# Substack Leaderboard Scraper 📊 (`easyapi/substack-leaderboard-scraper`) Actor

Scrape detailed publication data from Substack leaderboards. Get comprehensive insights about top newsletters including subscriber counts, pricing, author details, and more. Perfect for newsletter research and market analysis.

- **URL**: https://apify.com/easyapi/substack-leaderboard-scraper.md
- **Developed by:** [EasyApi](https://apify.com/easyapi) (community)
- **Categories:** Lead generation, Integrations, Other
- **Stats:** 72 total users, 10 monthly users, 100.0% runs succeeded, 3 bookmarks
- **User rating**: No ratings yet

## Pricing

from $2.99 / 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

## Substack Leaderboard Scraper 📊

Powerful scraper for extracting comprehensive data from Substack leaderboards. Get detailed insights about top newsletters, their performance, and monetization metrics.

### 🔥 Features

- Scrapes complete publication data from Substack leaderboards
- Extracts detailed metrics including subscriber counts, pricing plans, and engagement data
- Captures author information, publication details, and monetization settings
- Supports multiple currency pricing information
- Handles pagination automatically
- Built-in stealth mechanisms to ensure reliable scraping

### 📋 Use Cases

- Newsletter market research
- Competitive analysis
- Content strategy planning
- Pricing strategy research
- Author and publication discovery
- Media industry analysis

### 💎 Output Data

Each scraped publication includes:
- Publication name, description, and URL
- Subscriber counts and rankings
- Author details and social media links
- Pricing plans across multiple currencies
- Publication settings and features
- Podcast and community information
- Monetization configurations
- Theme and customization settings

### 🔍 Input Parameters

The actor accepts the following inputs:
- `leaderboardUrls`: Array of Substack leaderboard URLs to scrape
- `maxItems`: Maximum number of items to scrape (optional)
- `proxyConfiguration`: Proxy settings (optional)

### 💡 Tips

- Use proxy configuration for better reliability
- Adjust `maxItems` based on your needs
- Consider rate limiting for large-scale scraping

### 📝 Notes

- Respects Substack's robots.txt
- Built with Puppeteer for reliable data extraction
- Includes automatic retries and error handling


#### Input Example
  
A full explanation of an input example in JSON.  
```json
{
    "leaderboardUrls": [
        "https://substack.com/leaderboard/technology/paid"
    ],
    "maxItems": 50
}
````

#### Output sample

The results will be wrapped into a dataset which you can always find in the **Storage** tab. Here's an excerpt from the data you'd get if you apply the input parameters above:

And here is the same data but in JSON. You can choose in which format to download your data: JSON, JSONL, Excel spreadsheet, HTML table, CSV, or XML.

```json
[
    {
        "leaderboardUrl": "https://substack.com/leaderboard/technology/paid",
        "apple_pay_disabled": false,
        "apex_domain": null,
        "author_id": 30107029,
        "byline_images_enabled": true,
        "bylines_enabled": true,
        "chartable_token": null,
        "community_enabled": true,
        "copyright": "Gergely Orosz",
        "cover_photo_url": "https://bucketeer-e05bbc84-baa3-437e-9518-adb32be77984.s3.amazonaws.com/public/images/5a9e5545-0407-4cd2-9fd1-cc2c3882fe59_1279x268.png",
        "created_at": "2021-08-25T13:08:12.798Z",
        "custom_domain_optional": false,
        "custom_domain": "newsletter.pragmaticengineer.com",
        "custom_publication_theme_id": null,
        "default_comment_sort": "best_first",
        "default_coupon": null,
        "default_group_coupon": "ce270f3a",
        "default_show_guest_bios": true,
        "email_banner_url": "https://substack-post-media.s3.amazonaws.com/public/images/3f6c431d-310a-45a0-90fe-3dc43354ef38_1100x220.png",
        "email_from_name": "The Pragmatic Engineer",
        "email_from": null,
        "embed_tracking_disabled": false,
        "explicit": false,
        "expose_paywall_content_to_search_engines": true,
        "fb_pixel_id": null,
        "fb_site_verification_token": null,
        "flagged_as_spam": false,
        "founding_subscription_benefits": [],
        "free_subscription_benefits": [
            "Shorter articles every Tuesday - with a full article once a month"
        ],
        "ga_pixel_id": null,
        "google_site_verification_token": null,
        "google_tag_manager_token": null,
        "hero_image": null,
        "hero_text": "Big Tech and startups, from the inside. Highly relevant for software engineers and managers, useful for those working in tech.",
        "hide_intro_subtitle": null,
        "hide_intro_title": null,
        "hide_podcast_feed_link": false,
        "homepage_type": "newspaper",
        "id": 458709,
        "image_thumbnails_always_enabled": false,
        "invite_only": false,
        "language": "en",
        "logo_url_wide": null,
        "logo_url": "https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fbucketeer-e05bbc84-baa3-437e-9518-adb32be77984.s3.amazonaws.com%2Fpublic%2Fimages%2F5ecbf7ac-260b-423b-8493-26783bf01f06_600x600.png",
        "minimum_group_size": 4,
        "moderation_enabled": true,
        "name": "The Pragmatic Engineer",
        "paid_subscription_benefits": [
            "Full articles every Tuesday and Thursday",
            "Access to resources and templates for engineering managers and engineers",
            "Access to the complete archive, see all comments and comment on articles"
        ],
        "parsely_pixel_id": null,
        "payments_state": "enabled",
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        "paid_podcast_episode_art_url": null,
        "podcast_byline": "Gergely Orosz",
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        "podcast_enabled": true,
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        "require_clickthrough": false,
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        "show_pub_podcast_tab": true,
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        "subdomain": "pragmaticengineer",
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        "post_reaction_faces_enabled": true,
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        "stripe_platform_account": "CA",
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        "author_handle": "pragmaticengineer",
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        "twitter_permissions": "write",
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        "rankingDetailFreeIncluded": "Hundreds of thousands of subscribers",
        "rankingDetailOrderOfMagnitude": 10000,
        "rankingDetailFreeIncludedOrderOfMagnitude": 100000,
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        "rankingDetailByLanguage": {
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                "rankingDetail": "Zehntausende von Paid-Abonnenten",
                "rankingDetailFreeIncluded": "Hunderttausende von Abonnenten",
                "rankingDetailOrderOfMagnitude": 10000,
                "rankingDetailFreeIncludedOrderOfMagnitude": 100000,
                "rankingDetailFreeSubscriberCount": "Über 931,000 Abonnenten",
                "freeSubscriberCount": "931,000",
                "freeSubscriberCountOrderOfMagnitude": "931K+"
            },
            "es": {
                "rankingDetail": "Decenas de miles de suscriptores de pago",
                "rankingDetailFreeIncluded": "Cientos de miles de suscriptores",
                "rankingDetailOrderOfMagnitude": 10000,
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            },
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                "rankingDetail": "Des dizaines de milliers d'abonnés payants",
                "rankingDetailFreeIncluded": "Des centaines de milliers d'abonnés",
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            },
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                "rankingDetailFreeIncluded": "Centenas de milhares de subscritores",
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                "rankingDetailFreeIncluded": "Centenas de milhares de assinantes",
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                "rankingDetailFreeIncludedOrderOfMagnitude": 100000,
                "rankingDetailFreeSubscriberCount": "Mais de 931,000 assinantes",
                "freeSubscriberCount": "931,000",
                "freeSubscriberCountOrderOfMagnitude": "931K+"
            },
            "it": {
                "rankingDetail": "Decine di migliaia di abbonati a pagamento",
                "rankingDetailFreeIncluded": "Centinaia di migliaia di abbonati",
                "rankingDetailOrderOfMagnitude": 10000,
                "rankingDetailFreeIncludedOrderOfMagnitude": 100000,
                "rankingDetailFreeSubscriberCount": "Oltre 931,000 abbonati",
                "freeSubscriberCount": "931,000",
                "freeSubscriberCountOrderOfMagnitude": "931K+"
            },
            "en": {
                "rankingDetail": "Tens of thousands of paid subscribers",
                "rankingDetailFreeIncluded": "Hundreds of thousands of subscribers",
                "rankingDetailOrderOfMagnitude": 10000,
                "rankingDetailFreeIncludedOrderOfMagnitude": 100000,
                "rankingDetailFreeSubscriberCount": "Over 931,000 subscribers",
                "freeSubscriberCount": "931,000",
                "freeSubscriberCountOrderOfMagnitude": "931K+"
            }
        },
        "freeSubscriberCount": "931,000",
        "freeSubscriberCountOrderOfMagnitude": "931K+",
        "author_bestseller_tier": 0,
        "disable_monthly_subscriptions": false,
        "disable_annual_subscriptions": false,
        "hide_post_restacks": false,
        "notes_feed_enabled": false,
        "last_chat_post_at": null,
        "no_follow": false,
        "paywall_chat": "free",
        "sections": [
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```

### Related Actors

- 📚 [Substack People Scraper](https://apify.com/easyapi/substack-people-scraper) - Extract comprehensive Substack author and publication data using keywords
- 📚 [Substack Posts Scraper](https://apify.com/easyapi/substack-posts-scraper) - Scrape Substack posts and articles with comprehensive post data
- 📚 [Substack Publications Scraper](https://apify.com/easyapi/substack-publications-scraper) - Get detailed publication information from Substack based on keywords
- 🔍 [Substack Notes Scraper](https://apify.com/easyapi/substack-notes-scraper) - Extract notes and comments from Substack's search results
- 📊 [Medium User Search Scraper](https://apify.com/easyapi/medium-user-search-scraper) - Extract detailed Medium user profiles from search results
- 📊 [Medium Posts Search Scraper](https://apify.com/easyapi/medium-posts-search-scraper) - Extract comprehensive article data from Medium's search results
- 📊 [Medium Publications Search Scraper](https://apify.com/easyapi/medium-publications-search-scraper) - Scrape Medium publications by keywords
- 📊 [Patreon Analytics](https://apify.com/easyapi/patreon-analytic) - Extract comprehensive analytics for top Patreon creators
- 🔥 [Patreon Hot Creators Scraper](https://apify.com/easyapi/patreon-hot-creators-scraper) - Track trending Patreon creators with 300+ members
- 🎯 [Patreon Creator Scraper](https://apify.com/easyapi/patreon-creator-scraper) - Scrape Patreon creator profiles across 30+ categories
- 📊 [Patreon Monthly Top Creators Scraper](https://apify.com/easyapi/patreon-monthly-top-creators-scraper) - Extract detailed rankings and earnings data for top Patreon creators
- 📱 [Social Media Influencer Scraper](https://apify.com/easyapi/social-media-influencer-scraper) - Discover top influencers across TikTok, Instagram, and YouTube
- 🔍 [Keyword Discovery Tool](https://apify.com/easyapi/keyword-discovery-tool) - Discover new keyword ideas and uncover valuable search insights
- 📄 [Article Content Extractor](https://apify.com/easyapi/article-content-extractor) - Extract clean article content and metadata from any web page
- 🔍 [Keyword Density Checker](https://apify.com/easyapi/keyword-density-checker) - Analyze webpage content to calculate keyword density and frequency

# Actor input Schema

## `leaderboardUrls` (type: `array`):

Array of Substack leaderboard URLs to scrape

## `maxItems` (type: `integer`):

Maximum number of items to scrape

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

Proxy settings for the scraper

## Actor input object example

```json
{
  "leaderboardUrls": [
    "https://substack.com/leaderboard/technology/paid"
  ],
  "maxItems": 50,
  "proxyConfiguration": {
    "useApifyProxy": true
  }
}
```

# 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 = {};

// Run the Actor and wait for it to finish
const run = await client.actor("easyapi/substack-leaderboard-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 = {}

# Run the Actor and wait for it to finish
run = client.actor("easyapi/substack-leaderboard-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 '{}' |
apify call easyapi/substack-leaderboard-scraper --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Substack Leaderboard Scraper 📊",
        "description": "Scrape detailed publication data from Substack leaderboards. Get comprehensive insights about top newsletters including subscriber counts, pricing, author details, and more. Perfect for newsletter research and market analysis.",
        "version": "0.0",
        "x-build-id": "cBtjSkQPBKehwwcTB"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/easyapi~substack-leaderboard-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-easyapi-substack-leaderboard-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/easyapi~substack-leaderboard-scraper/runs": {
            "post": {
                "operationId": "runs-sync-easyapi-substack-leaderboard-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/easyapi~substack-leaderboard-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-easyapi-substack-leaderboard-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "leaderboardUrls"
                ],
                "properties": {
                    "leaderboardUrls": {
                        "title": "Leaderboard URLs",
                        "uniqueItems": true,
                        "type": "array",
                        "description": "Array of Substack leaderboard URLs to scrape",
                        "default": [
                            "https://substack.com/leaderboard/technology/paid"
                        ],
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxItems": {
                        "title": "Maximum Items",
                        "minimum": 1,
                        "type": "integer",
                        "description": "Maximum number of items to scrape",
                        "default": 50
                    },
                    "proxyConfiguration": {
                        "title": "Proxy Configuration",
                        "type": "object",
                        "description": "Proxy settings for the scraper",
                        "default": {
                            "useApifyProxy": 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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
