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Njuskalo.hr Cars Scraper: Extract Croatian Vehicle Listings - Complete Market Data

Introduction

Njuskalo.hr stands as Croatia's leading online classified ads marketplace, dominating the country's automotive sales sector with thousands of vehicle listings updated daily. As the primary platform where Croatians buy and sell cars, Njuskalo.hr contains an extensive database of vehicle information spanning new cars, used vehicles, motorcycles, and commercial transport across all Croatian regions.

For automotive dealerships, market researchers, price comparison services, and car buyers conducting comprehensive market analysis, accessing this structured vehicle data is crucial. However, manually collecting car listings from Njuskalo.hr is time-consuming and impractical when analyzing market trends, tracking inventory changes, or monitoring competitor pricing across hundreds or thousands of listings.

The Njuskalo.hr Cars Scraper automates this data extraction process, enabling systematic collection of vehicle listings with complete specifications, pricing, seller details, and listing features. Whether you're a dealership monitoring market prices, a researcher analyzing the Croatian automotive market, or a service building a car comparison platform, this scraper provides the automated data collection capabilities needed to gather actionable vehicle intelligence.

Scraper Overview

The Njuskalo.hr Cars Scraper is a specialized data extraction tool designed to systematically collect vehicle listings from Croatia's dominant automotive marketplace. This scraper leverages web automation techniques to navigate through search results and extract detailed car information efficiently.

The tool offers configurable retry mechanisms for handling network issues, flexible pagination controls for managing large datasets, and proxy support for reliable data collection. It's particularly valuable for automotive dealers tracking competitor inventory, market analysts researching Croatian vehicle pricing trends, car listing aggregators building comparison platforms, and individual buyers conducting thorough market research before purchasing.

The scraper handles various search parameters including keyword queries, sorting options (by price, date, etc.), and pagination controls. It maintains high data accuracy while implementing ethical web scraping practices. Users can customize extraction parameters to focus on specific vehicle types, price ranges, or listing characteristics relevant to their research objectives.

Input and Output Details

Example url 1: https://www.njuskalo.hr/search/?keywords=suv&categoryId=7&sort=cheap

Example url 2: https://www.njuskalo.hr/search/?keywords=suv&categoryId=7&sort=cheap&page=6

Example url 3: https://www.njuskalo.hr/search/?keywords=civic

Example Screenshot of automotive list by query page:

Input Format

The scraper accepts JSON configuration controlling the data extraction process. The input structure includes critical parameters determining scraping execution.

Scrape with URLs:

{
  "proxy": {
    "useApifyProxy": false
  },
  "ignore_url_failures": true,
  "max_retries_per_url": 2,
  "max_items_per_url": 20,
  "urls": [
    "https://www.njuskalo.hr/search/?keywords=suv&categoryId=7&sort=expensive",
    "https://www.njuskalo.hr/auti/volkswagen-golf",
    "https://www.njuskalo.hr/search/?keywords=suv&categoryId=7&sort=cheap&page=6"
  ]
}

The urls parameter: Add URLs of car search pages you want to scrape. Paste URLs individually or use Bulk edit for prepared lists. Ideal when you have specific search result pages to extract.

The ignore_url_failures parameter: If true, the scraper continues running even if some URLs fail after maximum retries. Prevents one problematic URL from stopping your entire job.

When providing URLs, all "Scrape with search filters" options are disabled. The system only collects data from specified URLs.

Scrape with Search Filters:

{
  "keyword": "suv",
  "sort_by": "expensive",
  "page": 1,
  "max_items_per_url": 20,
  "max_retries_per_url": 2,
  "proxy": {
    "useApifyProxy": false
  }
}

The keyword parameter: Enter search keyword to find vehicles (e.g., "suv", "volkswagen", "automatic", "diesel").

The sort_by parameter: Filter results by criteria:

• "" - Recommended (default sorting)
• "old" - Oldest listings first
• "new" - Newest listings first
• "expensive" - Highest price first
• "cheap" - Lowest price first

The page parameter: Specify page number to start scraping from.

When using search filters, leave the urls field empty.

General Options:

The max_items_per_url parameter: Limit items per URL or search to scrape. Default: 20, balancing batch size with comprehensive collection.

The max_retries_per_url parameter: Limit retries for each URL if detected as bot or page fails. Default: 2, balancing thoroughness with efficiency.

The proxy parameter: Proxy configuration essential for maintaining anonymity and avoiding detection. Select proxies for your scraper.

Output Format

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

• ID: Unique listing identifier in Njuskalo.hr system. Critical for tracking listings over time, detecting duplicates, and database management.

• Title: Vehicle listing headline including make, model, and key features. Essential for quick vehicle identification and search indexing.

• Abstracts: Brief listing description or highlights. Provides quick overview of vehicle condition, features, or seller notes for initial qualification.

• Created At: Timestamp of listing creation (raw format). Used for programmatic date processing, age calculations, and time-series analysis.

• Created At Formatted: Human-readable listing creation date. Helps assess listing freshness and market inventory turnover rates.

• Image: Primary vehicle image URL. Valuable for visual inventory systems, listing previews, and automated image analysis.

• Price Formatted: Displayed vehicle price with currency formatting. Primary data point for market analysis, price tracking, and comparison services.

• Is Price On Request: Boolean indicating if price requires inquiry. Identifies listings requiring contact for pricing, often premium or negotiable vehicles.

• Hide Price: Boolean showing if price is hidden. Indicates sellers preferring direct negotiation or privacy in pricing.

• Category Slug: URL-friendly category identifier. Useful for categorizing listings, filtering by vehicle type, and navigation.

• Title Slug: URL-friendly listing title. Used for generating direct links and SEO-friendly URLs.

• Is New Car: Boolean indicating new vehicle status. Critical for separating new car market from used vehicle analysis.

• Has Car Warranty: Boolean showing warranty availability. Important quality indicator affecting vehicle value and buyer confidence.

• Has G1 Warranty: Boolean for specific G1 warranty program. Indicates premium warranty coverage, valuable for certified pre-owned analysis.

• Has Virtual Tour: Boolean showing 360° or virtual tour availability. Signals premium listings with enhanced presentation, indicating dealer sophistication.

• Is Online Payment Enabled: Boolean for online payment capability. Identifies modern listings with digital transaction support.

• Has Map: Boolean indicating location map presence. Shows geographic information availability for location-based analysis.

• Has Ground Plan: Boolean for floor plan availability (relevant for commercial vehicles). Indicates detailed space specifications for commercial vehicle analysis.

• Has HKS Certificate: Boolean for HKS (Croatian Chamber of Economy) certification. Important quality indicator for verified vehicles.

• Is Luxury Real Estate: Boolean (appears to be legacy field from platform). May indicate premium vehicle category.

• Is Owner Residential Seller: Boolean distinguishing private sellers from dealers. Critical for analyzing private vs. commercial market segments.

• Is Save Available: Boolean showing if listing can be saved. Indicates active listing status.

• Is Compare Available: Boolean for comparison feature availability. Shows if listing supports side-by-side comparison.

• Is Promoted: Boolean indicating promoted/featured listing. Identifies paid promotions, useful for understanding competitive advertising.

• Is Saved: Boolean showing if listing is in user's saved items. User-specific field for tracking favorites.

• Is Compared: Boolean indicating if listing is in comparison list. User-specific field for comparison tracking.

Each field serves specific purposes in automotive market analysis, price tracking, inventory monitoring, and competitive intelligence gathering across the Croatian vehicle market.

Example Output:

[
  {
  "id": 39706361,
  "title": "Mitsubishi Outlander 2,2 DI-D 2015 GODINA ZA DIJELOVA DIJELOVI",
  "abstracts": [
    {
      "caption": null,
      "value": "Automobil je isključivo za dijelove"
    },
    {
      "caption": null,
      "value": "Godište automobila: 2016."
    },
    {
      "caption": "Lokacija vozila",
      "value": "Klakar, Rušćica"
    }
  ],
  "created_at": "2026-01-07T10:06:14.000Z",
  "created_at_formatted": "07.01.2026.",
  "image": "https://www.njuskalo.hr/image-200x150/karambolirani-auti/mitsubishi-outlander-2.2-di-d-2015-godina-dijelova-dijelovi-slika-188378605.jpg",
  "price_formatted": "1.563.789 €",
  "is_price_on_request": false,
  "hide_price": false,
  "category_slug": "karambolirani-auti",
  "title_slug": "mitsubishi-outlander-2.2-di-d-2015-godina-dijelova-dijelovi",
  "is_new_car": false,
  "has_car_warranty": false,
  "has_g1_warranty": false,
  "has_virtual_tour": false,
  "is_online_payment_enabled": false,
  "has_map": true,
  "has_ground_plan": false,
  "has_hks_certificate": null,
  "is_luxury_real_estate": false,
  "is_owner_residential_seller": false,
  "is_save_available": true,
  "is_compare_available": true,
  "is_promoted": false,
  "is_saved": false,
  "is_compared": false,
  "from_url": "https://www.njuskalo.hr/search/?keywords=suv&sort=expensive&page=1"
}
]

Usage Guide

Option 1: Scraping with URLs

To use the scraper with URLs, construct targeted search URLs on Njuskalo.hr matching your research criteria. Navigate to the website, perform searches using filters for vehicle type, price range, year, or other parameters, then copy resulting URLs into the urls array.

Configure JSON input with appropriate retry limits and proxy settings. Set reasonable max_items_per_url limits to balance speed with stability. Enable ignore_url_failures to ensure one problematic URL doesn't halt your entire job.

Best practices:

• Test URLs individually before batch processing
• Monitor extraction for blocked requests
• Use Croatian proxies for optimal access
• Keep backup URL lists as some may change structure

Troubleshooting:

• Adjust proxy settings if encountering restrictions
• Reduce retries if experiencing timeouts
• Verify URL formats match current site structure
• Check for URL parameter changes affecting scraping

Option 2: Scraping with Search Filters

Setting Up Search Criteria

Use search filters to automatically generate vehicle searches. Ideal for systematic market data collection.

Step 1: Define Search Keyword

Enter keyword parameter for specific vehicle searches:

• Vehicle makes: "volkswagen", "bmw", "audi", "mercedes"
• Vehicle types: "suv", "limuzina", "karavan", "coupe"
• Features: "automatic", "4x4", "hybrid", "electric"
• Fuel types: "diesel", "benzin", "plin"

Step 2: Configure Sorting

Set sort_by parameter to organize results:

• "cheap" - Find budget options, analyze entry-level market
• "expensive" - Research premium segment, luxury pricing
• "new" - Track latest listings, monitor inventory additions
• "old" - Find persistent listings, identify pricing issues
• "" - Use platform's recommended sorting

Step 3: Set Pagination

Configure page parameter:

• Set to 1 for first page
• Use incremental values for systematic collection
• Resume interrupted scrapes at specific pages

Best Practices

Keyword Strategy:

• Use Croatian terminology for accurate results
• Combine make and model for specific searches
• Include features for targeted filtering
• Test keywords on site before bulk scraping

Sorting for Market Intelligence:

• Use "new" to monitor fresh inventory daily
• Use "expensive" to analyze premium market
• Use "cheap" for budget segment research
• Use "old" to identify stale inventory

Systematic Coverage:

1. Start with broad searches to assess market size
2. Narrow to specific makes/models for detailed analysis
3. Track results over time for trend identification
4. Store data with timestamps for temporal analysis

Data Validation

Verify:

• Vehicle information matches search criteria
• Prices are current and properly formatted
• Listing dates are recent for new searches
• No duplicates across multiple scrapes
• Boolean flags are accurate for filtering

Common Issues

Keyword Matching:

• Verify Croatian spelling and terminology
• Test keywords directly on Njuskalo.hr first
• Try alternative terms if no results
• Use broader categories before narrowing

Sorting Problems:

• Confirm sort_by values match allowed options
• Check if platform sorting behavior changed
• Validate results match expected order

Pagination:

• Track page numbers to avoid gaps
• Adjust max_items based on available results
• Handle gracefully when reaching final page

Benefits and Applications

The Njuskalo.hr Cars Scraper delivers significant time savings compared to manual data collection. Hours of research reduce to minutes of automated extraction, enabling focus on analysis rather than gathering.

Primary Applications:

Automotive Dealership Intelligence: Monitor competitor pricing, track inventory changes, identify market gaps, and adjust pricing strategies based on real-time market data.

Market Research and Analysis: Analyze Croatian automotive market trends, track vehicle depreciation rates, study supply and demand patterns, and identify emerging vehicle segments.

Price Comparison Services: Build comprehensive vehicle databases, enable consumer price comparison, track market price movements, and provide value ratings for buyers.

Individual Buyer Research: Compare similar vehicles across sellers, monitor price changes over time, identify best value opportunities, and make data-driven purchase decisions.

Inventory Management: Track how long vehicles remain listed, identify fast-moving vs. slow-moving inventory, optimize pricing based on market data, and benchmark against competitors.

Competitive Advantages:

• Comprehensive vehicle data from Croatia's largest automotive marketplace
• Real-time pricing intelligence for dynamic market response
• Seller type identification for market segmentation
• Premium feature tracking for competitive positioning
• Scalable from individual research to enterprise analytics

The structured output integrates with CRM systems, business intelligence platforms, and automotive management tools for immediate data activation in pricing strategy, inventory planning, and market analysis.

Conclusion

The Njuskalo.hr Cars Scraper transforms time-consuming manual research into efficient automated data collection. By providing structured access to Croatia's dominant automotive marketplace, it empowers dealers, researchers, and buyers to make data-driven decisions about vehicle pricing, inventory, and market positioning.

Whether monitoring competitor prices, analyzing market trends, or conducting comprehensive buyer research, this scraper provides the systematic extraction capabilities needed to accelerate automotive intelligence gathering in the Croatian market.

Your feedback

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