel system (e.g., petrol, diesel, hybrid, CNG). Essential for fuel economy analysis, environmental considerations, and buyer preference tracking in Pakistani market.

• Name: Full vehicle listing title. Comprehensive identifier combining brand, model, and key features for catalog management.

• Image: Vehicle images and photo URLs. Valuable for visual verification, condition assessment, and enriched listing databases.

• Vehicle Transmission: Transmission type (e.g., automatic, manual). Important for buyer preference analysis, pricing differentiation, and market segmentation in Pakistan where transmission type significantly affects pricing.

• Color: Vehicle exterior color. Useful for popularity analysis, inventory diversity tracking, and understanding color preferences in Pakistani market.

• Body Type: Vehicle body style (e.g., sedan, SUV, hatchback). Critical for category-based analysis, market segment research, and buyer demographic targeting.

• Vehicle Engine: Engine specifications including displacement and configuration. Essential for performance comparison, fuel efficiency analysis, and technical specification databases.

• Mileage From Odometer: Current odometer reading showing vehicle usage. Critical for valuation, depreciation calculations, and condition assessment. Higher mileage typically correlates with lower pricing.

• Offers: Pricing information and special offers. Primary data point for competitive pricing analysis, market value assessment, and pricing trend identification.

Each field supports automotive market research, competitive pricing strategies, inventory management decisions, and vehicle valuation models specific to Pakistan's automotive market dynamics.

Usage Guide

Setting Up Vehicle Data Extraction

Step 1: Collect Target Vehicle URLs

Navigate to PakWheels.com and identify the specific vehicle listings you want to extract. You can:

• Search by brand and model
• Filter by city, price range, or year
• Browse featured or premium listings
• Access saved or bookmarked vehicles

Copy the complete URL from each vehicle detail page. URLs follow the format: https://www.pakwheels.com/used-cars/[brand-model-year-location-id]

Step 2: Configure Your Input

Add collected URLs to the urls array in your JSON configuration. For bulk extraction:

• Compile URLs in a text file with one URL per line
• Use the Bulk edit feature to paste multiple URLs simultaneously
• Organize URLs by vehicle category or research objective

Step 3: Optimize Proxy Settings

For scraping PakWheels.com from Pakistan or internationally:

• Enable residential proxies for best results
• Set apifyProxyCountry to "PK" for Pakistani proxies (optimal)
• Alternatively use "US" or other regions if experiencing access issues
• Residential proxies significantly reduce detection risk

Step 4: Set Retry Parameters

Configure max_retries_per_url based on your needs:

• Use default value of 2 for standard extraction
• Increase to 3-4 for problematic listings or network issues
• Lower to 1 for fast extraction when URLs are verified

Best Practices

URL Collection Strategies:

• Verify URLs are active before adding to bulk lists
• Organize URLs by vehicle type for structured data analysis
• Remove expired or sold listings from your extraction queue
• Test sample URLs before large batch processing

Proxy Configuration:

• Always use residential proxies for automotive marketplace scraping
• Pakistani proxies provide best access and fastest response times
• Monitor for blocked requests and adjust proxy settings if needed
• Rotate proxy countries if experiencing persistent access issues

Data Validation:

• Cross-check extracted specifications against listing pages
• Verify pricing data matches current market conditions
• Ensure mileage and year data are logically consistent
• Flag incomplete listings for manual review

Performance Optimization:

• Process URLs in batches of 50-100 for manageable datasets
• Implement delays between large extraction batches
• Monitor extraction success rates and adjust retry settings
• Schedule regular extractions for market trend tracking

Common Troubleshooting

Access Issues:

• Switch to Pakistani residential proxies if blocked
• Increase retry counts for unreliable listings
• Verify URLs are correctly formatted and active
• Check if PakWheels has updated their page structure

Incomplete Data:

• Some listings may have missing specifications
• Verify listing is complete on actual website
• Check if listing has been marked as sold or removed
• Adjust extraction logic for optional vs. required fields

Performance Problems:

• Reduce batch size if experiencing timeouts
• Increase retry delays for slower network conditions
• Use faster proxy regions if Pakistani proxies are slow
• Split large URL lists into smaller processing batches

Benefits and Applications

The PakWheels Car Details Scraper transforms manual vehicle research into automated data collection, reducing days of work to hours of processing.

Primary Applications:

Competitive Pricing Intelligence: Used car dealers can monitor competitor pricing across similar models, analyze pricing trends by vehicle age and mileage, identify underpriced opportunities for arbitrage, and adjust inventory pricing based on real-time market data.

Market Research and Analysis: Research firms can track vehicle availability by brand and model, analyze popular features and specifications in Pakistani market, identify emerging trends in fuel types and transmission preferences, and compile comprehensive market reports on automotive segments.

Inventory Planning: Dealers and importers can identify high-demand models with limited supply, analyze which specifications command premium pricing, plan import strategies based on market gaps, and optimize inventory mix based on market preferences.

Vehicle Valuation Models: Build pricing models incorporating mileage, age, and condition factors, create depreciation curves for different vehicle categories, develop automated valuation tools for Pakistani market, and provide data-driven trade-in valuations.

Export Business Intelligence: International buyers can identify suitable vehicles meeting export criteria, analyze pricing compared to international markets, track availability of specific models or years, and build databases of export-ready vehicles.

The scraper provides advantages through:

• Comprehensive technical specifications for accurate comparison
• Real-time pricing data for competitive intelligence
• Mileage and condition information for valuation accuracy
• Market-wide coverage across Pakistan's cities and regions
• Scalable extraction supporting thousands of vehicle listings

Extracted data integrates with pricing tools, CRM systems, inventory management platforms, and business intelligence software for immediate activation in automotive business operations.

Conclusion

The PakWheels Car Details Scraper provides systematic access to Pakistan's largest automotive marketplace data. By automating vehicle specification and pricing extraction, it enables data-driven decision making for dealers, researchers, and automotive businesses operating in or analyzing the Pakistani vehicle market.

Whether you're monitoring competitive pricing, researching market trends, or building comprehensive vehicle databases, this scraper delivers the detailed, structured data needed to gain competitive advantages in Pakistan's dynamic automotive marketplace.

Ready to automate your Pakistani automotive market research? Start extracting comprehensive vehicle data from PakWheels.com today.

Related Actors

• pakwheels.com Cars Search Scraper: A specialized data extraction tool engineered to harvest detailed cars information from pakwheels's cars marketplace.

Your feedback

We are always working to improve Actors' performance. So, if you have any technical feedback about pakwheels.com Automotive Details Scraper or simply found a bug, please create an issue on the Actor's Issues tab in Apify Console.