# Shopify App Store Reviews Scraper (`automation-lab/shopify-app-store-reviews-scraper`) Actor

🛍️ Extract public Shopify App Store reviews, ratings, merchant countries, usage duration, and developer replies for competitor monitoring.

- **URL**: https://apify.com/automation-lab/shopify-app-store-reviews-scraper.md
- **Developed by:** [Stas Persiianenko](https://apify.com/automation-lab) (community)
- **Categories:** E-commerce
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

Pay per event

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

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

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## Shopify App Store Reviews Scraper

Extract public Shopify App Store reviews from app review pages.

Use this actor to monitor competitor ratings, merchant complaints, review dates, countries, usage duration, and developer replies from `apps.shopify.com`.

### What does Shopify App Store Reviews Scraper do?

Shopify App Store Reviews Scraper collects structured review records from public Shopify App Store app review pages.

It turns pages like `https://apps.shopify.com/klaviyo-email-marketing/reviews` into a dataset you can export to CSV, JSON, Excel, Google Sheets, dashboards, or your own database.

Typical records include the app name, app slug, review ID, rating, review text, merchant name, country, usage duration, review date, developer reply, reply date, and source URLs.

### Who is it for?

This actor is useful for:

- 🧩 Shopify app founders tracking competitor reviews.
- 📈 SaaS product teams monitoring merchant pain points.
- 🧪 Growth teams researching app positioning and churn signals.
- 🛠️ Agencies auditing Shopify app categories for clients.
- 💬 Support leaders benchmarking public developer replies.
- 🧾 Analysts building review intelligence datasets.

### Why scrape Shopify App Store reviews?

Shopify merchants often describe real product problems in App Store reviews.

Those reviews can reveal:

- Pricing complaints.
- Missing features.
- Migration pain.
- App reliability issues.
- Support quality.
- Country-specific sentiment.
- How long merchants used an app before reviewing.
- How competitors respond publicly.

### Data you can extract

| Field | Description |
| --- | --- |
| `appSlug` | Shopify App Store app handle. |
| `appName` | App name from the page metadata. |
| `appUrl` | App listing URL. |
| `reviewsUrl` | Starting reviews URL. |
| `pageUrl` | Paginated page where the review was found. |
| `pageNumber` | Review page number. |
| `reviewId` | Shopify review identifier. |
| `reviewUrl` | Direct URL for the review. |
| `rating` | Star rating from 1 to 5. |
| `reviewDate` | Date displayed on Shopify. |
| `reviewText` | Full review text. |
| `merchantName` | Merchant/store name when shown. |
| `country` | Merchant country or region. |
| `usageDuration` | How long the merchant used the app. |
| `developerReply` | Developer reply text when present. |
| `developerReplyDate` | Developer reply date when present. |
| `scrapedAt` | Extraction timestamp. |

### How much does it cost to scrape Shopify App Store reviews?

The actor uses pay-per-event pricing.

You pay a small $0.005 start fee per run and a per-review event for each saved review.

| Plan tier | Price per review |
| --- | ---: |
| Free | $0.000027637 |
| Bronze | $0.000024033 |
| Silver | $0.000018745 |
| Gold | $0.000014420 |
| Platinum | $0.000010000 |
| Diamond | $0.000010000 |

The default input is intentionally small so first runs stay cheap.

For larger monitoring jobs, set `maxReviews` and `maxPagesPerApp` to match the number of reviews you need.

### How to use it

1. Open the actor on Apify.
2. Add Shopify App Store app slugs, such as `klaviyo-email-marketing`.
3. Or paste direct review URLs ending in `/reviews`.
4. Set `maxReviews`.
5. Optionally set a star rating filter.
6. Run the actor.
7. Export the dataset.

### Input options

#### App slugs

Use app handles from Shopify App Store URLs.

Example:

```json
{
  "appSlugs": ["klaviyo-email-marketing", "judge-me"],
  "maxReviews": 100,
  "maxPagesPerApp": 10,
  "includeDeveloperReplies": true
}
````

#### Review page URLs

Use full review URLs when you already have them.

```json
{
  "reviewUrls": [{ "url": "https://apps.shopify.com/klaviyo-email-marketing/reviews" }],
  "maxReviews": 50
}
```

#### Rating filter

Collect only one star level.

```json
{
  "appSlugs": ["klaviyo-email-marketing"],
  "rating": 1,
  "maxReviews": 100
}
```

### Output example

```json
{
  "appSlug": "klaviyo-email-marketing",
  "appName": "Klaviyo: Email Marketing & SMS",
  "appUrl": "https://apps.shopify.com/klaviyo-email-marketing",
  "reviewsUrl": "https://apps.shopify.com/klaviyo-email-marketing/reviews",
  "pageUrl": "https://apps.shopify.com/klaviyo-email-marketing/reviews?page=1",
  "pageNumber": 1,
  "reviewId": "2204756",
  "reviewUrl": "https://apps.shopify.com/klaviyo-email-marketing/reviews/2204756",
  "rating": 1,
  "reviewDate": "May 15, 2026",
  "reviewText": "Extremely unhappy...",
  "merchantName": "North Ones",
  "country": "Sweden",
  "usageDuration": "Almost 6 years using the app",
  "developerReply": "We hear you and appreciate you sharing this openly...",
  "developerReplyDate": "June 4, 2026",
  "scrapedAt": "2026-07-07T00:00:00.000Z"
}
```

### Review monitoring workflows

Use the actor for recurring workflows such as:

- Weekly competitor review tracking.
- New negative review alerts.
- Country-level merchant complaint analysis.
- Product roadmap research.
- Developer reply quality benchmarking.
- Pricing complaint monitoring.

### Competitor intelligence workflow

Run several competitor app slugs with a shared `maxReviews` limit.

Export the result to a spreadsheet.

Group by rating, country, app name, or keyword.

Look for repeated phrases in low-star reviews.

### Reputation monitoring workflow

Schedule the actor daily or weekly.

Store new review IDs in your own database.

Compare fresh runs against previously seen review IDs.

Send alerts when a new 1-star or 2-star review appears.

### Tips for better results

- Use direct Shopify App Store app slugs.
- Keep `maxPagesPerApp` realistic for routine monitoring.
- Use the rating filter for negative-review monitoring.
- Include developer replies when benchmarking support behavior.
- Export to CSV for quick review triage.

### Pagination behavior

The actor follows Shopify's public `Next` pagination links.

It stops when it reaches:

- `maxReviews`.
- `maxPagesPerApp`.
- The last available review page.
- A duplicate page URL.

### API usage with Node.js

```javascript
import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: process.env.APIFY_TOKEN });
const run = await client.actor('automation-lab/shopify-app-store-reviews-scraper').call({
  appSlugs: ['klaviyo-email-marketing'],
  maxReviews: 100,
  maxPagesPerApp: 10,
});

const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items);
```

### API usage with Python

```python
from apify_client import ApifyClient
import os

client = ApifyClient(os.environ['APIFY_TOKEN'])
run = client.actor('automation-lab/shopify-app-store-reviews-scraper').call(run_input={
    'appSlugs': ['klaviyo-email-marketing'],
    'maxReviews': 100,
    'maxPagesPerApp': 10,
})
items = client.dataset(run['defaultDatasetId']).list_items().items
print(items)
```

### API usage with cURL

```bash
curl -X POST "https://api.apify.com/v2/acts/automation-lab~shopify-app-store-reviews-scraper/runs?token=$APIFY_TOKEN" \
  -H 'Content-Type: application/json' \
  -d '{"appSlugs":["klaviyo-email-marketing"],"maxReviews":100,"maxPagesPerApp":10}'
```

### MCP integration

Use this actor through Apify MCP with Claude Desktop or Claude Code.

MCP tool URL:

`https://mcp.apify.com/?tools=automation-lab/shopify-app-store-reviews-scraper`

Claude Code setup:

```bash
claude mcp add apify-shopify-reviews "https://mcp.apify.com/?tools=automation-lab/shopify-app-store-reviews-scraper"
```

Claude Desktop JSON configuration:

```json
{
  "mcpServers": {
    "apify-shopify-reviews": {
      "url": "https://mcp.apify.com/?tools=automation-lab/shopify-app-store-reviews-scraper"
    }
  }
}
```

Example prompts:

- "Scrape the latest Shopify App Store reviews for Klaviyo and summarize the biggest complaints."
- "Find 1-star reviews for these Shopify app slugs and group them by country."
- "Monitor new developer replies on Shopify App Store reviews for my competitors."

### Integrations

You can connect the dataset to:

- Google Sheets for review triage.
- Slack alerts for negative reviews.
- BigQuery or Snowflake for analysis.
- Airtable for product feedback queues.
- Zapier or Make for automated workflows.
- BI dashboards for review trends.

### Scheduling

For monitoring, schedule runs daily, weekly, or monthly.

Use a small `maxReviews` value for frequent checks.

Use a larger value for historical analysis.

### FAQ

#### Is this a Shopify App Store reviews scraper?

Yes. It extracts public review records from `apps.shopify.com` app review pages.

#### Does it require a Shopify account?

No. The actor uses public server-rendered review pages.

### Troubleshooting

#### Why did I get fewer reviews than expected?

Check `maxReviews`, `maxPagesPerApp`, and the optional `rating` filter. Shopify pages also vary by app and may have fewer public reviews than expected.

#### Why are some fields empty?

Shopify does not always show every field. Merchant name, country, usage duration, and developer replies can be missing on some reviews.

#### Can I scrape private Shopify app data?

No. This actor only extracts public Shopify App Store review pages.

### Legality and responsible use

This actor extracts publicly visible web pages.

Always follow applicable laws, Shopify's terms, and privacy requirements.

Do not use scraped data for spam, harassment, or prohibited profiling.

### Related scrapers

Explore other automation-lab actors on Apify for ecommerce, marketplace, review, and lead intelligence workflows:

- `https://apify.com/automation-lab/google-maps-lead-finder`
- `https://apify.com/automation-lab/website-contact-finder`
- `https://apify.com/automation-lab/trustpilot-reviews-scraper`

### Changelog

#### 0.1

Initial version for Shopify App Store public review pages.

### Support

If a Shopify App Store page changes or a review field stops extracting, open an issue with the app URL and a small input example.

# Actor input Schema

## `appSlugs` (type: `array`):

Shopify App Store app handles from the URL, for example klaviyo-email-marketing from https://apps.shopify.com/klaviyo-email-marketing.

## `reviewUrls` (type: `array`):

Direct Shopify App Store review URLs. Use this when you already have app review page links.

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

Maximum review records to save across all apps.

## `maxPagesPerApp` (type: `integer`):

Maximum paginated review pages to crawl for each app. Shopify usually shows about 10 reviews per page.

## `rating` (type: `integer`):

Optional filter. Leave empty to collect all star ratings.

## `includeDeveloperReplies` (type: `boolean`):

Extract Shopify app developer reply text and reply date when present.

## Actor input object example

```json
{
  "appSlugs": [
    "klaviyo-email-marketing",
    "judge-me"
  ],
  "reviewUrls": [
    {
      "url": "https://apps.shopify.com/klaviyo-email-marketing/reviews"
    }
  ],
  "maxReviews": 20,
  "maxPagesPerApp": 10,
  "includeDeveloperReplies": true
}
```

# 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 = {
    "appSlugs": [
        "klaviyo-email-marketing",
        "judge-me"
    ],
    "reviewUrls": [
        {
            "url": "https://apps.shopify.com/klaviyo-email-marketing/reviews"
        }
    ],
    "maxReviews": 20,
    "maxPagesPerApp": 10,
    "includeDeveloperReplies": true
};

// Run the Actor and wait for it to finish
const run = await client.actor("automation-lab/shopify-app-store-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 = {
    "appSlugs": [
        "klaviyo-email-marketing",
        "judge-me",
    ],
    "reviewUrls": [{ "url": "https://apps.shopify.com/klaviyo-email-marketing/reviews" }],
    "maxReviews": 20,
    "maxPagesPerApp": 10,
    "includeDeveloperReplies": True,
}

# Run the Actor and wait for it to finish
run = client.actor("automation-lab/shopify-app-store-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 '{
  "appSlugs": [
    "klaviyo-email-marketing",
    "judge-me"
  ],
  "reviewUrls": [
    {
      "url": "https://apps.shopify.com/klaviyo-email-marketing/reviews"
    }
  ],
  "maxReviews": 20,
  "maxPagesPerApp": 10,
  "includeDeveloperReplies": true
}' |
apify call automation-lab/shopify-app-store-reviews-scraper --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Shopify App Store Reviews Scraper",
        "description": "🛍️ Extract public Shopify App Store reviews, ratings, merchant countries, usage duration, and developer replies for competitor monitoring.",
        "version": "0.1",
        "x-build-id": "BQNa4NXi8BtyfAbWq"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/automation-lab~shopify-app-store-reviews-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-automation-lab-shopify-app-store-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/automation-lab~shopify-app-store-reviews-scraper/runs": {
            "post": {
                "operationId": "runs-sync-automation-lab-shopify-app-store-reviews-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/automation-lab~shopify-app-store-reviews-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-automation-lab-shopify-app-store-reviews-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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",
                "properties": {
                    "appSlugs": {
                        "title": "App slugs",
                        "type": "array",
                        "description": "Shopify App Store app handles from the URL, for example klaviyo-email-marketing from https://apps.shopify.com/klaviyo-email-marketing.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "reviewUrls": {
                        "title": "Review page URLs",
                        "type": "array",
                        "description": "Direct Shopify App Store review URLs. Use this when you already have app review page links.",
                        "items": {
                            "type": "object",
                            "required": [
                                "url"
                            ],
                            "properties": {
                                "url": {
                                    "type": "string",
                                    "title": "URL of a web page",
                                    "format": "uri"
                                }
                            }
                        }
                    },
                    "maxReviews": {
                        "title": "Maximum reviews",
                        "minimum": 1,
                        "maximum": 10000,
                        "type": "integer",
                        "description": "Maximum review records to save across all apps.",
                        "default": 100
                    },
                    "maxPagesPerApp": {
                        "title": "Maximum pages per app",
                        "minimum": 1,
                        "maximum": 500,
                        "type": "integer",
                        "description": "Maximum paginated review pages to crawl for each app. Shopify usually shows about 10 reviews per page.",
                        "default": 10
                    },
                    "rating": {
                        "title": "Only this star rating",
                        "minimum": 1,
                        "maximum": 5,
                        "type": "integer",
                        "description": "Optional filter. Leave empty to collect all star ratings."
                    },
                    "includeDeveloperReplies": {
                        "title": "Include developer replies",
                        "type": "boolean",
                        "description": "Extract Shopify app developer reply text and reply date when present.",
                        "default": true
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```