Toyota Category Scraper

Introduction

The Toyota Category Scraper is a powerful Apify Actor designed to extract comprehensive vehicle data from Toyota's official website. It efficiently scrapes details on all available Toyota models, including pricing, specifications, and images, providing structured data for analysis and integration. Ideal for businesses, researchers, and developers needing reliable automotive data without manual effort.

Features

• Comprehensive Data Extraction: Scrapes key details like model names, years, prices, MPG, seating capacity, and more from Toyota's vehicle catalog.
• High Reliability: Built on CheerioCrawler for fast, accurate scraping with robust error handling to minimize failures.
• Customizable Crawling: Allows specification of start URLs and request limits to tailor the crawl to your needs.
• Structured Output: Delivers clean JSON data, easily exportable to CSV, Excel, or databases.
• Performance Optimized: Handles up to 10 requests per crawl by default, scalable for larger datasets.
• Real-Time Data: Captures the latest vehicle information, including hybrid and electric options.
• Easy Integration: Seamlessly integrates with Apify's ecosystem for automation and API access.

Input Parameters

Parameter	Type	Required	Description	Example
startUrls	array	Yes	URLs to start the crawl from, typically the Toyota vehicles page.	[{"url": "https://www.toyota.com/all-vehicles/"}]
maxRequestsPerCrawl	integer	No	Maximum number of requests the crawler can make. Limits resource usage.	10

Example Usage

To run the Actor, provide input in JSON format:

{
  "startUrls": [
    {
      "url": "https://www.toyota.com/all-vehicles/"
    }
  ],
  "maxRequestsPerCrawl": 10
}

Example output:

[
  {
    "series": "4runner",
    "year": 2026,
    "name": "4Runner",
    "startingPrice": "$41,870",
    "msrpAsShown": "$56,185",
    "link": "https://www.toyota.com/4runner/2026",
    "buildLink": "https://www.toyota.com/configurator/build/step/model/year/2026/series/4runner",
    "imageUrl": "https://tmna.aemassets.toyota.com/is/image/toyota/toyota/jellies/relative/2026/4runner/base.png",
    "mpg": "20/26",
    "range": null,
    "seating": "7",
    "topLabel": "Hybrid EV Available",
    "isHybrid": true,
    "isElectric": true,
    "isPluginHybrid": false,
    "isGR": false,
    "scrapedAt": "2026-02-23T08:24:36.788Z",
    "sourceUrl": "https://www.toyota.com/all-vehicles/"
  }
]

Use Cases

• Market Research: Analyze Toyota's vehicle lineup for trends in pricing, fuel efficiency, and features.
• Competitive Intelligence: Compare Toyota models against competitors by extracting specs and prices.
• Price Monitoring: Track starting prices and MSRPs for dynamic pricing strategies.
• Content Aggregation: Build databases of vehicle images, links, and details for automotive websites.
• Academic Research: Study adoption of hybrid and electric vehicles in Toyota's catalog.
• Business Automation: Automate data feeds for dealership software or e-commerce platforms.

Installation and Usage

1. Search for "Toyota Category Scraper" in the Apify Store.
2. Click "Try for free" or "Run".
3. Configure input parameters (e.g., start URLs and max requests).
4. Click "Start" to begin extraction.
5. Monitor progress in the log.
6. Export results in your preferred format (JSON, CSV, Excel).

Output Format

The Actor outputs an array of JSON objects, each representing a Toyota vehicle. Key fields include:

• series: Model series (e.g., "4runner").
• year: Model year.
• name: Vehicle name.
• startingPrice: Base price.
• msrpAsShown: Manufacturer's suggested retail price.
• link: Direct link to the model page.
• buildLink: Configurator URL.
• imageUrl: Image link.
• mpg: Fuel efficiency.
• seating: Seating capacity.
• isHybrid, isElectric, etc.: Boolean flags for vehicle types.
• scrapedAt: Timestamp of scraping.
• sourceUrl: Origin URL.

Data is timestamped and sourced for traceability.

Support

For custom/simplified outputs or bug reports, please contact:

• Email: support@getdataforme.com
• Subject line: "custom support"
• Contact form: https://getdataforme.com/contact/

We're here to help you get the most out of this Actor!

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