# Amazon Product & Review Scraper (`qianyii/amazon-product-scraper`) Actor

Scrape Amazon products, reviews, and search results across multiple countries. Supports stealth mode with anti-detection and Apify Proxy integration.

- **URL**: https://apify.com/qianyii/amazon-product-scraper.md
- **Developed by:** [yy qq](https://apify.com/qianyii) (community)
- **Categories:** E-commerce, Other
- **Stats:** 2 total users, 1 monthly users, 25.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $10.00 / 1,000 results

This Actor is paid per event and usage. You are charged both the fixed price for specific events and for Apify platform usage.

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 Product & Review Scraper

Scrape Amazon **product details**, **customer reviews**, and **search results** across **9 country marketplaces** — with built-in stealth mode, anti-detection, and Apify Proxy integration.

---

### Features

- **Product Details** — title, brand, price, rating, availability, bullet points, images, categories
- **Customer Reviews** — full review text, rating, date, verified-purchase flag, sort & filter options
- **Search Results** — keyword search with price/rating/Prime filters, up to 20 pages
- **Multi-Country Price Comparison** — compare the same ASIN across US, UK, DE, JP, FR, CA, IT, ES, AU
- **Anti-Detection** — randomised fingerprints, human-like behaviour simulation, CAPTCHA detection
- **Apify Proxy Support** — residential proxies recommended for reliable scraping

---

### Supported Marketplaces

| Code | Site |
|------|------|
| `us` | amazon.com |
| `uk` | amazon.co.uk |
| `de` | amazon.de |
| `jp` | amazon.co.jp |
| `fr` | amazon.fr |
| `ca` | amazon.ca |
| `it` | amazon.it |
| `es` | amazon.es |
| `au` | amazon.com.au |

---

### Input Configuration

| Field | Type | Description |
|-------|------|-------------|
| `action` | `string` | **Required.** One of: `product`, `reviews`, `full`, `search`, `multi_country` |
| `asins` | `string[]` | ASIN(s) to scrape (for `product`, `reviews`, `full`, `multi_country`) |
| `keyword` | `string` | Search keyword (for `search` action) |
| `country` | `string` | Amazon marketplace code, default `us` |
| `countries` | `string` | Comma-separated country codes for `multi_country`, e.g. `us,uk,de` |
| `maxReviews` | `integer` | Max reviews per product (default `100`) |
| `sortReviews` | `string` | `recent` or `helpful` |
| `filterReviews` | `string` | `all`, `positive`, `critical`, `5_star` … `1_star`, `verified` |
| `maxPages` | `integer` | Max search result pages (default `3`) |
| `sortSearch` | `string` | `relevance`, `price_low`, `price_high`, `avg_review`, `newest`, `best_sellers` |
| `minPrice` | `number` | Minimum price filter (search) |
| `maxPrice` | `number` | Maximum price filter (search) |
| `primeOnly` | `boolean` | Only Prime-eligible products (search) |
| `minRating` | `integer` | Minimum average star rating 1–4 (search) |
| `excludeSponsored` | `boolean` | Skip sponsored results (search) |
| `fetchDetails` | `boolean` | Fetch full product details after searching |
| `detailCount` | `integer` | How many search results to fetch details for (default `20`) |
| `proxyConfiguration` | `object` | Apify Proxy config — residential proxies recommended |

---

### Example Inputs

#### Scrape product + reviews for 2 ASINs (US)

```json
{
  "action": "full",
  "asins": ["B0BSHF7WHW", "B09V3KXJPB"],
  "country": "us",
  "maxReviews": 200
}
````

#### Search keyword with filters

```json
{
  "action": "search",
  "keyword": "wireless earbuds",
  "country": "us",
  "maxPages": 5,
  "primeOnly": true,
  "minRating": 4,
  "fetchDetails": true,
  "detailCount": 30
}
```

#### Multi-country price comparison

```json
{
  "action": "multi_country",
  "asins": ["B0BSHF7WHW"],
  "countries": "us,uk,de,jp,ca"
}
```

***

### Output

Results are saved to the **Apify Dataset** and can be exported as **JSON**, **CSV**, or **Excel** from the Apify console.

#### Product record fields

`asin`, `title`, `brand`, `price`, `original_price`, `currency`, `rating`, `rating_count`, `availability`, `bullet_points`, `categories`, `images`, `url`, `country`, `scrape_time`

#### Review record fields

`asin`, `review_id`, `title`, `body`, `rating`, `date`, `verified_purchase`, `helpful_votes`, `reviewer_name`

***

### Proxy Recommendation

Amazon actively blocks datacenter IPs. For best results:

1. In the **Proxy Configuration** input, enable **Apify Proxy**
2. Select the **RESIDENTIAL** proxy group
3. Set country to match your target Amazon marketplace

***

### Publishing to Apify Store — Step by Step

#### Step 1: Install Apify CLI

```bash
npm install -g apify-cli
```

Verify installation:

```bash
apify --version
```

***

#### Step 2: Create an Apify Account

Go to <https://apify.com> and register a free account.

***

#### Step 3: Log in via CLI

```bash
apify login
```

You will be prompted to enter your **API token**. Find it at:
**Apify Console → Settings → Integrations → API token**

***

#### Step 4: Test Locally Before Publishing

```bash
## Enter the project folder
cd "d:\python313\pythonProject\接单\亚马逊商品爬取"

## Install Python dependencies
pip install -r requirements.txt
playwright install chromium

## Run the Actor locally (reads from storage/key_value_stores/default/INPUT.json)
apify run
```

Create a test input file at `storage/key_value_stores/default/INPUT.json`:

```json
{
  "action": "full",
  "asins": ["B0BSHF7WHW"],
  "country": "us",
  "maxReviews": 10
}
```

After running, check results in `storage/datasets/default/`.

***

#### Step 5: Push (Upload) to Apify

```bash
apify push
```

This command:

1. Reads `.actor/actor.json` for the Actor name and config
2. Builds a Docker image using your `Dockerfile`
3. Uploads everything to your Apify account

The first push may take 2–5 minutes.

***

#### Step 6: Test in Apify Console

1. Go to <https://console.apify.com/actors>
2. Find your Actor `amazon-product-scraper`
3. Click **Start** → fill in the input form → **Save & Run**
4. Watch the live log and check **Dataset** tab for results

***

#### Step 7: Set Pricing

1. Open your Actor → **Publication** tab
2. Toggle **Publish to Apify Store**
3. Set a **pricing model**:

| Model | Description | Recommended for |
|-------|-------------|-----------------|
| **Free** | No charge, anyone can use | Build reputation first |
| **Pay per result** | Charge per item scraped (e.g. $0.50 per 1000 results) | Volume scrapers |
| **Rental** | Monthly subscription fee | Recurring users |

> Tip: Start with **Free** or low pay-per-result to collect reviews, then raise the price after you get 5-star ratings.

***

#### Step 8: Write a Good Store Listing

Fill in these fields in the **Publication** tab:

- **Title**: `Amazon Product & Review Scraper`
- **Description**: Copy from this README or write SEO-friendly text with keywords like *amazon scraper*, *product data*, *review extractor*
- **Categories**: E-commerce
- **Tags**: `amazon`, `scraper`, `reviews`, `products`, `ecommerce`
- **Screenshot**: Run the Actor once and screenshot the Dataset output

***

#### Step 9: Maintain & Update

After publishing, keep the Actor working:

```bash
## After making code changes, push an update
apify push

## To run a specific version in the console, select it under "Build" tab
```

Monitor **Actor runs** in the console for errors. Amazon changes their HTML frequently — plan to update the parser every 2–4 months.

***

### Local Development (Without Apify)

```bash
## Install dependencies
pip install -r requirements.txt
playwright install chromium

## Run with the original CLI (no Apify SDK needed)
python main.py full --asin B0BSHF7WHW --country us --max-reviews 100
python main.py search --keyword "wireless earbuds" --max-pages 3
python main.py multi --asin B0BSHF7WHW --countries us,uk,de,jp
```

# Actor input Schema

## `action` (type: `string`):

What to scrape: product details, reviews, full (details+reviews), or search.

## `asins` (type: `array`):

Amazon product ASIN(s) to scrape. Used for product, reviews, full, and multi\_country actions.

## `keyword` (type: `string`):

Keyword to search on Amazon. Used only for the 'search' action.

## `country` (type: `string`):

Which Amazon country site to scrape.

## `countries` (type: `string`):

Comma-separated country codes for multi-country price comparison. E.g. us,uk,de,jp

## `maxReviews` (type: `integer`):

Maximum number of reviews to scrape per ASIN.

## `sortReviews` (type: `string`):

How to sort reviews.

## `filterReviews` (type: `string`):

Filter reviews by star rating or type.

## `maxPages` (type: `integer`):

Maximum number of search result pages to scrape.

## `sortSearch` (type: `string`):

How to sort search results.

## `minPrice` (type: `number`):

Minimum price filter for search results (leave empty for no filter).

## `maxPrice` (type: `number`):

Maximum price filter for search results (leave empty for no filter).

## `primeOnly` (type: `boolean`):

Only include Amazon Prime eligible products in search results.

## `minRating` (type: `integer`):

Minimum average star rating filter for search results. Enter 1, 2, 3, or 4.

## `excludeSponsored` (type: `boolean`):

Skip sponsored/ad products in search results.

## `fetchDetails` (type: `boolean`):

After searching, also scrape full details for each product found.

## `detailCount` (type: `integer`):

How many products from search results to fetch full details for.

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

Apify Proxy settings. Residential proxies are strongly recommended for Amazon.

## Actor input object example

```json
{
  "action": "full",
  "asins": [
    "B0BSHF7WHW",
    "B09V3KXJPB"
  ],
  "keyword": "wireless earbuds",
  "country": "us",
  "countries": "us,uk,de",
  "maxReviews": 100,
  "sortReviews": "recent",
  "filterReviews": "all",
  "maxPages": 3,
  "sortSearch": "relevance",
  "primeOnly": false,
  "excludeSponsored": false,
  "fetchDetails": false,
  "detailCount": 20,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ]
  }
}
```

# 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 = {
    "proxyConfiguration": {
        "useApifyProxy": true,
        "apifyProxyGroups": [
            "RESIDENTIAL"
        ]
    }
};

// Run the Actor and wait for it to finish
const run = await client.actor("qianyii/amazon-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 = { "proxyConfiguration": {
        "useApifyProxy": True,
        "apifyProxyGroups": ["RESIDENTIAL"],
    } }

# Run the Actor and wait for it to finish
run = client.actor("qianyii/amazon-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 '{
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ]
  }
}' |
apify call qianyii/amazon-product-scraper --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Amazon Product & Review Scraper",
        "description": "Scrape Amazon products, reviews, and search results across multiple countries. Supports stealth mode with anti-detection and Apify Proxy integration.",
        "version": "1.0",
        "x-build-id": "KBu1gfh1Sc1Jh0sLO"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/qianyii~amazon-product-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-qianyii-amazon-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/qianyii~amazon-product-scraper/runs": {
            "post": {
                "operationId": "runs-sync-qianyii-amazon-product-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/qianyii~amazon-product-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-qianyii-amazon-product-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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",
                "required": [
                    "action"
                ],
                "properties": {
                    "action": {
                        "title": "Action",
                        "enum": [
                            "product",
                            "reviews",
                            "full",
                            "search",
                            "multi_country"
                        ],
                        "type": "string",
                        "description": "What to scrape: product details, reviews, full (details+reviews), or search.",
                        "default": "full"
                    },
                    "asins": {
                        "title": "ASINs",
                        "type": "array",
                        "description": "Amazon product ASIN(s) to scrape. Used for product, reviews, full, and multi_country actions.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "keyword": {
                        "title": "Search Keyword",
                        "type": "string",
                        "description": "Keyword to search on Amazon. Used only for the 'search' action."
                    },
                    "country": {
                        "title": "Amazon Marketplace",
                        "enum": [
                            "us",
                            "uk",
                            "de",
                            "jp",
                            "fr",
                            "ca",
                            "it",
                            "es",
                            "au"
                        ],
                        "type": "string",
                        "description": "Which Amazon country site to scrape.",
                        "default": "us"
                    },
                    "countries": {
                        "title": "Countries (Multi-Country Mode)",
                        "type": "string",
                        "description": "Comma-separated country codes for multi-country price comparison. E.g. us,uk,de,jp",
                        "default": "us,uk,de"
                    },
                    "maxReviews": {
                        "title": "Max Reviews per Product",
                        "minimum": 1,
                        "maximum": 1000,
                        "type": "integer",
                        "description": "Maximum number of reviews to scrape per ASIN.",
                        "default": 100
                    },
                    "sortReviews": {
                        "title": "Review Sort Order",
                        "enum": [
                            "recent",
                            "helpful"
                        ],
                        "type": "string",
                        "description": "How to sort reviews.",
                        "default": "recent"
                    },
                    "filterReviews": {
                        "title": "Review Filter",
                        "enum": [
                            "all",
                            "positive",
                            "critical",
                            "5_star",
                            "4_star",
                            "3_star",
                            "2_star",
                            "1_star",
                            "verified"
                        ],
                        "type": "string",
                        "description": "Filter reviews by star rating or type.",
                        "default": "all"
                    },
                    "maxPages": {
                        "title": "Max Search Pages",
                        "minimum": 1,
                        "maximum": 20,
                        "type": "integer",
                        "description": "Maximum number of search result pages to scrape.",
                        "default": 3
                    },
                    "sortSearch": {
                        "title": "Search Sort Order",
                        "enum": [
                            "relevance",
                            "price_low",
                            "price_high",
                            "avg_review",
                            "newest",
                            "best_sellers"
                        ],
                        "type": "string",
                        "description": "How to sort search results.",
                        "default": "relevance"
                    },
                    "minPrice": {
                        "title": "Min Price Filter",
                        "type": "number",
                        "description": "Minimum price filter for search results (leave empty for no filter)."
                    },
                    "maxPrice": {
                        "title": "Max Price Filter",
                        "type": "number",
                        "description": "Maximum price filter for search results (leave empty for no filter)."
                    },
                    "primeOnly": {
                        "title": "Prime Only",
                        "type": "boolean",
                        "description": "Only include Amazon Prime eligible products in search results.",
                        "default": false
                    },
                    "minRating": {
                        "title": "Min Star Rating (1-4)",
                        "minimum": 1,
                        "maximum": 4,
                        "type": "integer",
                        "description": "Minimum average star rating filter for search results. Enter 1, 2, 3, or 4."
                    },
                    "excludeSponsored": {
                        "title": "Exclude Sponsored Products",
                        "type": "boolean",
                        "description": "Skip sponsored/ad products in search results.",
                        "default": false
                    },
                    "fetchDetails": {
                        "title": "Fetch Product Details After Search",
                        "type": "boolean",
                        "description": "After searching, also scrape full details for each product found.",
                        "default": false
                    },
                    "detailCount": {
                        "title": "Number of Products to Fetch Details For",
                        "minimum": 1,
                        "maximum": 100,
                        "type": "integer",
                        "description": "How many products from search results to fetch full details for.",
                        "default": 20
                    },
                    "proxyConfiguration": {
                        "title": "Proxy Configuration",
                        "type": "object",
                        "description": "Apify Proxy settings. Residential proxies are strongly recommended for Amazon."
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
