Spinny.com Used Car Search Scraper: Extract Complete Pre-Owned Vehicle Data

Understanding Spinny.com and Its Market Position

Spinny.com is India's prominent online marketplace for certified used cars, offering quality-assured pre-owned vehicles with transparent pricing, comprehensive warranties, and financing options. The platform standardizes used car buying through detailed inspections, fixed pricing, and home test drives—eliminating traditional hassles of negotiating at physical dealerships.

Unlike generic classified sites, Spinny provides structured, verified data: inspection reports, accurate mileage, ownership history, finance pre-approval, and realistic pricing. For automotive researchers, dealers, and fintech companies, this data offers insights into India's rapidly growing used car market, pricing trends, and consumer preferences.

This scraper extracts search result listings—multiple cars from filtered searches—enabling market-wide analysis across cities, brands, price ranges, and vehicle types.

What This Scraper Extracts and Target Users

The scraper processes Spinny search result pages (e.g., sedans in Delhi NCR), capturing comprehensive vehicle listings with pricing, specifications, condition, and availability data.

Core Data Extracted:

• Vehicle Identity: ID, make, model, variant, make year, registration year, color, body type
• Pricing: Price, price breakdown, on-road price, discount, EMI details, token amount, max token amount
• Condition Metrics: Mileage (exact and rounded), number of owners, insurance validity
• Location: City, hub, hub ID, RTO, hub type
• Specifications: Fuel type, transmission, transmission sub type
• Media Assets: Images array, without-bg image, 360° view availability, image style 360
• Availability: Sold status, booked, on hold, hold end time, upcoming, expected live date, soft unpublish
• Features: Home test drive availability, fixed price indicator, assured plus certification, max certified
• Finance: Finance options, EMI calculations, consumer procurement category
• Engagement: Score, shortlist count, latest publish date
• Metadata: Permanent URL, car finder verdict, benefits notes, perks, tag status, procurement category

Target Users:

Automotive Market Researchers analyze pricing trends, inventory composition, and regional demand patterns. Price Comparison Platforms integrate Spinny data for comprehensive used car pricing. Dealerships monitor competitor inventory and pricing strategies. Fintech Companies study EMI structures and financing patterns. Automotive Analysts track certified pre-owned market evolution in India.

Input Configuration: Search Page Targeting

The scraper processes Spinny search result URLs—pages showing multiple cars matching specific filters (body type, city, price range).

Example Input:

{
  "proxy": {
    "useApifyProxy": false
  },
  "offset": 0,
  "max_items_per_url": 20,
  "ignore_url_failures": true,
  "urls": [
    "https://www.spinny.com/used-sedan-cars-in-delhi-ncr/s/"
  ]
}

Example Screenshot:

Parameter Explanation:

proxy: Set useApifyProxy: false for standard scraping. Enable residential proxies if encountering access issues or scraping at scale.

offset: Starting position in results (0 = first page). For pagination, increment by max_items_per_url value (e.g., 0, 20, 40).

max_items_per_url: Cars to extract per URL (typically 20-50). Spinny displays ~20 cars per page; adjust based on needs.

ignore_url_failures: Set true when scraping multiple URLs—failed URLs won't stop the run. Essential for batch processing.

urls: Spinny search result URLs.

Building Search URLs: Navigate Spinny, apply filters (city, body type, brand, price), copy resulting URL. For comprehensive data, create multiple URLs targeting different segments.

Output Structure: Field Definitions

ID: Unique vehicle identifier in Spinny's system. Use for: tracking specific cars, deduplication, database primary key.

Score: Spinny's internal ranking metric. Use for: understanding platform prioritization, quality indicators.

Make / Model / Variant: Manufacturer, model name, and specific trim level. Use for: categorization, brand analysis, inventory composition.

Images / Without Bg Image: Photo URLs array and background-removed image. Use for: displaying listings, visual analysis, image processing.

Mileage / Rounded Off Mileage / Rounded Off Mileage New: Exact and rounded kilometer readings. Use for: condition assessment, pricing correlation, wear analysis.

Make Year / Registration Year: Manufacturing and first registration years. Use for: age calculation, depreciation analysis, distinguishing unused vs. aged inventory.

Price / On Road Price: Listed price and total on-road cost including registration. Use for: pricing analysis, affordability calculations, regional comparisons.

Price Breakdown V2: Detailed cost components. Use for: understanding pricing structure, tax implications, fee transparency.

Permanent URL: Direct link to car's detail page. Use for: accessing full information, sharing listings, verification.

Sold / Booked / On Hold: Availability status flags. Use for: inventory turnover analysis, demand indicators, filtering active listings.

City / Hub / RTO: Location identifiers. Use for: geographic analysis, regional pricing, inventory distribution.

Fuel Type / Transmission: Engine and gearbox types. Use for: preference analysis, segment filtering, technology trends.

Number of Owners: Ownership history count. Use for: condition proxy, pricing impact analysis, buyer preference studies.

EMI / EMI Details: Monthly installment and financing structure. Use for: affordability analysis, finance product comparison, payment trend tracking.

Finance / Token Amount: Financing availability and booking deposit. Use for: accessibility metrics, purchase commitment indicators.

Home Test Drive Available / Has 360° View: Service availability flags. Use for: feature analysis, competitive differentiation, consumer convenience trends.

Expected Live Date: When upcoming cars will be available. Use for: inventory pipeline forecasting, seasonal pattern analysis.

Procurement Category / Consumer Procurement Category: Vehicle sourcing classification. Use for: supply chain insights, quality tier analysis.

Insurance Validity: Coverage expiration date. Use for: additional cost estimation, immediate usability assessment.

Shortlist Count: Times car was favorited. Use for: popularity metric, demand prediction, pricing optimization.

Car Finder Verdict / Benefits Notes / Perks: Spinny's assessment and special offers. Use for: quality signals, promotional analysis, value proposition study.

Is Assured Plus / Is Max Certified: Premium certification flags. Use for: quality tier filtering, pricing premium analysis, certification value assessment.

Discount: Price reduction offered. Use for: promotional activity tracking, pricing strategy analysis, negotiation baseline.

Tag Status / Tag Status Order: Visual badges and their priority. Use for: featured listing identification, marketing tactic analysis.

Hub Type / Hub Short Name: Facility classification and identifier. Use for: operational footprint analysis, regional strategy insights.

Car Geo Data / Current Price Data: Geographic and pricing metadata. Use for: spatial analysis, dynamic pricing tracking, market segmentation.

Sample Output:

[
  {
  "id": 25475354,
  "score": 0.0,
  "make": "Maruti Suzuki",
  "model": "Dzire",
  "variant": "ZXi",
  "images": [
    {
      "file": {
        "absurl": "//mda.spinny.com/sp-file-system/public/2025-12-14/580d19bc87f345ea96f8b840ead34d51/raw/file.JPG"
      },
      "file_label": "LEFT FRONT CORNER VIEW"
    },
    {
      "file": {
        "absurl": "//mda.spinny.com/sp-file-system/public/2025-12-14/92b06181c3f742a0863eaf1406f4181e/raw/file.JPG"
      },
      "file_label": "LEFT SIDE VIEW"
    },
    {
      "file": {
        "absurl": "//mda.spinny.com/sp-file-system/public/2025-12-14/7eb170ac07c241a5be7e7db1027e8ec3/raw/file.JPG"
      },
      "file_label": "LEFT REAR CORNER VIEW"
    },
    {
      "file": {
        "absurl": "//mda.spinny.com/sp-file-system/public/2025-12-14/9fce360b47fe43deaa46a79cbb5d54c8/raw/file.JPG"
      },
      "file_label": "BACK VIEW"
    },
    {
      "file": {
        "absurl": "//mda.spinny.com/sp-file-system/public/2025-12-14/c58110ae414e4ea88534c2b8253181ee/raw/file.JPG"
      },
      "file_label": "RIGHT REAR CORNER VIEW"
    },
    {
      "file": {
        "absurl": "//mda.spinny.com/sp-file-system/public/2025-12-14/b49683f4408b48f7b85ccd79f5f727fa/raw/file.JPG"
      },
      "file_label": "RIGHT SIDE VIEW"
    },
    {
      "file": {
        "absurl": "//mda.spinny.com/sp-file-system/public/2025-12-14/a4c35ef200644817b8effb16cd860ae4/raw/file.JPG"
      },
      "file_label": "RIGHT FRONT CORNER VIEW"
    },
    {
      "file": {
        "absurl": "//mda.spinny.com/sp-file-system/public/2025-12-14/5002849a78b34802a925eaa5b328ddba/raw/file.JPG"
      },
      "file_label": "FRONT VIEW"
    },
    {
      "file": {
        "absurl": "//mda.spinny.com/sp-file-system/public/2025-12-14/dd8a597c574745159f44f3e7aede58e8/raw/file.JPG"
      },
      "file_label": "THUMBNAIL"
    }
  ],
  "without_bg_image": {
    "file": {
      "absurl": "//mda.spinny.com/sp-file-system/public/2025-12-14/08e43bf5903c455289c43821c8bae188/raw/file.JPG"
    },
    "file_label": "Thumbnail Without Background"
  },
  "mileage": 32369,
  "round_off_mileage": "32K",
  "round_off_mileage_new": 32500,
  "make_year": 2022,
  "price": 630000.0,
  "price_breakdown_v2": {
    "show_discounted_pricing": false,
    "listing_price": 630000.0,
    "listing_price_without_tax": 630000.0,
    "original_price": 630000.0,
    "original_price_without_tax": 630000.0,
    "base_listing_price": 620300.0,
    "discount_price": 0,
    "discount_percent": 0,
    "new_discount_amount": 0,
    "new_discount_percent": 0,
    "tax_data": {
      "percentage": null,
      "numeric": null,
      "percentage_value": null,
      "numeric_value": null
    },
    "original_base_listing_price": 620300.0,
    "original_price_breakdown_present": true,
    "discounted_price_without_add_on_and_tax": 620300.0,
    "discounted_price_without_add_on_tax": 620300.0,
    "is_manual_discount_change": false,
    "is_same_listing_price_update": false,
    "base_add_on_data_list": [
      {
        "name": "base_add_on",
        "display_name": "RC transfer, insurance & more",
        "value": 9700.0,
        "round_off_value": 9000,
        "infotip": true,
        "on_click": [
          {
            "name": "rc_transfer",
            "description": null,
            "infotip": null,
            "display_name": "RC transfer facilitation",
            "value": 4000.0,
            "order": 5
          },
          {
            "name": "cleaning",
            "description": "Upon delivery",
            "infotip": null,
            "display_name": "Car cleaning & dry cleaning",
            "value": 1000.0,
            "order": 10
          },
          {
            "name": "servicing_cost",
            "description": "Oil and air filter change, wheel balancing and alignment",
            "infotip": null,
            "display_name": "Servicing cost",
            "value": 3500.0,
            "order": 15
          },
          {
            "name": "fastag",
            "description": null,
            "infotip": null,
            "display_name": "FASTag cost",
            "value": 200.0,
            "order": 20
          },
          {
            "name": "road_side_assistance",
            "description": null,
            "infotip": null,
            "display_name": "Roadside assistance cost",
            "value": 500.0,
            "order": 25
          },
          {
            "name": "fuel_cost",
            "description": "Upon delivery",
            "infotip": null,
            "display_name": "Fuel top-up",
            "value": 500.0,
            "order": 30
          }
        ]
      },
      {
        "name": "fixes_and_upgrades",
        "display_name": "Fixes & upgrades",
        "value": "included",
        "infotip": true,
        "on_click": null
      }
    ],
    "original_base_add_on_data_list": [
      {
        "name": "base_add_on",
        "display_name": "RC transfer, insurance & more",
        "value": 9700.0,
        "round_off_value": 9000,
        "infotip": true,
        "on_click": [
          {
            "name": "rc_transfer",
            "description": null,
            "infotip": null,
            "display_name": "RC transfer facilitation",
            "value": 4000.0,
            "order": 5
          },
          {
            "name": "cleaning",
            "description": "Upon delivery",
            "infotip": null,
            "display_name": "Car cleaning & dry cleaning",
            "value": 1000.0,
            "order": 10
          },
          {
            "name": "servicing_cost",
            "description": "Oil and air filter change, wheel balancing and alignment",
            "infotip": null,
            "display_name": "Servicing cost",
            "value": 3500.0,
            "order": 15
          },
          {
            "name": "fastag",
            "description": null,
            "infotip": null,
            "display_name": "FASTag cost",
            "value": 200.0,
            "order": 20
          },
          {
            "name": "road_side_assistance",
            "description": null,
            "infotip": null,
            "display_name": "Roadside assistance cost",
            "value": 500.0,
            "order": 25
          },
          {
            "name": "fuel_cost",
            "description": "Upon delivery",
            "infotip": null,
            "display_name": "Fuel top-up",
            "value": 500.0,
            "order": 30
          }
        ]
      },
      {
        "name": "fixes_and_upgrades",
        "display_name": "Fixes & upgrades",
        "value": "included",
        "infotip": true,
        "on_click": null
      }
    ],
    "tax_add_on_data_list": [],
    "base_plus_tax_add_ons": [
      {
        "name": "base_add_on",
        "display_name": "RC transfer, insurance & more",
        "value": 9700.0,
        "round_off_value": 9000,
        "infotip": true,
        "on_click": [
          {
            "name": "rc_transfer",
            "description": null,
            "infotip": null,
            "display_name": "RC transfer facilitation",
            "value": 4000.0,
            "order": 5
          },
          {
            "name": "cleaning",
            "description": "Upon delivery",
            "infotip": null,
            "display_name": "Car cleaning & dry cleaning",
            "value": 1000.0,
            "order": 10
          },
          {
            "name": "servicing_cost",
            "description": "Oil and air filter change, wheel balancing and alignment",
            "infotip": null,
            "display_name": "Servicing cost",
            "value": 3500.0,
            "order": 15
          },
          {
            "name": "fastag",
            "description": null,
            "infotip": null,
            "display_name": "FASTag cost",
            "value": 200.0,
            "order": 20
          },
          {
            "name": "road_side_assistance",
            "description": null,
            "infotip": null,
            "display_name": "Roadside assistance cost",
            "value": 500.0,
            "order": 25
          },
          {
            "name": "fuel_cost",
            "description": "Upon delivery",
            "infotip": null,
            "display_name": "Fuel top-up",
            "value": 500.0,
            "order": 30
          }
        ]
      },
      {
        "name": "fixes_and_upgrades",
        "display_name": "Fixes & upgrades",
        "value": "included",
        "infotip": true,
        "on_click": null
      }
    ],
    "original_base_plus_tax_add_ons": [
      {
        "name": "base_add_on",
        "display_name": "RC transfer, insurance & more",
        "value": 9700.0,
        "round_off_value": 9000,
        "infotip": true,
        "on_click": [
          {
            "name": "rc_transfer",
            "description": null,
            "infotip": null,
            "display_name": "RC transfer facilitation",
            "value": 4000.0,
            "order": 5
          },
          {
            "name": "cleaning",
            "description": "Upon delivery",
            "infotip": null,
            "display_name": "Car cleaning & dry cleaning",
            "value": 1000.0,
            "order": 10
          },
          {
            "name": "servicing_cost",
            "description": "Oil and air filter change, wheel balancing and alignment",
            "infotip": null,
            "display_name": "Servicing cost",
            "value": 3500.0,
            "order": 15
          },
          {
            "name": "fastag",
            "description": null,
            "infotip": null,
            "display_name": "FASTag cost",
            "value": 200.0,
            "order": 20
          },
          {
            "name": "road_side_assistance",
            "description": null,
            "infotip": null,
            "display_name": "Roadside assistance cost",
            "value": 500.0,
            "order": 25
          },
          {
            "name": "fuel_cost",
            "description": "Upon delivery",
            "infotip": null,
            "display_name": "Fuel top-up",
            "value": 500.0,
            "order": 30
          }
        ]
      },
      {
        "name": "fixes_and_upgrades",
        "display_name": "Fixes & upgrades",
        "value": "included",
        "infotip": true,
        "on_click": null
      }
    ],
    "discount_data_list": [
      {
        "name": "subtotal",
        "infotip": false,
        "display_name": "Subtotal",
        "value": 630000.0,
        "heading": true
      },
      {
        "name": "price_drop",
        "infotip": false,
        "display_name": "Price drop",
        "value": 0.0
      },
      {
        "name": "discount_price",
        "infotip": false,
        "display_name": "Final payable amount",
        "value": 630000.0,
        "heading": true
      }
    ],
    "discount_without_tax_data_list": [
      {
        "name": "subtotal",
        "infotip": false,
        "display_name": "Subtotal",
        "value": 630000.0,
        "heading": true
      },
      {
        "name": "price_drop",
        "infotip": false,
        "display_name": "Price drop",
        "value": 0
      },
      {
        "name": "discount_price",
        "infotip": false,
        "display_name": "Discounted price",
        "value": 630000.0,
        "heading": true
      }
    ]
  },
  "permanent_url": "/buy-used-cars/gurgaon/maruti-suzuki/dzire/zxi-sector-29-2022/25475354/",
  "sold": false,
  "city": "Gurgaon",
  "fuel_type": "petrol",
  "no_of_owners": 1,
  "color": "silver",
  "body_type": "sedan",
  "rto": "HR14",
  "transmission": "manual",
  "transmission_sub_type": "regular",
  "hub": "Spinny Car Hub, Trillium Avenue, Gurgaon",
  "hub_id": 74,
  "booked": false,
  "upcoming": false,
  "is_fixed_price": true,
  "home_test_drive_available": true,
  "has_three_sixty_view": false,
  "on_hold": false,
  "hold_end_time": null,
  "is_on_hold_for_current_user": false,
  "emi": 10728,
  "expected_live_date": null,
  "procurement_category": "assured",
  "finance": {
    "best": {
      "details": {
        "loan_amount": {
          "min": 0,
          "max": 504000,
          "best": 378000.0
        },
        "roi": 13.0,
        "old_roi": 13.0,
        "loan_age": {
          "min": 1,
          "max": 5.5,
          "best": 3
        },
        "emi": {
          "best": "10,728"
        },
        "old_emi": {
          "best": "10,728"
        },
        "max_ltv": 80,
        "offer_applicable": false,
        "offer_id": null,
        "savings": 0.0,
        "financeable": 1
      }
    }
  },
  "token_amount": 5000,
  "applicable_insurance_validity": {
    "year": 2026,
    "month": 3,
    "day": 27,
    "free": null
  },
  "shortlist_count": 2,
  "soft_unpublish": false,
  "car_finder_verdict": null,
  "max_token_amount": 25000,
  "benefits_notes": [],
  "on_road_price": null,
  "tag_status_order": 1,
  "latest_publish_date": "2025-12-15 17:39:46",
  "hub_type": "hub",
  "hub_short_name": "Sector - 29, Gurgaon",
  "tag_status": "available",
  "image_style_360": true,
  "perks": [],
  "consumer_procurement_category": "assured",
  "is_assured_plus": false,
  "discount": {
    "value": 0
  },
  "registration_year": 2022,
  "is_max_certified": 0,
  "car_geo_data": null,
  "current_price_data": {
    "adjusted_mid_listing_price": 630000.0,
    "base_listing_price": 620300.0,
    "mid_listing_price": 630000.0,
    "adjusted_tcs": 0,
    "created_on": "2025-12-15 13:56:52",
    "adjusted_base_price": 620300.0,
    "listing_price": 630000.0,
    "add_on": [
      {
        "label__name": "road_side_assistance",
        "value": 500.0
      },
      {
        "label__name": "servicing_cost",
        "value": 3500.0
      },
      {
        "label__name": "cleaning",
        "value": 1000.0
      },
      {
        "label__name": "fastag",
        "value": 200.0
      },
      {
        "label__name": "fuel_cost",
        "value": 500.0
      },
      {
        "label__name": "rc_transfer",
        "value": 4000.0
      },
      {
        "label__name": "service_cost",
        "value": 6899.0
      },
      {
        "label__name": "upgrade_cost",
        "value": 9945.0
      },
      {
        "label__name": "protect_plus_cost",
        "value": 16875.0
      },
      {
        "label__name": "protect_cost",
        "value": 8437.0
      }
    ]
  },
  "emi_details": null,
  "from_url": "https://www.spinny.com/used-sedan-cars-in-delhi-ncr/s/"
}
]

Usage Guide

1. Build Target URLs: Filter cars on Spinny (city, body type, brand, price range), copy URLs
2. Configure Input: Set max_items_per_url (20-50), enable ignore_url_failures for multiple URLs
3. Handle Pagination: Increment offset by page size (e.g., 0, 20, 40) for deep extraction
4. Run Scraper: Launch via Apify. 5-10 search pages typically complete in 2-4 minutes
5. Export Data: JSON for databases, CSV for analysis, Excel for reporting
6. Filter Results: Remove sold/booked cars if seeking only available inventory

Pagination Strategy: For 200 cars, use 10 URLs with offset values (0, 20, 40...180) OR single URL with max_items_per_url: 200 if scraper supports it.

Strategic Applications

Market Intelligence: Track inventory composition by brand, body type, fuel type across cities. Identify supply-demand imbalances.

Pricing Analysis: Compare prices across similar vehicles (make, model, year, mileage). Benchmark Spinny's pricing against market rates.

Demand Forecasting: Shortlist counts and sold status reveal popular segments. High-turnover categories indicate strong demand.

Finance Product Research: Analyze EMI structures, down payments, and tenure options. Identify target customer affordability profiles.

Competitive Monitoring: Track Spinny's inventory expansion, geographic reach, and certification programs. Monitor discount patterns.

Depreciation Modeling: Correlate age, mileage, ownership with pricing. Build predictive models for vehicle valuation.

Geographic Strategy: Hub distribution and inventory density reveal market prioritization. Identify underserved regions.

Best Practices

Scraping Frequency: Weekly for general research, daily for competitive price monitoring during promotional periods.

Data Validation: Flag anomalies (price spikes, mileage inconsistencies, missing images). Cross-reference with vehicle registries when available.

Historical Tracking: Store timestamped snapshots. Track individual cars from listing to sold—reveals time-on-market patterns.

Segmentation: Separate data by price tier (budget <5L, mid 5-10L, premium >10L) for cleaner analysis of different market segments.

Enrichment: Combine with market resale values (OLX, Cars24), manufacturer MSRPs, and regional economic data for comprehensive insights.

Compliance: Use scraped data for research and analysis. Respect Spinny's terms of service. Don't overload servers with excessive requests.

Conclusion

The Spinny.com Used Car Search Scraper transforms India's leading certified pre-owned platform into actionable market intelligence. From pricing trends to inventory composition, this tool delivers the data needed for automotive research, competitive analysis, and consumer insights in India's booming used car market.