# Kbb Cars Scraper - Low-costπŸ’²πŸ”₯πŸš—πŸŒ (`delectable_incubator/kbb-cars-scraper-low-cost`) Actor πŸ”Ž Extract vehicle listings from Kelley Blue Book by brand or search URL. Collect vehicle models, body styles, starting prices, consumer ratings, images, specifications, and listing URLs. Ideal for automotive market research, vehicle comparison, dealer analysis, and car industry intelligence πŸš—πŸ“ŠπŸ“ˆ - **URL**: https://apify.com/delectable\_incubator/kbb-cars-scraper-low-cost.md - **Developed by:** [Prime Scrape](https://apify.com/delectable_incubator) (community) - **Categories:** E-commerce, Automation, Lead generation - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks - **User rating**: No ratings yet ## Pricing from $0.00005 / actor start This Actor is paid per event and usage. You are charged both the fixed price for specific events and for Apify platform usage. Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have. Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event ## What's an Apify Actor? Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases. 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. In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md): ```bash npm install apify-client ``` In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md): ```bash pip install apify-client ``` In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md): ````bash # MacOS / Linux curl -fsSL https://apify.com/install-cli.sh | bash # Windows irm https://apify.com/install-cli.ps1 | iex ```bash In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md). If your project is in a different language, use 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

Kelley Blue Book Vehicle Scraper

--- ## πŸš—πŸ“Š Kelley Blue Book Vehicle Scraper πŸ‡ΊπŸ‡Έ | Bulk Car Listings Scraper | Apify Actor ### πŸš€ Extract Kelley Blue Book Vehicle Data in Seconds (No Code) The **Kelley Blue Book Vehicle Scraper (Apify Actor)** is a powerful, scalable and **SEO-optimized automotive data extraction tool** designed to scrape vehicle listings, car details, pricing information, dealer inventory and used car market data directly from Kelley Blue Book. It allows you to **scrape Kelley Blue Book vehicle listings in bulk**, extract structured automotive datasets, and export them for **car market research, dealership intelligence, vehicle pricing analysis, AI datasets, lead generation, and automotive analytics**. --- ### πŸ”₯ Why This Kelley Blue Book Scraper? βœ” Best Kelley Blue Book scraper on Apify βœ” Supports **bulk URL scraping (multi-search)** βœ” Fast & scalable vehicle data extraction βœ” 100% structured JSON / CSV / Excel output βœ” Ideal for automotive market intelligence βœ” Perfect for dealerships, analysts & automotive startups βœ” No coding required --- ### 🎯 What This Scraper Does (Kelley Blue Book Vehicle Data Extraction) This Apify Actor extracts **real-time vehicle listings and automotive data from Kelley Blue Book search result pages**. #### πŸ“Œ Core Features: βœ… Scrape Kelley Blue Book vehicle listings βœ… Bulk URL vehicle scraping (SEO BOOST πŸš€) βœ… Extract used cars & new cars βœ… Extract vehicle pricing information βœ… Extract make, model, year & trim βœ… Extract mileage & vehicle condition βœ… Extract dealer information βœ… Extract vehicle photos & listing URLs βœ… Auto pagination handling βœ… Clean structured dataset output βœ… High-speed extraction engine --- ### ⚑ Input Configuration (Simple & Powerful) #### πŸ”₯ BULK URL MODE (SEO BOOST πŸš€) ```` { "urls": \[ "https://www.kbb.com/cars-for-sale/all-cars/toyota/camry", "https://www.kbb.com/cars-for-sale/all-cars/honda/civic", "https://www.kbb.com/cars-for-sale/all-cars/ford/f-150", "https://www.kbb.com/cars-for-sale/all-cars/bmw/x5", "https://www.kbb.com/cars-for-sale/all-cars/tesla/model-3" ], "max\_items": 500 } ``` --- ### πŸ“Š Extracted Vehicle Data (Structured Output) | Field | Description | |---------|-------------| | vehicleId | Unique vehicle identifier | | title | Vehicle title | | make | Vehicle make | | model | Vehicle model | | year | Vehicle year | | trim | Vehicle trim | | price | Vehicle price | | mileage | Vehicle mileage | | condition | New / Used | | transmission | Transmission type | | fuelType | Fuel type | | exteriorColor | Exterior color | | dealerName | Dealer name | | dealerLocation | Dealer location | | imageUrl | Vehicle image | | vehicleUrl | Listing URL | --- ### πŸ’‘ Use Cases (High Demand SEO Keywords) This Kelley Blue Book scraper is used for: πŸš— Used car market research πŸ“Š Vehicle pricing analysis 🏒 Dealership intelligence πŸ“ˆ Automotive market analytics πŸ€– AI automotive datasets 🚘 Vehicle inventory monitoring πŸ’° Car valuation research πŸ“‘ Automotive lead generation ⚑ Bulk vehicle data extraction --- ### πŸš€ Key Features (Apify SEO Optimized) ⚑ Bulk URL scraping support πŸš— Automotive marketplace coverage πŸ“Œ Smart pagination system 🧠 Clean structured output πŸ“Š High-speed extraction engine πŸ” Auto retry & stability system πŸ’Ύ Export-ready datasets βš™οΈ Scalable cloud execution (Apify Actor) --- ### πŸ“€ Output Formats Supported βœ” JSON (structured API ready) βœ” CSV (Excel analysis) βœ” Excel XLSX (business reports) βœ” XML (data pipelines) βœ” HTML (dashboards) --- ### πŸ“¦ Example Output ``` { "vehicleId": "KBB123456", "title": "2023 Toyota Camry XSE", "make": "Toyota", "model": "Camry", "year": 2023, "trim": "XSE", "price": "$31,995", "mileage": "12,450", "condition": "Used", "transmission": "Automatic", "fuelType": "Gasoline", "exteriorColor": "White", "dealerName": "ABC Toyota", "dealerLocation": "Los Angeles, CA", "imageUrl": "https://images.example.com/car.jpg", "vehicleUrl": "https://www.kbb.com/cars-for-sale/vehicle/123456" } ```` --- ### πŸ”₯ Why This is the BEST Kelley Blue Book Scraper on Apify? βœ” Optimized for Apify search ranking βœ” High-performance automotive scraping engine βœ” Bulk URL support (rare feature) βœ” Clean structured dataset output βœ” Enterprise-ready scalability βœ” Perfect for SEO traffic & marketplace visibility --- ### πŸ’Έ Pricing This scraper runs on a **pay-per-result pricing model**. You only pay for successfully extracted records. πŸ’³ **Price:** $2.98 / 1,000 results --- ### ❓ FAQ (SEO BOOST SECTION) #### Can I scrape multiple URLs at once? Yes β€” bulk URL mode is fully supported. #### Is this scraper fast? Yes β€” optimized for high-speed vehicle extraction. #### Can I collect vehicle pricing data? Yes β€” pricing information is included whenever available. #### Is coding required? No β€” 100% no-code Apify Actor. #### Can I export data? Yes β€” JSON, CSV, Excel, XML supported. --- ### ⚠️ Disclaimer This tool is not affiliated with Kelley Blue Book. It is an independent data extraction solution. --- ### πŸ”— Related Actors (Automotive Scraping Ecosystem) We are building a full **PrimeScrape Automotive Intelligence Suite**: πŸ‘‰ Coming Soon πŸš€ --- ### 🌍 PrimeScrape Ecosystem Built for **data scraping, automation, AI training datasets, and market intelligence at scale**. πŸš— Vehicle data extraction 🏒 Dealer intelligence πŸ“ˆ Automotive analytics πŸ€– AI datasets βš™οΈ Automation pipelines --- ### πŸ“¬ Support ⭐⭐⭐⭐⭐ Leave a review if you like this scraper πŸ“© Contact for custom scraping solutions / enterprise requests # Actor input Schema ## `urls` (type: `array`): List of KBB make listing or car-finder URLs to scrape. Examples: β€’ https://www.kbb.com/toyota/ β€’ https://www.kbb.com/car-finder/?manufacturers=audi β€’ https://www.kbb.com/honda/ ⚠️ URLs must be from kbb.com. Always provide the first page β€” the scraper handles pagination automatically. ## `maxitems` (type: `integer`): Maximum number of vehicle listings to collect per URL. ## Actor input object example ```json { "urls": [ "https://www.kbb.com/bmw/", "https://www.kbb.com/car-finder/?manufacturers=audi" ], "maxitems": 50 } ```` # Actor output Schema ## `overview` (type: `string`): No description # 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 = { "urls": [ "https://www.kbb.com/bmw/", "https://www.kbb.com/car-finder/?manufacturers=audi" ], "maxitems": 50 }; // Run the Actor and wait for it to finish const run = await client.actor("delectable_incubator/kbb-cars-scraper-low-cost").call(input); // Fetch and print Actor results from the run's dataset (if any) console.log('Results from dataset'); console.log(`πŸ’Ύ 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); }); // πŸ“š Want to learn more πŸ“–? Go to β†’ 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 = { "urls": [ "https://www.kbb.com/bmw/", "https://www.kbb.com/car-finder/?manufacturers=audi", ], "maxitems": 50, } # Run the Actor and wait for it to finish run = client.actor("delectable_incubator/kbb-cars-scraper-low-cost").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print("πŸ’Ύ Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"]) for item in client.dataset(run["defaultDatasetId"]).iterate_items(): print(item) # πŸ“š Want to learn more πŸ“–? Go to β†’ https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{ "urls": [ "https://www.kbb.com/bmw/", "https://www.kbb.com/car-finder/?manufacturers=audi" ], "maxitems": 50 }' | apify call delectable_incubator/kbb-cars-scraper-low-cost --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=delectable_incubator/kbb-cars-scraper-low-cost", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "Kbb Cars Scraper - Low-costπŸ’²πŸ”₯πŸš—πŸŒ", "description": "πŸ”Ž Extract vehicle listings from Kelley Blue Book by brand or search URL. Collect vehicle models, body styles, starting prices, consumer ratings, images, specifications, and listing URLs. Ideal for automotive market research, vehicle comparison, dealer analysis, and car industry intelligence πŸš—πŸ“ŠπŸ“ˆ", "version": "0.0", "x-build-id": "g01Zhnq65cdbXcjar" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/delectable_incubator~kbb-cars-scraper-low-cost/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-delectable_incubator-kbb-cars-scraper-low-cost", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/delectable_incubator~kbb-cars-scraper-low-cost/runs": { "post": { "operationId": "runs-sync-delectable_incubator-kbb-cars-scraper-low-cost", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK", "content": { "application/json": { "schema": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/delectable_incubator~kbb-cars-scraper-low-cost/run-sync": { "post": { "operationId": "run-sync-delectable_incubator-kbb-cars-scraper-low-cost", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } } }, "components": { "schemas": { "inputSchema": { "type": "object", "required": [ "urls", "maxitems" ], "properties": { "urls": { "title": "KBB Listing URLs πŸš—", "type": "array", "description": "List of KBB make listing or car-finder URLs to scrape. \n\nExamples:\nβ€’ https://www.kbb.com/toyota/\nβ€’ https://www.kbb.com/car-finder/?manufacturers=audi\nβ€’ https://www.kbb.com/honda/\n\n⚠️ URLs must be from kbb.com. Always provide the first page β€” the scraper handles pagination automatically.", "items": { "type": "string" } }, "maxitems": { "title": "Maximum Vehicles per URL πŸ“„", "type": "integer", "description": "Maximum number of vehicle listings to collect per URL. ", "default": 50 } } }, "runsResponseSchema": { "type": "object", "properties": { "data": { "type": "object", "properties": { "id": { "type": "string" }, "actId": { "type": "string" }, "userId": { "type": "string" }, "startedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "finishedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "status": { "type": "string", "example": "READY" }, "meta": { "type": "object", "properties": { "origin": { "type": "string", "example": "API" }, "userAgent": { "type": "string" } } }, "stats": { "type": "object", "properties": { "inputBodyLen": { "type": "integer", "example": 2000 }, "rebootCount": { "type": "integer", "example": 0 }, "restartCount": { "type": "integer", "example": 0 }, "resurrectCount": { "type": "integer", "example": 0 }, "computeUnits": { "type": "integer", "example": 0 } } }, "options": { "type": "object", "properties": { "build": { "type": "string", "example": "latest" }, "timeoutSecs": { "type": "integer", "example": 300 }, "memoryMbytes": { "type": "integer", "example": 1024 }, "diskMbytes": { "type": "integer", "example": 2048 } } }, "buildId": { "type": "string" }, "defaultKeyValueStoreId": { "type": "string" }, "defaultDatasetId": { "type": "string" }, "defaultRequestQueueId": { "type": "string" }, "buildNumber": { "type": "string", "example": "1.0.0" }, "containerUrl": { "type": "string" }, "usage": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "integer", "example": 1 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } }, "usageTotalUsd": { "type": "number", "example": 0.00005 }, "usageUsd": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "number", "example": 0.00005 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } } } } } } } } } ```