# BestBuy Reviews Scraper (`moving_beacon-owner1/bestbuy-reviews-scraper`) Actor

Scrapes product reviews from BestBuy.com using SKU IDs. Extracts ratings, review text, titles, recommendations, author details, photos, and timestamps directly from BestBuy’s API. Supports multiple SKUs, configurable page limits, and US residential proxies for reliable scraping.

- **URL**: https://apify.com/moving\_beacon-owner1/bestbuy-reviews-scraper.md
- **Developed by:** [Jamshaid Arif](https://apify.com/moving_beacon-owner1) (community)
- **Categories:** E-commerce, Developer tools, Automation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $10.00 / 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/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

## BestBuy Reviews Scraper

Scrapes product reviews from BestBuy.com 



### Input

| Field | Type | Required | Default | Notes |
|---|---|---|---|---|
| `skuIds` | array of strings | yes | — | SKU is the number before `.p` in the product URL (e.g., `4900964` from `/site/.../4900964.p`) |
| `maxReviewPagesPerSku` | integer | no | `3` | Each page returns up to 20 reviews. Set `100` for max coverage. |
| `proxyConfiguration` | proxy object | no | Apify Proxy, residential US | BestBuy responds best to US IPs |
| `headless` | boolean | no | `false` | UC Mode is more stealthy with a virtual display; the container has Xvfb |

#### Example input

```json
{
  "skuIds": ["4900964", "6418599"],
  "maxReviewPagesPerSku": 5,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"],
    "apifyProxyCountry": "US"
  }
}
````

### Output

Each review is pushed to the default dataset as a separate item:

```json
{
  "id": "6f8c9d0b...",
  "topicType": "review",
  "rating": 5,
  "recommended": true,
  "title": "Best earbuds I've owned",
  "text": "Amazing sound quality and noise cancellation...",
  "submissionTime": "2024-09-12T...",
  "author": { ... },
  "photos": [ ... ],
  "_sku": "4900964"
}
```

The `_sku` field is added by the actor to tie each review back to its source product. The other fields are passed through from BestBuy's API verbatim.

A run summary is also written to the **key-value store** under the key `RUN_SUMMARY`:

```json
{
  "total_reviews": 80,
  "skus_requested": ["4900964", "6418599"],
  "skus_failed": [],
  "max_pages_per_sku": 5
}
```

### Where to find SKU IDs

The SKU is the digits before `.p` in any BestBuy product URL. Examples:

- `https://www.bestbuy.com/site/apple-airpods-pro.../4900964.p` → **4900964**
- `https://www.bestbuy.com/site/sony-wh-1000xm5.../6505729.p` → **6505729**

# Actor input Schema

## `skuIds` (type: `array`):

List of BestBuy product SKU IDs to scrape reviews for. The SKU is the number before '.p' in the product URL (e.g., from 'https://www.bestbuy.com/site/.../4900964.p' the SKU is 4900964).

## `maxReviewPagesPerSku` (type: `integer`):

Each page returns up to 20 reviews. Set higher for products with many reviews.

## `proxyConfiguration` (type: `object`):

No proxy by default. BestBuy's reviews API rarely blocks, so this usually works fine. If you start hitting blocks, switch to Apify Proxy (residential US works best).

## `headless` (type: `boolean`):

Run Chrome in headless mode. Disable for better UC Mode stealth (uses Xvfb in container).

## Actor input object example

```json
{
  "skuIds": [
    "4900964",
    "6418599"
  ],
  "maxReviewPagesPerSku": 3,
  "proxyConfiguration": {
    "useApifyProxy": false
  },
  "headless": false
}
```

# 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 = {
    "skuIds": [
        "4900964",
        "6418599"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("moving_beacon-owner1/bestbuy-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 '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = { "skuIds": [
        "4900964",
        "6418599",
    ] }

# Run the Actor and wait for it to finish
run = client.actor("moving_beacon-owner1/bestbuy-reviews-scraper").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 '{
  "skuIds": [
    "4900964",
    "6418599"
  ]
}' |
apify call moving_beacon-owner1/bestbuy-reviews-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=moving_beacon-owner1/bestbuy-reviews-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "BestBuy Reviews Scraper",
        "description": "Scrapes product reviews from BestBuy.com using SKU IDs. Extracts ratings, review text, titles, recommendations, author details, photos, and timestamps directly from BestBuy’s API. Supports multiple SKUs, configurable page limits, and US residential proxies for reliable scraping.",
        "version": "0.0",
        "x-build-id": "xRKDWBxzoaroYLmD3"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/moving_beacon-owner1~bestbuy-reviews-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-moving_beacon-owner1-bestbuy-reviews-scraper",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/moving_beacon-owner1~bestbuy-reviews-scraper/runs": {
            "post": {
                "operationId": "runs-sync-moving_beacon-owner1-bestbuy-reviews-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/moving_beacon-owner1~bestbuy-reviews-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-moving_beacon-owner1-bestbuy-reviews-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "skuIds"
                ],
                "properties": {
                    "skuIds": {
                        "title": "BestBuy SKU IDs",
                        "minItems": 1,
                        "type": "array",
                        "description": "List of BestBuy product SKU IDs to scrape reviews for. The SKU is the number before '.p' in the product URL (e.g., from 'https://www.bestbuy.com/site/.../4900964.p' the SKU is 4900964).",
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxReviewPagesPerSku": {
                        "title": "Max review pages per SKU",
                        "minimum": 1,
                        "maximum": 100,
                        "type": "integer",
                        "description": "Each page returns up to 20 reviews. Set higher for products with many reviews.",
                        "default": 3
                    },
                    "proxyConfiguration": {
                        "title": "Proxy configuration",
                        "type": "object",
                        "description": "No proxy by default. BestBuy's reviews API rarely blocks, so this usually works fine. If you start hitting blocks, switch to Apify Proxy (residential US works best).",
                        "default": {
                            "useApifyProxy": false
                        }
                    },
                    "headless": {
                        "title": "Run headless",
                        "type": "boolean",
                        "description": "Run Chrome in headless mode. Disable for better UC Mode stealth (uses Xvfb in container).",
                        "default": false
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
