# Mobile.de Reviews Scraper (`getdataforme/mobile-de-reviews-scraper`) Actor Extract comprehensive customer reviews and ratings from Mobile.de, Germany's leading automotive marketplace. Gain valuable insights into dealer performance for market research, competitive analysis, and data-driven decisions.... - **URL**: https://apify.com/getdataforme/mobile-de-reviews-scraper.md - **Developed by:** [GetDataForMe](https://apify.com/getdataforme) (community) - **Categories:** AI, Agents, E-commerce - **Stats:** 3 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks - **User rating**: No ratings yet ## Pricing from $9.00 / 1,000 results This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events. Learn more: https://docs.apify.com/actors/running/actors-in-store.md#pay-per-event ## What's an Apify Actor? Actors are web data automations that power AI and operations. They run on the Apify platform to scrape websites, process data, connect APIs, and automate workflows. In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours, and optionally produces a well-defined JSON output, datasets with results, or files in key-value store. In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server. Actors are written with capital "A". ## How to integrate an Actor? If asked about integration, you help developers integrate Actors into their projects. You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready. The best way to integrate Actors is as follows. - **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use). - **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`. - **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`. - **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`. - **Any other language** — the [REST API](https://docs.apify.com/api/v2.md). For usage examples, see the [API](#api) section below. For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt). # README ## Mobile.de Reviews Scraper ### Introduction The Mobile.de Reviews Scraper is a powerful Apify Actor designed to extract detailed customer reviews and ratings from Mobile.de, Germany's leading automotive marketplace. It enables users to gather comprehensive feedback on dealers, including scores, comments, and interaction details, providing valuable insights into dealer performance. This tool is ideal for market research, competitive analysis, and data-driven decision-making in the automotive industry. ### Features - **Comprehensive Data Extraction**: Scrapes detailed review data including ratings, buyer names, purchase status, and question-based responses from Mobile.de dealer pages. - **Flexible Pagination**: Supports starting from any page and limiting the number of pages to scrape, allowing targeted data collection. - **Dealer-Specific Targeting**: Uses dealer keywords to focus on specific dealers, ensuring precise and relevant results. - **High-Quality Output**: Delivers structured JSON data with timestamps, scores, and full-text answers for in-depth analysis. - **Reliable and Efficient**: Built on Apify's robust infrastructure, ensuring fast and error-resistant scraping with built-in retries. - **Scalable for Large Datasets**: Handles multiple pages seamlessly, making it suitable for large-scale review aggregation. - **Easy Integration**: Outputs data in JSON format, compatible with various tools for further processing or visualization. ### Input Parameters | Parameter | Type | Required | Description | Example | |---------------|---------|----------|-----------------------------------------------------------------------------|--------------------------| | StartPage | integer | No | The starting page number for scraping reviews. Must be at least 1. | 1 | | MaxPages | string | No | The maximum number of pages to scrape. Leave empty for unlimited pages. | "10" | | DealerKeyword| string | No | The keyword identifying the dealer on Mobile.de. | "AUTOEXPO-PORTALDE" | ### Example Usage To run the Actor, provide input parameters in JSON format. Here's an example: ```json { "StartPage": 1, "MaxPages": "5", "DealerKeyword": "AUTOEXPO-PORTALDE" } ``` The Actor will output a JSON array of review objects. Example output: ```json [ { "dealer": "AUTOEXPO-PORTALDE", "page": 1, "rating_id": null, "average_score": 4.5, "creation_time": "24.12.2025", "buyer_name": "", "purchased": false, "question_responses": { "DEALER_FRIENDLINESS": { "id": null, "questionSetId": null, "questionId": "DEALER_FRIENDLINESS", "type": "SCORE", "ratingScore": 5, "fullTextAnswer": null, "checkboxAnswers": null, "selectAnswer": null, "yesOrNoAnswerType": null, "answerTime": "2025-12-24T07:34:29Z", "textModifiedByCSAgent": null, "clientTimestamp": 1766561669085, "clientUUID": "1b697eca-ce2b-4686-b3ce-c2647af01070" }, "NOT_LIKE_ABOUT_DEALER": { "id": null, "questionSetId": null, "questionId": "NOT_LIKE_ABOUT_DEALER", "type": "TEXT", "ratingScore": null, "fullTextAnswer": "", "checkboxAnswers": null, "selectAnswer": null, "yesOrNoAnswerType": null, "answerTime": "2025-12-24T07:34:29Z", "textModifiedByCSAgent": null, "clientTimestamp": 1766561669085, "clientUUID": "1b697eca-ce2b-4686-b3ce-c2647af01070" }, "RECOMMEND_DEALER": { "id": null, "questionSetId": null, "questionId": "RECOMMEND_DEALER", "type": "YES_OR_NO", "ratingScore": null, "fullTextAnswer": null, "checkboxAnswers": null, "selectAnswer": null, "yesOrNoAnswerType": "NA", "answerTime": "2025-12-24T07:34:29Z", "textModifiedByCSAgent": null, "clientTimestamp": 1766561669085, "clientUUID": "1b697eca-ce2b-4686-b3ce-c2647af01070" }, "HOW_DID_YOU_COMMUNICATE_WITH_DEALER": { "id": null, "questionSetId": null, "questionId": "HOW_DID_YOU_COMMUNICATE_WITH_DEALER", "type": "CHECKBOX", "ratingScore": null, "fullTextAnswer": null, "checkboxAnswers": [ "phone" ], "selectAnswer": null, "yesOrNoAnswerType": null, "answerTime": "2025-12-24T07:34:29Z", "textModifiedByCSAgent": null, "clientTimestamp": 1766561669085, "clientUUID": "1b697eca-ce2b-4686-b3ce-c2647af01070" }, "DEALER_CONSULTING": { "id": null, "questionSetId": null, "questionId": "DEALER_CONSULTING", "type": "SCORE", "ratingScore": 0, "fullTextAnswer": null, "checkboxAnswers": null, "selectAnswer": null, "yesOrNoAnswerType": null, "answerTime": "2025-12-24T07:34:29Z", "textModifiedByCSAgent": null, "clientTimestamp": 1766561669085, "clientUUID": "1b697eca-ce2b-4686-b3ce-c2647af01070" }, "AD_REALITY": { "id": null, "questionSetId": null, "questionId": "AD_REALITY", "type": "YES_OR_NO", "ratingScore": null, "fullTextAnswer": null, "checkboxAnswers": null, "selectAnswer": null, "yesOrNoAnswerType": "NA", "answerTime": "2025-12-24T07:34:29Z", "textModifiedByCSAgent": null, "clientTimestamp": 1766561669085, "clientUUID": "1b697eca-ce2b-4686-b3ce-c2647af01070" }, "BOUGHT_CAR": { "id": null, "questionSetId": null, "questionId": "BOUGHT_CAR", "type": "SELECT", "ratingScore": null, "fullTextAnswer": null, "checkboxAnswers": null, "selectAnswer": "no", "yesOrNoAnswerType": null, "answerTime": "2025-12-24T07:34:29Z", "textModifiedByCSAgent": null, "clientTimestamp": 1766561669085, "clientUUID": "1b697eca-ce2b-4686-b3ce-c2647af01070" }, "BUYER_NAME": { "id": null, "questionSetId": null, "questionId": "BUYER_NAME", "type": "NAME", "ratingScore": null, "fullTextAnswer": "", "checkboxAnswers": null, "selectAnswer": "", "yesOrNoAnswerType": null, "answerTime": "2025-12-24T07:34:29Z", "textModifiedByCSAgent": null, "clientTimestamp": 1766561669085, "clientUUID": "1b697eca-ce2b-4686-b3ce-c2647af01070" }, "LIKE_ABOUT_DEALER": { "id": null, "questionSetId": null, "questionId": "LIKE_ABOUT_DEALER", "type": "TEXT", "ratingScore": null, "fullTextAnswer": "Hat schnell reagiert. ", "checkboxAnswers": null, "selectAnswer": null, "yesOrNoAnswerType": null, "answerTime": "2025-12-24T07:34:29Z", "textModifiedByCSAgent": null, "clientTimestamp": 1766561669085, "clientUUID": "1b697eca-ce2b-4686-b3ce-c2647af01070" }, "DEALER_RESPONSE_TIME": { "id": null, "questionSetId": null, "questionId": "DEALER_RESPONSE_TIME", "type": "SCORE", "ratingScore": 4, "fullTextAnswer": null, "checkboxAnswers": null, "selectAnswer": null, "yesOrNoAnswerType": null, "answerTime": "2025-12-24T07:34:29Z", "textModifiedByCSAgent": null, "clientTimestamp": 1766561669085, "clientUUID": "1b697eca-ce2b-4686-b3ce-c2647af01070" }, "SELLERS_NAME": { "id": null, "questionSetId": null, "questionId": "SELLERS_NAME", "type": "NAME", "ratingScore": null, "fullTextAnswer": "", "checkboxAnswers": null, "selectAnswer": "", "yesOrNoAnswerType": null, "answerTime": "2025-12-24T07:34:29Z", "textModifiedByCSAgent": null, "clientTimestamp": 1766561669085, "clientUUID": "1b697eca-ce2b-4686-b3ce-c2647af01070" } }, "actor_id": "GJZvheIYWYZfOVkJJ", "run_id": "fui2y9sXSmtEaoymX" } ] ``` ### Use Cases - **Market Research**: Analyze customer sentiment and dealer performance to identify trends in the German automotive market. - **Competitive Intelligence**: Compare reviews across dealers to benchmark service quality and customer satisfaction. - **Price Monitoring**: Track feedback related to pricing and negotiation experiences for informed buying decisions. - **Content Aggregation**: Collect and aggregate review data for blogs, reports, or dashboards on automotive platforms. - **Academic Research**: Study consumer behavior and dealer interactions in the used car marketplace. - **Business Automation**: Automate the collection of review data for CRM systems or quality assurance processes. ### Installation and Usage 1. Search for "Mobile.de Reviews Scraper" in the Apify Store 2. Click "Try for free" or "Run" 3. Configure input parameters 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 output is a JSON array of objects, each representing a review. Key fields include: - `dealer`: The dealer keyword. - `page`: The page number where the review was found. - `average_score`: Overall rating score. - `creation_time`: Timestamp of the review. - `buyer_name`: Name of the reviewer (if provided). - `purchased`: Boolean indicating if the buyer purchased a car. - `question_responses`: An object containing detailed responses to various questions, such as friendliness, response time, and recommendations, with fields like `type`, `ratingScore`, and `fullTextAnswer`. ### 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! # Actor input Schema ## `StartPage` (type: `integer`): The start page for the spider. ## `MaxPages` (type: `string`): The max pages for the spider. ## `DealerKeyword` (type: `string`): The dealer keyword for the spider. ## Actor input object example ```json { "StartPage": 1, "DealerKeyword": "AUTOEXPO-PORTALDE" } ``` # API You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup. ## JavaScript example ```javascript import { ApifyClient } from 'apify-client'; // Initialize the ApifyClient with your Apify API token // Replace the '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = {}; // Run the Actor and wait for it to finish const run = await client.actor("getdataforme/mobile-de-reviews-scraper").call(input); // Fetch and print Actor results from the run's dataset (if any) console.log('Results from dataset'); console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`); const { items } = await client.dataset(run.defaultDatasetId).listItems(); items.forEach((item) => { console.dir(item); }); // 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs ``` ## Python example ```python from apify_client import ApifyClient # Initialize the ApifyClient with your Apify API token # Replace '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = {} # Run the Actor and wait for it to finish run = client.actor("getdataforme/mobile-de-reviews-scraper").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}") for item in client.dataset(run.default_dataset_id).iterate_items(): print(item) # 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{}' | apify call getdataforme/mobile-de-reviews-scraper --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "type": "http", "url": "https://mcp.apify.com/?tools=fetch-actor-details,getdataforme/mobile-de-reviews-scraper" } } } ``` The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer ` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations). ## OpenAPI specification Download the OpenAPI definition: https://api.apify.com/v2/actors/GJZvheIYWYZfOVkJJ/builds/LaK7pCWcd09q2VA8s/openapi.json