# Amazon BSR Product Scraper (`data_ops_main/amazon-bsr-product-scraper`) Actor

Scrapes Amazon Best Sellers, New Releases, Most Gifted, Most Wished For, and Movers & Shakers product lists across every department and subcategory.

- **URL**: https://apify.com/data\_ops\_main/amazon-bsr-product-scraper.md
- **Developed by:** [yourlocalhost](https://apify.com/data_ops_main) (community)
- **Categories:** E-commerce, Automation, Developer tools
- **Stats:** 1 total users, 0 monthly users, 50.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $0.05 / 1,000 amazon bsr actors

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

## Amazon BSR Product Scraper

Scrapes Amazon **Best Sellers**, **New Releases**, **Most Gifted**, **Most Wished For**, and **Movers & Shakers** product lists across every department and subcategory.

### What it does

This Actor navigates Amazon's curated ranking pages and extracts structured data for every listed product — name, price, image, BSR rank, department, subcategory, and direct product link. It handles pagination, automatically traverses subcategories, and pushes raw results to the Apify dataset.

#### Use cases

- **Trending product discovery** — identify the fastest movers and top sellers across Amazon departments
- **Competitor price monitoring** — track pricing changes on ranked products over time
- **E-commerce sourcing** — find new release and most-gifted opportunities by category
- **Analytics pipeline feed** — structured JSON output ready for databases, dashboards, or scoring engines

### Input

| Field | Type | Required | Default | Description |
|-------|------|----------|---------|-------------|
| `amazonDomain` | string | No | `https://www.amazon.co.uk` | Base Amazon domain URL to scrape from |
| `categories` | array | No | All 5 list types | Which BSR list types to scrape: `Best-Sellers`, `new-releases`, `most-gifted`, `most-wished-for`, `movers-and-shakers` |
| `maxSubcategoriesPerDepartment` | integer | No | `0` (unlimited) | Maximum subcategories to scrape per department |
| `maxProductsPerRun` | integer | No | `0` (unlimited) | Maximum total products to scrape across all categories |
| `proxyConfiguration` | object | No | No proxy | Proxy settings — **residential proxies recommended**, Amazon blocks scrapers aggressively |

#### Example input

```json
{
  "amazonDomain": "https://www.amazon.co.uk",
  "categories": ["Best-Sellers", "movers-and-shakers"],
  "maxSubcategoriesPerDepartment": 5,
  "maxProductsPerRun": 100
}
````

### Output

Each product is pushed as a separate record to the Apify dataset.

| Field | Type | Description |
|-------|------|-------------|
| `productName` | string | Full product title |
| `productPrice` | string | null | Displayed price (e.g. `"£29.99"`) |
| `productImage` | string | null | Product image URL |
| `productLink` | string | Direct URL to the product page |
| `productRank` | integer | null | BSR rank position |
| `listType` | string | Which list the product was found on (e.g. `"Best-Sellers"`) |
| `department` | string | Top-level Amazon department |
| `subcategory` | string | null | Subcategory within the department |
| `scrapedAt` | string | ISO 8601 date-time of extraction |

#### Example output

```json
{
  "productName": "Anker USB-C Fast Charger 67W",
  "productPrice": "£29.99",
  "productImage": "https://m.media-amazon.com/images/I/example.jpg",
  "productLink": "https://www.amazon.co.uk/dp/B0EXAMPLE",
  "productRank": 1,
  "listType": "Best-Sellers",
  "department": "Electronics",
  "subcategory": "Chargers",
  "scrapedAt": "2026-03-06T14:30:00.000Z"
}
```

### How to run

#### On Apify Platform

1. Go to the Actor's page on [Apify Console](https://console.apify.com)
2. Configure the input fields in the UI
3. Click **Start** and wait for the run to finish
4. Download results from the **Dataset** tab in JSON, CSV, or Excel format

#### Locally

```bash
apify run
```

### Deploy to Apify

```bash
apify login
apify push
```

### Built with

- [Apify SDK](https://docs.apify.com/sdk/js/) — actor framework and dataset management
- [Playwright](https://playwright.dev/) — browser automation for rendering Amazon pages

# Actor input Schema

## `amazonDomain` (type: `string`):

Base Amazon domain URL to scrape from

## `categories` (type: `array`):

Which BSR list types to scrape. Leave empty to scrape all.

## `maxSubcategoriesPerDepartment` (type: `integer`):

Maximum number of subcategories to scrape per department (0 = unlimited)

## `maxProductsPerRun` (type: `integer`):

Maximum total number of products to scrape across all categories (0 = unlimited)

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

Proxy settings. Amazon blocks scrapers aggressively — residential proxies recommended.

## Actor input object example

```json
{
  "amazonDomain": "https://www.amazon.co.uk",
  "categories": [
    "Best-Sellers"
  ],
  "maxSubcategoriesPerDepartment": 0,
  "maxProductsPerRun": 0,
  "proxyConfiguration": {
    "useApifyProxy": 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 = {
    "categories": [
        "Best-Sellers"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("data_ops_main/amazon-bsr-product-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 = { "categories": ["Best-Sellers"] }

# Run the Actor and wait for it to finish
run = client.actor("data_ops_main/amazon-bsr-product-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 '{
  "categories": [
    "Best-Sellers"
  ]
}' |
apify call data_ops_main/amazon-bsr-product-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=data_ops_main/amazon-bsr-product-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Amazon BSR Product Scraper",
        "description": "Scrapes Amazon Best Sellers, New Releases, Most Gifted, Most Wished For, and Movers & Shakers product lists across every department and subcategory.",
        "version": "1.0",
        "x-build-id": "Fh6hMLxZ6oPeYAkrQ"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/data_ops_main~amazon-bsr-product-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-data_ops_main-amazon-bsr-product-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/data_ops_main~amazon-bsr-product-scraper/runs": {
            "post": {
                "operationId": "runs-sync-data_ops_main-amazon-bsr-product-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/data_ops_main~amazon-bsr-product-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-data_ops_main-amazon-bsr-product-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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",
                "properties": {
                    "amazonDomain": {
                        "title": "Amazon Domain",
                        "type": "string",
                        "description": "Base Amazon domain URL to scrape from",
                        "default": "https://www.amazon.co.uk"
                    },
                    "categories": {
                        "title": "Categories to Scrape",
                        "type": "array",
                        "description": "Which BSR list types to scrape. Leave empty to scrape all.",
                        "default": [
                            "Best-Sellers",
                            "new-releases",
                            "most-gifted",
                            "most-wished-for",
                            "movers-and-shakers"
                        ],
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxSubcategoriesPerDepartment": {
                        "title": "Max Subcategories per Department",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Maximum number of subcategories to scrape per department (0 = unlimited)",
                        "default": 0
                    },
                    "maxProductsPerRun": {
                        "title": "Max Products per Run",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Maximum total number of products to scrape across all categories (0 = unlimited)",
                        "default": 0
                    },
                    "proxyConfiguration": {
                        "title": "Proxy Configuration",
                        "type": "object",
                        "description": "Proxy settings. Amazon blocks scrapers aggressively — residential proxies recommended.",
                        "default": {
                            "useApifyProxy": 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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
