# Kelley Blue Book Vehicles Scraper - Cheap 📊🚗 (`scrapestorm/kelley-blue-book-vehicles-scraper-cheap`) Actor

🔎 Easily collect vehicles by providing one or multiple Kelley Blue Book brand or URLs 🚗

Extract valuable vehicle insights such as 🚗 Vehicle Model 🏷️ Body Style 💰 Starting Price 💬 Consumer Rating 🖼 Image 🔗 Listing URL & more

Perfect for automotive price monitoring & vehicle research 📊🚘📈

- **URL**: https://apify.com/scrapestorm/kelley-blue-book-vehicles-scraper-cheap.md
- **Developed by:** [Storm\_Scraper](https://apify.com/scrapestorm) (community)
- **Categories:** E-commerce, Automation, Lead generation
- **Stats:** 1 total users, 0 monthly users, 100.0% runs succeeded, 1 bookmarks
- **User rating**: No ratings yet

## Pricing

$19.89/month + usage

To use this Actor, you pay a monthly rental fee to the developer. The rent is subtracted from your prepaid usage every month after the free trial period.You also pay for the Apify platform usage, which gets cheaper the higher Apify subscription plan you have.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#rental-actors

## 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 Vehicles Scraper 📊

The Kelley Blue Book Vehicles Scraper is a powerful automation tool designed to extract structured vehicle listings and specifications from the Kelley Blue Book automotive marketplace.

👉 KBB car brand pages
👉 KBB car finder result pages
👉 Vehicle pricing, ratings, and specifications

This scraper helps automotive analysts, dealerships, data scientists, price monitoring platforms, and market researchers collect structured vehicle data quickly and efficiently.

---

### 🔍 What It Does

Simply provide one or more KBB listing URLs, and the scraper will:

✅ Extract vehicle listings from brand or car-finder pages

✅ Automatically handle pagination

✅ Respect the maximum vehicles per URL limit

✅ Extract vehicle pricing, ratings, and specifications

✅ Provide clean datasets ready for analysis


---

### 📊 Data Extracted

🚗 Vehicle Listing Information


| Field             | Description                         |
| ----------------- | ----------------------------------- |
| 🚗 title          | Vehicle model name                  |
| 🚙 bodyStyle      | Vehicle body style                  |
| 💰 startingPrice  | Starting MSRP price                 |
| ⛽ combinedMpg     | Combined MPG fuel economy           |
| ⭐ expertRating    | Expert rating from Kelley Blue Book |
| 💬 consumerRating | Consumer rating                     |
| 🏆 rankBadge      | Ranking or award badge              |
| 📝 summary        | Short vehicle description           |
| 🖼 imageUrl       | Vehicle image                       |
| 🔗 listingUrl     | Vehicle page URL                    |



---

### 🛠 How to Use

1️⃣ Deploy the Actor on Apify

Run the actor directly from the Apify platform.

2️⃣ Provide KBB Listing URLs

Accepted format:

• Vehicle brand pages
• Car Finder result pages

Examples:

https://www.kbb.com/toyota/
https://www.kbb.com/car-finder/?manufacturers=audi
https://www.kbb.com/honda/

⚠️ Each URL must contain:

kbb.com

Provide the first page only — pagination is handled automatically.

3️⃣ Set Maximum Vehicles per URL

Define how many vehicle listings should be collected per URL.

Example:

50
4️⃣ Run the Scraper

Launch the actor and let it automatically collect vehicle data from KBB listings.

5️⃣ Export Your Data

Download results in multiple formats:

✅ JSON

✅ CSV

✅ Excel

✅ XML

✅ HTML

---


### 💸 Pricing

This scraper runs on a **monthly subscription model**.

You only pay for **successful runs**.

💳 **Price:** $19.89 / month

---


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---

You can even apply sentiment analysis on the data text we've extracted! 😃📊: 

- [Sentiment Analysis Text Classification 📈](https://apify.com/scrapestorm/sentiment-analysis-text-classification)  


### ⚙️ Input Configuration

#### 📥 Input Example

````

{
"urls": \[
"https://www.kbb.com/toyota/",
"https://www.kbb.com/car-finder/?manufacturers=audi"
],
"maxitems": 50
}

```


#### Input Fields

| Field        | Type    | Description                                                               |
| ------------ | ------- | ------------------------------------------------------------------------- |
| **urls**     | array   | List of Kelley Blue Book brand listing pages or car-finder URLs to scrape |
| **maxitems** | integer | Maximum number of vehicle listings to collect per URL                     |

---


### 📤 Output Example

```

{
"rankBadge": "#1 Best Hybrid Cars",
"bodyStyle": "Hatchback",
"title": "2026 Toyota Prius",
"listingUrl": "https://www.kbb.com/toyota/prius/2026/",
"startingPrice": "$29,745",
"combinedMpg": "57 MPG",
"expertRating": "4.8",
"consumerRating": "4.1",
"summary": "The infinitely practical Toyota Prius remains the reigning champion of hybrid efficiency while also serving up head-turning style and driving verve.",
"imageUrl": "https://file.kbb.com/kbb/images/react/img/Star/Star.svg"
},
{
"rankBadge": "#1 Best Mid-Size Cars",
"bodyStyle": "Sedan",
"title": "2026 Toyota Camry",
"listingUrl": "https://www.kbb.com/toyota/camry/2026/",
"startingPrice": "$30,295",
"combinedMpg": "51 MPG",
"expertRating": "4.8",
"consumerRating": "4.0",
"summary": "The Toyota Camry is a practical, safe, and efficient midsize sedan with a standard hybrid powertrain and available all-wheel drive.",
"imageUrl": "https://file.kbb.com/kbb/images/react/img/Star/Star.svg"
}

````

---

### 📊 Preconfigured Dataset Views 

🔎 Overview View

Quick overview of extracted vehicle listings.

Fields included:

• Vehicle Title
• Body Style
• Starting Price
• Combined MPG
• Expert Rating
• Consumer Rating
• Rank / Award
• Summary
• Image URL
• Listing URL

---


### 🌍 Why Use This Scraper? 

🚗 Automotive Price Monitoring

Track vehicle pricing and MSRP across brands listed on Kelley Blue Book.

📊 Automotive Market Analysis

Analyze:

• car pricing trends
• vehicle rankings
• consumer ratings
• fuel economy comparisons

🧠 Automotive Data Collection

Build structured datasets for:

• car comparison platforms
• dealership analytics tools
• automotive market research
• vehicle pricing intelligence systems

📈 Competitive Intelligence

Understand vehicle positioning, pricing strategies, and consumer perception in the automotive market.

---

### Disclaimer

This scraper is an independent automation tool and is not affiliated with, endorsed by, or sponsored by Kelley Blue Book.

---

### 📫 Support & Contact

😊 Leave a **5-star rating ⭐⭐⭐⭐⭐** if you’re satisfied

🌪️ **Storm Scraper**
[https://apify.com/scrapestorm](https://apify.com/scrapestorm)

For questions, feature requests, or custom scraping solutions, contact us directly via **Apify** or email.

# Actor input Schema

## `urls` (type: `array`):

List of KBB make listing or car-finder URLs to scrape. Pagination is handled automatically.

Examples:
• https://www.kbb.com/toyota/
• https://www.kbb.com/car-finder/?manufacturers=audi
• https://www.kbb.com/honda/

⚠️ URLs must be from kbb.com. Always provide the first page — the scraper handles pagination automatically.
## `maxitems` (type: `integer`):

Maximum number of vehicle listings to collect per URL. The scraper paginates automatically until this number is reached or 2 consecutive pages return no new results.

## Actor input object example

```json
{
  "urls": [
    "https://www.kbb.com/toyota/",
    "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 '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "urls": [
        "https://www.kbb.com/toyota/",
        "https://www.kbb.com/car-finder/?manufacturers=audi"
    ],
    "maxitems": 50
};

// Run the Actor and wait for it to finish
const run = await client.actor("scrapestorm/kelley-blue-book-vehicles-scraper-cheap").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 '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "urls": [
        "https://www.kbb.com/toyota/",
        "https://www.kbb.com/car-finder/?manufacturers=audi",
    ],
    "maxitems": 50,
}

# Run the Actor and wait for it to finish
run = client.actor("scrapestorm/kelley-blue-book-vehicles-scraper-cheap").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "urls": [
    "https://www.kbb.com/toyota/",
    "https://www.kbb.com/car-finder/?manufacturers=audi"
  ],
  "maxitems": 50
}' |
apify call scrapestorm/kelley-blue-book-vehicles-scraper-cheap --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=scrapestorm/kelley-blue-book-vehicles-scraper-cheap",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Kelley Blue Book Vehicles Scraper - Cheap 📊🚗",
        "description": "🔎 Easily collect vehicles by providing one or multiple Kelley Blue Book brand or URLs 🚗\n\nExtract valuable vehicle insights such as 🚗 Vehicle Model 🏷️ Body Style 💰 Starting Price 💬 Consumer Rating 🖼 Image 🔗 Listing URL & more\n\nPerfect for automotive price monitoring & vehicle research 📊🚘📈",
        "version": "0.0",
        "x-build-id": "iprV5Az2lyDaRCbxu"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/scrapestorm~kelley-blue-book-vehicles-scraper-cheap/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-scrapestorm-kelley-blue-book-vehicles-scraper-cheap",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/scrapestorm~kelley-blue-book-vehicles-scraper-cheap/runs": {
            "post": {
                "operationId": "runs-sync-scrapestorm-kelley-blue-book-vehicles-scraper-cheap",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/scrapestorm~kelley-blue-book-vehicles-scraper-cheap/run-sync": {
            "post": {
                "operationId": "run-sync-scrapestorm-kelley-blue-book-vehicles-scraper-cheap",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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 🚗",
                        "type": "array",
                        "description": "List of KBB make listing or car-finder URLs to scrape. Pagination is handled automatically.\n\nExamples:\n• https://www.kbb.com/toyota/\n• https://www.kbb.com/car-finder/?manufacturers=audi\n• https://www.kbb.com/honda/\n\n⚠️ URLs must be from kbb.com. Always provide the first page — the scraper handles pagination automatically.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxitems": {
                        "title": "Maximum Vehicles per URL 📄",
                        "type": "integer",
                        "description": "Maximum number of vehicle listings to collect per URL. The scraper paginates automatically until this number is reached or 2 consecutive pages return no new results.",
                        "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```