Why Automotive Data Matters for Business
Today, automotive data is a strategic asset that directly influences the quality of business decisions, pricing strategies, and the development of competitive product offerings. It is used by:
car dealers — for vehicle evaluation and market monitoring;
car selection services — to provide relevant offers to clients;
insurance companies and banks — for assessing vehicle condition when calculating insurance or loan terms.
Manual data collection in a dynamic market environment is inefficient. Data volumes are constantly growing, information is updated, and it is published in various formats across multiple platforms. When working with large datasets, automation becomes not just an advantage but a necessity.
Sources of Automotive Data
There are several key sources of automotive information:
major classified ad websites, which publish VINs, configurations, mileage, photos, and prices;
online VIN decoding services, providing data on manufacturing date, engine type, modification, and other technical specifications.
Most of this data is publicly available and used by millions of users daily. However, high-frequency access to these resources can trigger protective mechanisms — requesting verification or temporarily restricting access.
Limitations of Manual Collection
Imagine you need to process a list of 5,000 VINs. For each one, you would need to open a page, enter the data, wait for it to load, extract the information, and move to the next number. Even with a team of operators, this process would take a significant amount of time. Technical failures or repeated authentication can lead to session loss.
Modern online platforms can also detect automated activity. In response, they may:
These measures are designed to control abnormal traffic. Therefore, when collecting data at scale, it is important to organize the process correctly and with proper technical planning.
Role of CapMonster Cloud
CapMonster Cloud is a cloud service for automatic CAPTCHA solving via API. It acts as an additional automation layer, allowing verification forms to be processed without operator intervention and reducing the risk of process interruptions due to site restrictions.
Integration is based on REST API with JSON data exchange. The script sends task parameters (CAPTCHA type, page URL, sitekey, and other fields), receives a taskId and then polls the result until the status is ready The returned token is then used for further actions — either via HTTP request or automated browser.
Example request to create a task (reCAPTCHA v2):
POST https://api.capmonster.cloud/createTask
Content-Type: application/json
{
"clientKey": "YOUR_API_KEY",
"task": {
"type": "RecaptchaV2Task",
"websiteURL": "https://example.com",
"websiteKey": "SITE_KEY"
}
}
Example request to get task result:
POST https://api.capmonster.cloud/getTaskResult
Content-Type: application/json
{
"clientKey": "YOUR_API_KEY",
"taskId": 123456
}
The service supports major CAPTCHA types: reCAPTCHA v2/v3, Enterprise, Cloudflare Turnstile, and others. Integration is possible via Python, Node.js, C#, as well as with Selenium, Puppeteer, or Playwright.
API documentation: https://docs.capmonster.cloud/docs/category/api/
Automated VIN Data Collection
When working with a large list of VINs, CapMonster Cloud allows safely bypassing CAPTCHAs that may appear during mass requests to source websites.
Typical process:
- The parser opens the page and enters the VIN.
- If a CAPTCHA appears, its parameters are automatically sent to the API using
createTask - The
taskId is used with getTaskResult until a solution is ready. - The solution (e.g., token) is applied to the form or request.
- The script continues collecting data and stores the results.
Example request to create a task for VIN:
POST https://api.capmonster.cloud/createTask
Content-Type: application/json
{
"clientKey": "YOUR_API_KEY",
"task": {
"type": "RecaptchaV2Task",
"websiteURL": "https://vin-site.com/search",
"websiteKey": "SITE_KEY",
"customData": {
"vin": "1HGCM82633A004352"
}
}
}
Example request to get result:
POST https://api.capmonster.cloud/getTaskResult
Content-Type: application/json
{
"clientKey": "YOUR_API_KEY",
"taskId": 987654
}
CapMonster Cloud does not replace the parser itself but ensures its stability when processing thousands of VINs, preventing interruptions due to CAPTCHA checks.
Legal Considerations
Automation is allowed under the following principles:
work only with publicly accessible pages without bypassing authentication;
avoid collecting personal user data;
maintain reasonable request frequency;
avoid negatively affecting platform operations.
Conclusion
Manual collection of automotive data does not meet the requirements of the modern market. At the same time, simply running a parser is not sufficient for stable large-scale operations. A comprehensive approach that considers technical limitations of online resources is necessary.
CapMonster Cloud does not replace data collection tools but enhances their reliability and stability. This allows processing large volumes of information, including VINs and vehicle listings, without downtime or loss of efficiency.
If your business involves the automotive market and data analytics, automation using CapMonster Cloud can significantly optimize processes and reduce operational costs.
NB: Please note that this product is intended for automating testing exclusively on your own websites and resources to which you have lawful access.
