CarBuzz Scraper

What does CarBuzz Scraper do?

CarBuzz Scraper extracts public vehicle review and specification data from CarBuzz vehicle pages. It returns one normalized dataset row per canonical vehicle-year page, including pricing, BuzzScore ratings, public review notes, base specifications, and published trim cards. It does not require a login, private session, or non-public endpoint.

The Actor reads public schema.org review data and supplements it with visible base-trim and trim-card specifications. If a page has no usable public review data, the Actor emits an explicit diagnostic row instead of inventing a vehicle record.

Why use CarBuzz Scraper?

• Extract structured vehicle reviews, ratings, prices, specifications, pros, cons, and trims in one dataset.
• Preserve source units and qualifiers for text specifications such as horsepower, torque, fuel economy, and warranty details.
• Normalize and deduplicate HTTPS CarBuzz /cars/ URLs before fetching.
• Control pages, trims, concurrency, pacing, retries, response size, and run time from the input tab.
• Use the Apify platform for scheduling, API access, integrations, monitoring, and optional proxy configuration.
• Keep unavailable pages visible through found: false and dataAvailable: false diagnostic rows. Diagnostics are excluded from the successful-record count; a diagnostic-only run fails after preserving the rows and OUTPUT_SUMMARY.

What data can CarBuzz Scraper extract?

Field	Type	Description
name, year, make, model	string/integer	Public vehicle identity.
startingPrice, priceCurrency	number/string	Published starting offer price and currency.
buzzScore, ratingBreakdown	number/object	Overall score and named rating components.
engine, drivetrain, transmission	string	Published powertrain details.
horsepower, torque, fuelEconomy	string	Source-formatted performance and economy values.
pros, cons	array	Ordered positive and negative review notes.
baseSpecifications, trims	object/array	Public specification labels and trim-card details.
sourceUrl, scrapedAt	string	Canonical page and row timestamp.
found, dataAvailable, diagnosticType, diagnosticMessage	boolean/string	Availability flags and bounded diagnostics when a data row cannot be produced.

How to scrape CarBuzz

1. Open the Actor and go to the Input tab.
2. Add one or more public HTTPS vehicle URLs such as https://carbuzz.com/cars/example/motor/2025/.
3. Set maxPages and maxTrimsPerVehicle for the desired result size.
4. Keep the default conservative pacing, or adjust maxConcurrency, requestDelayMillis, maxRetries, maxPageMbytes, and maxRunMillis within their allowed ranges.
5. Start the run and open the dataset from the Output tab or the API tab.

How much will it cost to scrape CarBuzz?

Cost depends on the number of pages, response size, retries, and the Apify plan used for the run. Use maxPages, maxTrimsPerVehicle, maxConcurrency, and maxRunMillis to keep compute usage predictable. The Actor does not add a pay-per-result fee; check the current Apify pricing page for platform compute and storage rates.

Input

See the Input tab for full configuration options. The required startUrls value is a list of public HTTPS CarBuzz /cars/ vehicle URLs. proxyConfiguration is optional and direct public access is used by default. Explicit Apify or custom proxy settings are honored; setup failures stop the run instead of silently changing routes.

{
    "startUrls": [
        "https://carbuzz.com/cars/example/motor/2025/"
    ],
    "maxPages": 1,
    "maxTrimsPerVehicle": 20
}

Output

You can download the dataset in various formats such as JSON, HTML, CSV, or Excel. A successful record contains vehicle data and has found: true and dataAvailable: true. A diagnostic row has found: false and dataAvailable: false; it is retained for transparency and excluded from successful-record counts.

[
    {
        "found": true,
        "dataAvailable": true,
        "recordId": "0123456789abcdef01234567",
        "name": "Example Vehicle",
        "year": 2025,
        "startingPrice": 28000,
        "buzzScore": 8.5,
        "sourceUrl": "https://carbuzz.com/cars/example/motor/2025/",
        "scrapedAt": "2025-01-15T12:00:00.000Z"
    },
    {
        "found": false,
        "dataAvailable": false,
        "diagnosticType": "no-public-review-data",
        "diagnosticMessage": "No public vehicle Review structured data was found on the page.",
        "sourceUrl": "https://carbuzz.com/cars/example/unknown/2025/",
        "scrapedAt": "2025-01-15T12:00:00.000Z"
    }
]

Tips and advanced options

Use maxConcurrency: 1 for the most conservative pacing. Increase it only within the allowed limit when processing several independent pages. Keep requestDelayMillis at or above the default, and use maxPageMbytes and maxRunMillis to bound resource use. The Actor stops a page workflow when it detects an access restriction, security challenge, rate limit, login wall, paywall, or regional/device restriction; it does not bypass those controls.

Key-value store and quality checks

OUTPUT_SUMMARY records successful/diagnostic counts, data availability, proxy usage, duration, and terminal status. Vehicle review and diagnostic rows remain in the dataset. Run npm test for regression coverage and npm run validate for local output; exported cloud JSON can be piped to node validate-datasets.js - for the same identity, provenance, duplicate, URL, numeric, and timestamp checks.

FAQ, disclaimers, and support

Does this Actor access private data?

No. Our Actors are ethical and do not extract private user data, such as email addresses, gender, or location. They only extract what the user has chosen to share publicly. We therefore believe that our Actors, when used for ethical purposes by Apify users, are safe. However, your results could contain personal data. Personal data is protected by the GDPR in the European Union and by other regulations around the world. You should not scrape personal data unless you have a legitimate reason to do so. If you're unsure whether your reason is legitimate, consult your lawyers.

Are prices and specifications guaranteed?

No. CarBuzz editorial content and vehicle specifications may change and can vary by market, drivetrain, trim, options, and later correction. Pricing may exclude taxes, registration, destination fees, and optional equipment. Use manufacturer documentation for purchase-critical configuration details and safety recalls.

For troubleshooting, review the run logs, inspect diagnostic rows, and use the Issues tab for feedback. The API tab provides programmatic access to the dataset.