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MeroMoto.com Vehicle Search Scraper: Extract Nepal's Complete Automotive Marketplace Data

Introduction

MeroMoto.com stands as Nepal's premier online automotive marketplace, serving as the primary platform for buying and selling new and used vehicles across the country. The platform hosts extensive listings for cars, motorcycles, scooters, and electric vehicles, providing comprehensive vehicle information including detailed specifications, pricing, seller contacts, and vehicle condition data.

For automotive dealers, market researchers, vehicle importers, and business analysts operating in the Nepali automotive sector, accessing this structured vehicle data is essential for competitive pricing analysis, inventory management, market trend identification, and lead generation. However, manually collecting detailed vehicle information across thousands of listings is extremely time-consuming and impractical for large-scale market analysis.

The MeroMoto.com Vehicle Search Scraper automates this data extraction process, enabling systematic collection of comprehensive vehicle listings with over 70 data fields per vehicle. Whether you're analyzing used car market trends in Kathmandu, tracking electric vehicle adoption rates, or building competitive pricing databases for automotive dealerships, this scraper provides the automated data collection capabilities needed for informed business decisions.

Scraper Overview

The MeroMoto.com Vehicle Search Scraper is a specialized automotive data extraction tool designed to systematically collect comprehensive vehicle listings from Nepal's largest automotive marketplace. This scraper employs advanced web automation techniques to navigate through vehicle search results and extract detailed profiles with extensive specification and condition data.

The tool offers key advantages including configurable retry mechanisms for reliable data collection, flexible item limits for managing dataset sizes, and optional proxy support for enhanced access stability. It's particularly valuable for automotive dealers analyzing competitive inventory, market researchers tracking vehicle pricing trends, importers assessing market demand, and business intelligence analysts monitoring Nepal's automotive sector.

The scraper captures over 70 distinct data fields per vehicle including technical specifications (engine displacement, power output, torque), vehicle condition indicators (mileage, number of owners, certification status), pricing information, seller contact details, comprehensive image collections, and publishing metadata. This breadth of data enables multi-dimensional analysis of Nepal's automotive market.

Input and Output Details

Example url 1: https://meromoto.com/used-cars

Example url 2: https://meromoto.com/new-cars

Example url 3: https://meromoto.com/used-cars?brand=byd

Example Screenshot of automotive list by query page:

Input Format

The scraper accepts a JSON configuration controlling the data extraction process:

{
  "proxy": {
    "useApifyProxy": false
  },
  "ignore_url_failures": true,
  "max_retries_per_url": 2,
  "max_items_per_url": 20,
  "urls": [
    "https://meromoto.com/used-cars",
    "https://meromoto.com/new-cars",
    "https://meromoto.com/used-cars?brand=byd"
  ]
}

The urls parameter: Add URLs of vehicle listing pages you want to scrape.

You can paste URLs individually or use Bulk edit to add multiple URLs at once.

The ignore_url_failures parameter: When true, the scraper continues running even if some URLs fail after maximum retries. Essential for processing large URL lists where individual failures shouldn't halt the entire job.

The max_items_per_url parameter: Limits items scraped per URL (default: 20). Adjust based on your data collection needs—increase for comprehensive market coverage or decrease for targeted sampling.

The max_retries_per_url parameter: Sets retry attempts for failed requests (default: 2). Balances thoroughness with efficiency when encountering temporary access issues.

The proxy parameter: Configure proxy settings for enhanced anonymity and access reliability. While MeroMoto.com typically doesn't require proxies for basic scraping, they can improve success rates for large-scale data collection.

Output Format

The scraper returns comprehensive vehicle data with 70+ fields organized into the following categories:

Identification & Basic Information

• ID: Unique vehicle listing identifier. Essential for database management and tracking specific listings over time.
• Name: Vehicle name/title. Primary identifier for vehicle recognition and search.
• Slug: URL-friendly identifier. Useful for constructing direct links and SEO analysis.
• Nepali Car ID: Nepal-specific vehicle identifier. Important for local market tracking and regulatory compliance.

Engagement Metrics

• Total View: Number of times listing was viewed. Indicates listing popularity and market interest levels.
• Total Search: Search result appearances. Shows visibility and relevance in platform searches.
• Average Rating: User ratings for the vehicle/seller. Quality indicator for seller reputation analysis.

Vehicle Condition & Status

• Condition: New/Used status. Critical for market segmentation between new and used vehicle markets.
• Vehicle Condition: Detailed condition description. Provides granular condition assessment for used vehicles.
• Featured: Premium listing status. Identifies promoted listings with higher visibility.
• Certified: Certification status. Indicates verified/inspected vehicles commanding premium pricing.
• Recommended: Platform recommendation flag. Shows editorially highlighted vehicles.
• Is Published: Publication status. Filters active vs. inactive listings.
• Status: Current listing status. Tracks availability and transaction state.

Pricing Information

• Min Price: Minimum price (for variants). Establishes price floor for market analysis.
• Max Price: Maximum price (for variants). Defines price ceiling and variant range.
• Position: Listing position/rank. Indicates promotional placement and visibility.

Technical Specifications

• Year: Manufacturing/model year. Critical for depreciation analysis and age-based pricing.
• Register Year: Registration year in Nepal. Important for import vehicle identification.
• Type: Vehicle type classification. Enables category-based market segmentation.
• Body Type: Vehicle body style (sedan, SUV, hatchback). Key for consumer preference analysis.
• Transmission: Transmission type (manual/automatic). Major factor in pricing and demand.
• Fuel Type: Fuel type (petrol, diesel, electric, hybrid). Essential for market trend analysis.

Performance Data

• Min Engine Displacement: Minimum engine size (cc). Lower bound for engine capacity.
• Max Engine Displacement: Maximum engine size (cc). Upper bound for performance classification.
• Min Bhp: Minimum brake horsepower. Power output lower range.
• Max Bhp: Maximum brake horsepower. Peak performance indicator.
• Torque: Engine torque specification. Performance metric for acceleration capability.
• Top Speed: Maximum speed capability. Performance specification.
• Acceleration: 0-60 or 0-100 acceleration time. Performance benchmark metric.
• Motor Power: Electric motor power (for EVs). Key specification for electric vehicles.
• Motor: Motor type/specification. Technical detail for electric/hybrid vehicles.

Mileage & Usage

• Min Mileage: Minimum mileage (for variants). Fuel efficiency lower bound.
• Max Mileage: Maximum mileage (for variants). Fuel efficiency upper bound.
• Used Vehicle Total Mileage: Odometer reading for used vehicles. Critical condition indicator and pricing factor.
• No Of Owner: Number of previous owners. Ownership history affecting resale value.

Physical Specifications

• Seats: Seating capacity. Important for family vehicle classification.
• Boot Space: Cargo/trunk capacity. Practicality metric for buyers.
• Brakes: Brake system type. Safety feature specification.
• Tyre Type: Tire specification. Performance and maintenance indicator.
• Fuel Tank: Fuel tank capacity. Range and refueling frequency factor.

Electric Vehicle Specifications

• Is Electric: Electric vehicle flag. Critical for EV market analysis.
• Battery Capacity: Battery capacity (kWh). Key EV specification.
• Battery Range: Electric range per charge. Primary EV purchasing consideration.
• Charging Time0To80: Fast charging time to 80%. Charging convenience metric.

Features & Equipment

• Features: List of vehicle features and equipment. Comprehensive feature set for value assessment.
• Trim: Trim level/variant designation. Identifies specific configuration and equipment level.
• Available Colors: Color options available. Aesthetic choices and inventory variety.

Visual Media

• Images: Main vehicle images. Primary visual representation for listings.
• Variant Images: Variant-specific images. Shows different configurations.
• Exterior Images: Exterior photo collection. Exterior condition documentation.
• Interior Images: Interior photo collection. Interior condition and features.
• Blue Book Images: Vehicle registration document images. Verification documents.
• Road Tax Images: Tax payment proof images. Legal compliance documentation.
• Insurance Images: Insurance document images. Current insurance status.
• View360: 360-degree view availability. Enhanced visualization feature.
• Video: Video content availability. Multimedia presentation indicator.

Seller Information

• Phone Code: Country/area code. Contact information component.
• Phone Number: Seller contact number. Primary contact channel for leads.
• User Full Name: Seller name. Seller identification for outreach.
• User: Complete user profile data. Comprehensive seller information.
• Vehicle Owner: Current owner details. Ownership verification.

Location Data

• Location: General location description. Geographic targeting information.
• Region: Regional classification. Broader geographic categorization.
• City: City location. Precise geographic targeting for local market analysis.

Classification & Organization

• Category: Vehicle category (car, bike, scooter). Top-level classification.
• Brand: Manufacturer brand. Brand-based market analysis.
• Model: Vehicle model name. Specific model identification.
• Variant Name: Specific variant designation. Detailed configuration identifier.
• Variants: All available variants. Complete variant lineup.

Publishing Metadata

• Description: Detailed vehicle description. Seller-provided narrative and features.
• Created At: Initial listing timestamp. Listing freshness indicator.
• Updated At: Last update timestamp. Recent activity indicator.
• Expired At: Listing expiration date. Active listing period tracking.
• Deleted At: Deletion timestamp if removed. Lifecycle tracking.
• Upcoming: Future release flag. Identifies pre-launch vehicles.
• Expected Launch Date: Anticipated release date. Planning metric for upcoming models.

Each field provides specific value for automotive market research, competitive pricing analysis, inventory management, and lead generation in Nepal's vehicle marketplace.

Example Output:

[
  {
  "id": "c4eac27f-c681-4bcc-adce-04767d47634e",
  "name": "2023 Tata Tiago EV",
  "slug": "2023-tata-tiago-ev-101e0a3",
  "total_view": 42,
  "total_search": 0,
  "condition": "used",
  "featured": false,
  "certified": false,
  "recommended": false,
  "is_published": true,
  "description": "$3e",
  "min_price": 2375000,
  "max_price": 2375000,
  "position": null,
  "year": 2023,
  "max_mileage": 0,
  "min_mileage": 0,
  "used_vehicle_total_mileage": 6264,
  "max_engine_displacement": 0,
  "min_engine_displacement": 0,
  "min_bhp": null,
  "max_bhp": null,
  "seats": "5",
  "status": "Approved",
  "torque": null,
  "top_speed": "0",
  "brakes": [
    "null"
  ],
  "tyre_type": "",
  "fuel_tank": null,
  "battery_range": 205,
  "boot_space": null,
  "battery_capacity": 24,
  "is_electric": true,
  "charging_time0to80": 0,
  "view360": null,
  "video": null,
  "location": null,
  "register_year": null,
  "motor_power": null,
  "motor": null,
  "acceleration": null,
  "type": "4-wheeler",
  "fuel_type": [
    "electric"
  ],
  "features": [
    "Power Steering",
    "FWD",
    "Parking Sensors",
    "Power Door Locks",
    "Rearview Camera",
    "Airbags",
    "Power Windows",
    "Bluetooth Connectivity",
    "Anti-lock Braking System (ABS)",
    "Alarm"
  ],
  "blue_book_images": [],
  "road_tax_images": [],
  "insurance_images": [],
  "trim": [
    "fwd"
  ],
  "transmission": [
    "automatic"
  ],
  "images": [
    "133cd269-4805-4638-9bd9-5d8d25f71ec4.webp",
    "e5dc8ea1-8ef6-4113-98e5-e2ccc6b43123.webp",
    "f4e14d0c-65bf-43c8-bfd1-f41f2b008ae3.webp",
    "34f4de39-a293-4219-96d7-66ebb7c1adb0.webp",
    "b1d1d94d-4d09-465a-8f6c-5555262c539d.webp",
    "4b345ea4-5e66-4add-a12b-5ebeb7fcbdbd.webp",
    "0f10a4df-efe0-4c04-b08a-45df02beeaba.webp",
    "7456d3c1-a4e3-4335-9804-b7f7785613c2.webp",
    "e9fe793d-edbe-4a6f-89f4-f6b28b82062a.webp"
  ],
  "variant_images": [],
  "exterior_images": [],
  "interior_images": [],
  "vehicle_condition": "good",
  "vehicle_owner": "first_owner",
  "upcoming": false,
  "expected_launch_date": null,
  "created_at": "2026-01-15T06:43:55.242Z",
  "expired_at": "2026-01-15T06:43:55.242Z",
  "updated_at": "2026-01-15T07:07:51.387Z",
  "no_of_owner": 1,
  "phone_code": null,
  "phone_number": null,
  "user_full_name": null,
  "nepali_car_id": "2023-tata-tiago-ev-101e0a3",
  "region": null,
  "city": null,
  "variant_name": null,
  "deleted_at": null,
  "category": {
    "id": "48137a48-446f-4f24-b049-7be8b866ab78",
    "name": "Cars",
    "image": "4e526ef6-f3c5-4423-90fa-74801ee7065d.svg",
    "slug": "cars",
    "type": "4-wheeler",
    "icon": "3f31fbda-34c3-4eaa-afb2-e2090ee6c9ef.svg",
    "featured": false,
    "searchable": false,
    "created_at": "2024-08-22T16:01:20.021Z",
    "updated_at": "2024-08-22T16:16:21.285Z"
  },
  "brand": {
    "id": "688c9666-0da0-4f98-8db2-e0fd8cec753a",
    "brand": "TATA",
    "slug": "tata",
    "image": "5637235c-e587-41a0-b5bb-3f424b6a0442.webp",
    "total_view": 4128,
    "description": "Tata Motors Limited is an Indian multinational automotive company, headquartered in Mumbai and part of the Tata Group. The company produces cars, trucks, vans, and buses. Subsidiaries include British Jaguar Land Rover and South Korean Tata Daewoo.",
    "featured": true,
    "position": 1,
    "created_at": "2024-08-27T16:07:24.835Z",
    "updated_at": "2026-01-16T11:38:26.142Z"
  },
  "model": {
    "id": "6244f1be-ce45-45c3-9b5d-52e4f02ead9c",
    "model": "Tiago EV",
    "slug": "tiago-ev",
    "total_view": 78,
    "year": null,
    "is_electric": true,
    "created_at": "2025-07-24T04:43:12.038Z",
    "updated_at": "2026-01-15T07:07:51.350Z"
  },
  "body_type": {
    "id": "1cfdf98f-98bd-4754-831b-ca80f953cf44",
    "body_type": "Hatchback",
    "image": "e554e6ab-8032-47e1-9058-16d42992d9bf.svg",
    "slug": "hatchback",
    "created_at": "2024-08-22T16:22:33.827Z",
    "updated_at": "2025-03-27T11:52:28.694Z"
  },
  "variants": [
    {
      "id": "7915f3b9-2cf4-4d2d-923d-cb6e8e6ac8a0",
      "variant": "XZ+ Tech Lux",
      "slug": "xz+-tech-lux-20260115070747",
      "total_view": 14,
      "image": "ed1ad439-af6c-4617-94a6-204de84fcb6f.webp",
      "description": "The TATA Tiago EV XZ+ Tech Lux is a premium variant in the Tiago EV lineup, offering a refined balance of technology, comfort, and clean electric performance. Packed with high-end features like a 7-inch Harman infotainment system, leatherette seats, push-button start, and auto-folding ORVMs, this variant delivers more than just city commuting—it brings a sense of sophistication to everyday drives.",
      "featured": false,
      "base_variant": false,
      "price": 2999000,
      "parent_variant_id": null,
      "created_at": "2025-07-24T06:17:17.255Z",
      "updated_at": "2026-01-15T07:07:47.280Z"
    }
  ],
  "available_colors": [],
  "user": {
    "id": "c2532bd3-7fe9-48f7-9ad9-adbe209d80e8",
    "name": "meromoto assured",
    "slug": "meromoto-assured112086",
    "email": "meromotoassured+hello@meromoto.com",
    "phone_code": "+977",
    "phone_number": "9801038838",
    "role": "user",
    "image": "9b4fd1af-53d3-43b9-9eea-f983ee873fc6.webp",
    "address": "Kathmandu",
    "bio": null
  },
  "average_rating": 0,
  "from_url": "https://meromoto.com/used-cars"
}
]

Usage Guide

Scraping Vehicle Listings

To effectively extract vehicle data from MeroMoto.com, start by identifying the specific vehicle categories and search pages relevant to your research objectives. Navigate to MeroMoto.com and use their search and filter features to create targeted result pages, then copy these URLs into your configuration.

Common scraping scenarios:

Used Car Market Analysis:

{
  "urls": [
    "https://meromoto.com/used-cars",
    "https://meromoto.com/used-cars?brand=toyota",
    "https://meromoto.com/used-cars?city=kathmandu"
  ],
  "max_items_per_url": 50
}

Electric Vehicle Tracking:

{
  "urls": [
    "https://meromoto.com/electric-vehicles",
    "https://meromoto.com/electric-cars"
  ],
  "max_items_per_url": 30
}

Brand-Specific Analysis:

{
  "urls": [
    "https://meromoto.com/cars?brand=honda",
    "https://meromoto.com/cars?brand=hyundai",
    "https://meromoto.com/bikes?brand=yamaha"
  ],
  "max_items_per_url": 40
}

Best Practices

Data Collection Strategy:

• Start with broad category URLs for comprehensive market coverage
• Use filtered URLs for targeted analysis (specific brands, cities, price ranges)
• Set appropriate max_items_per_url based on category size
• Enable ignore_url_failures for multi-URL scraping jobs

Proxy Configuration:

• Default settings work well for moderate scraping volumes
• Enable proxies for large-scale daily data collection
• Use residential proxies if encountering access restrictions

Data Refresh Frequency:

• Daily scraping for active market monitoring
• Weekly for trend analysis and market reports
• Monthly for comprehensive market studies

Common Issues & Solutions

Empty Results:

• Verify URL is active and returns listings on the website
• Check if category has available vehicles
• Confirm URL format matches MeroMoto.com structure

Incomplete Data:

• Some fields may be null for certain vehicle types (e.g., Battery Range for non-EVs)
• Used vehicles have different data completeness than new vehicles
• Seller-provided fields depend on listing quality

Rate Limiting:

• Reduce max_items_per_url if experiencing timeouts
• Increase max_retries_per_url for better reliability
• Enable proxy rotation for high-volume extraction

Benefits and Applications

The MeroMoto.com Vehicle Scraper delivers substantial efficiency gains for automotive market intelligence in Nepal:

Automotive Dealership Applications:

• Competitive pricing analysis across used car inventory
• Market demand assessment by vehicle type and brand
• Inventory gap identification and procurement planning
• Seller lead generation for vehicle acquisition

Market Research:

• Electric vehicle adoption trend tracking
• Brand popularity and market share analysis
• Price depreciation studies by vehicle age and mileage
• Regional demand pattern identification

Business Intelligence:

• Market size estimation by vehicle category
• Average pricing benchmarks by brand and model
• Feature popularity analysis for inventory planning
• Seasonal trend identification in vehicle listings

Import & Distribution:

• Demand forecasting for vehicle imports
• Competitive landscape assessment for new model launches
• Price positioning strategy for new vehicle introductions
• Market gap identification for underserved segments

The comprehensive 70+ field output integrates with CRM systems, business intelligence platforms, and automotive management software, enabling immediate activation for pricing decisions, inventory planning, and market strategy development.

Conclusion

The MeroMoto.com Vehicle Search Scraper transforms manual vehicle data collection into automated intelligence gathering for Nepal's automotive market. By extracting comprehensive listings with detailed specifications, pricing, and seller information, it empowers automotive businesses to make data-driven decisions about inventory, pricing, and market positioning.

Whether you're analyzing used car pricing trends, tracking electric vehicle market growth, or building competitive intelligence databases for automotive dealerships, this scraper provides the systematic data extraction capabilities needed to understand Nepal's dynamic vehicle marketplace.

Ready to automate your automotive market research? Start extracting comprehensive vehicle data from MeroMoto.com today and gain competitive advantages in Nepal's automotive sector.

Your feedback

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