# YouTube Comments Scraper (`itclan-bd/youtube-comments-scraper`) Actor

Scrape YouTube comments and replies from any video or short — no API key or code. Export to JSON, CSV, or Excel with full author and video metadata, plus support for geo-restricted videos.

- **URL**: https://apify.com/itclan-bd/youtube-comments-scraper.md
- **Developed by:** [ITclan BD](https://apify.com/itclan-bd) (community)
- **Categories:** Automation, Social media, Videos
- **Stats:** 10 total users, 3 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: 5.00 out of 5 stars

## Pricing

from $0.50 / 1,000 results

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

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

## What's an Apify Actor?

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

## How to integrate an Actor?

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

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

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

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

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

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

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

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

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

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

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


# README

## YouTube Comments Scraper — Extract Comments & Replies

**Scrape YouTube comments and replies at scale — no API key, no quotas, no code.**

The **YouTube Comments Scraper** extracts every comment and nested reply from any YouTube **video or Short**, enriches each one with complete **author and video metadata**, and exports the results to **JSON, CSV, Excel, or XML** in a couple of clicks.

It's built for **audience research, sentiment analysis, creator analytics, brand monitoring, and market intelligence** — turning public YouTube discussions into clean, structured datasets you can analyze immediately.

✅ Unlimited comments  
✅ Full reply threads  
✅ Videos **&** Shorts  
✅ Works on **geo‑restricted** videos   
✅ Rich author + video data  
✅ No YouTube Data API required

---

### 🔎 What is the YouTube Comments Scraper?

The YouTube Comments Scraper is a ready‑to‑use **YouTube comment extractor** that downloads comments and replies from any public video or Short and delivers them as a structured dataset. Instead of wrestling with the **YouTube Data API** — OAuth setup, API keys, and daily quota limits — you simply paste a URL and export clean, analysis‑ready data.

Whether you're a **marketer** measuring sentiment, a **data scientist** building an NLP dataset, a **creator** studying your audience, or an **analyst** tracking competitors, this tool gives you the raw voice of the audience in seconds.

---

### 🚀 What this Actor does

YouTube hides its comment data behind a rate‑limited official API with strict quotas and OAuth setup. This Actor gives you the same data — and more — **without an API key, developer account, or a single line of code**:

- Collects **all top‑level comments** and **complete reply threads** from any public video or Short.
- Adds **author details** (channel ID, channel URL, avatar, verified & creator badges) to every comment.
- Attaches **full video metadata** (title, channel, views, likes, publish date, duration, category, tags, description, thumbnail) to every row — no extra lookups or joins.
- **Streams results in real time** to your dataset as it scrapes, so you can start working before the run finishes.
- Exports to **JSON, CSV, Excel, XML, or HTML**, or pull data via the **Apify API** and integrations (Zapier, Make, Google Sheets, n8n, and more).

---

### ✨ Key features

- 🔁 **Full reply extraction** — captures entire nested reply chains, not just the first page.
- 🌍 **Geo‑restriction handling** — automatically manages region‑locked videos to return data.
- 👤 **Rich author data** — channel ID, channel URL, avatar, `verified` and `creator` flags for every commenter.
- 🎥 **Video context on every row** — denormalized video stats make the dataset ready for analysis without joins.
- ⚡ **Fast & concurrent** — asynchronous engine scrapes multiple videos and reply threads in parallel.
- 📡 **Real‑time streaming** — results appear in your dataset as they're collected.
- 🔀 **Flexible sorting** — choose **Newest first** or **Top (most relevant)** comments.
- 🎯 **Precise limits** — cap comments per video, or scrape everything.
- 🛡️ **Resilient** — automatic retries with backoff handle transient errors and rate limits.
- 🧱 **Clean, structured output** — consistent schema, ready for spreadsheets, BI tools, or databases.

---

### 💡 Use cases

- **Audience & sentiment analysis** — understand how viewers react to a video, product, or campaign.
- **Creator & competitor analytics** — benchmark engagement and study what resonates with an audience.
- **Brand & reputation monitoring** — track mentions, feedback, and complaints across YouTube.
- **Market & product research** — mine real customer language, feature requests, and objections.
- **Lead & community insights** — identify active, influential commenters in your niche.
- **Academic & data science** — build labeled datasets for NLP, toxicity, or trend research.
- **Content strategy** — discover FAQs and content ideas straight from your viewers.

---

### ⚙️ How to scrape YouTube comments (step by step)

1. Click **Try for free / Start**.
2. Paste one or more **YouTube video or Shorts URLs** (up to 20).
3. *(Optional)* Choose a **sort order** (Newest or Top), toggle **Include replies**, and set a **max comments per video** limit — or enable **Scrape all comments** for no limit.
4. Click **Save & Start**.
5. Watch results stream into the **Output** tab in real time.
6. **Export** to JSON, CSV, Excel, or XML — or fetch them via the **Apify API**.

No proxies to configure, no API keys to manage — it just works.

---

### 📥 Input

| Field                 | Type     | Required | Default  | Description                                                       |
| --------------------- | -------- | -------- | -------- | ---------------------------------------------------------------- |
| `video_urls`          | string[] | ✅ Yes    | –        | 1–20 YouTube URLs (videos, Shorts, `youtu.be`, mobile links)     |
| `sort_type`           | string   | ❌ No     | `Newest` | Sort order for every video: **Newest** or **Top**                |
| `includeReplies`      | boolean  | ❌ No     | `true`   | Scrape replies too. Set `false` for top‑level comments only      |
| `scrape_all_comments` | boolean  | ❌ No     | `false`  | Collect **every** comment and reply, ignoring `max_comments`     |
| `max_comments`        | number   | ❌ No     | `100`    | Max comments (incl. replies) per video. Used only when `scrape_all_comments` is `false` |

#### Example input

```json
{
  "video_urls": [
    "https://www.youtube.com/watch?v=dQw4w9WgXcQ",
    "https://www.youtube.com/shorts/abc123def45"
  ],
  "sort_type": "Newest",
  "includeReplies": true,
  "max_comments": 1000
}
````

#### Supported URL formats

- **Standard:** `https://www.youtube.com/watch?v=VIDEO_ID`
- **Short link:** `https://youtu.be/VIDEO_ID`
- **Shorts:** `https://www.youtube.com/shorts/VIDEO_ID`
- **Mobile:** `https://m.youtube.com/watch?v=VIDEO_ID`

***

### 📤 Output

Each dataset item is a **single comment or reply**, enriched with author and video details. Results stream in real time and can be exported to JSON, CSV, Excel, XML, or HTML.

#### Example output

```json
{
  "comment_id": "Ugy6QKJ3KJUe-",
  "text": "This is the main comment text",
  "author": "Jane Doe",
  "author_channel_id": "UCxxxxxxxxxxxxxxxxxxxxxx",
  "author_channel_url": "https://www.youtube.com/channel/UCxxxxxxxxxxxxxxxxxxxxxx",
  "author_avatar": "https://yt3.ggpht.com/.../s88-c-k-c0x00ffffff-no-rj",
  "author_is_verified": false,
  "author_is_creator": false,
  "likes": 1247,
  "published": "2 weeks ago",
  "reply_level": 0,
  "replies_count": 3,
  "is_reply": false,
  "video_id": "dQw4w9WgXcQ",
  "video_url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ",
  "video_title": "Never Gonna Give You Up",
  "channel_name": "Rick Astley",
  "channel_id": "UCuAXFkgsw1L7xaCfnd5JJOw",
  "channel_url": "http://www.youtube.com/@RickAstleyYT",
  "video_view_count": 1600000000,
  "video_like_count": 17000000,
  "video_published_at": "2009-10-25T06:57:33-07:00",
  "video_duration_seconds": 213,
  "video_category": "Music",
  "video_keywords": ["rick astley", "never gonna give you up"],
  "video_description": "The official video for ...",
  "video_thumbnail": "https://i.ytimg.com/vi/dQw4w9WgXcQ/maxresdefault.jpg",
  "is_family_safe": true
}
```

#### Output fields

| Field                    | Type     | Description                                                 |
| -----------------------  | -------- | ----------------------------------------------------------- |
| `comment_id`             | string   | Unique YouTube comment identifier                           |
| `text`                   | string   | Full comment text                                           |
| `author`                 | string   | Commenter's display name                                    |
| `author_channel_id`      | string   | Commenter's channel ID                                      |
| `author_channel_url`     | string   | Commenter's channel URL                                     |
| `author_avatar`          | string   | Commenter's avatar image URL                                |
| `author_is_verified`     | boolean  | Whether the commenter's channel is verified                 |
| `author_is_creator`      | boolean  | Whether the comment is by the video's own channel           |
| `likes`                  | integer  | Number of likes on the comment                              |
| `published`              | string   | Relative publish time (e.g. "3 days ago")                   |
| `reply_level`            | integer  | Thread depth (`0` = top‑level, `1` = reply)                 |
| `replies_count`          | integer  | Number of replies attached to the comment                   |
| `is_reply`               | boolean  | `true` for replies, `false` for top‑level comments          |
| `video_id`               | string   | Source video ID                                             |
| `video_url`              | string   | Source video URL                        |
| `video_title`            | string   | Video title                             |
| `channel_name`           | string   | Video's channel name                    |
| `channel_id`             | string   | Video's channel ID                      |
| `channel_url`            | string   | Video's channel URL                     |
| `video_view_count`       | integer  | Video view count                        |
| `video_like_count`       | integer  | Video like count                        |
| `video_published_at`     | string   | Video publish date (ISO 8601)           |
| `video_duration_seconds` | integer  | Video duration in seconds               |
| `video_category`         | string   | Video category                          |
| `video_keywords`         | string\[] | Video tags / keywords                   |
| `video_description`      | string   | Video description                       |
| `video_thumbnail`        | string   | Video thumbnail URL                     |
| `is_family_safe`         | boolean  | Whether the video is marked family‑safe |

***

### 🏆 Why choose this scraper?

| | YouTube Comments Scraper | Official YouTube Data API |
| --- | --- | --- |
| API key / OAuth setup | ❌ Not needed | ✅ Required |
| Daily quota limits | ❌ None | ⚠️ Strict quotas |
| Coding required | ❌ No code | ✅ Yes |
| Nested reply threads | ✅ Full threads | ⚠️ Limited / paginated |
| Geo‑restricted videos | ✅ Handled automatically | ❌ Often blocked |
| Author + video metadata on every row | ✅ Built in | ❌ Manual joins |
| Export to CSV / Excel / JSON / XML | ✅ One click | ❌ Build it yourself |

***

### ❓ FAQ

**Do I need a YouTube API key or developer account?**
No. The Actor works out of the box — no API key, OAuth, or quota management.

**Can I scrape replies, not just top‑level comments?**
Yes. Replies are included by default and full nested threads are captured. Turn off **Include replies** for top‑level comments only.

**Does it work with YouTube Shorts?**
Yes — Shorts, standard videos, `youtu.be` links, and mobile URLs are all supported.

**What about videos that are only available in certain countries?**
The Actor automatically detects each video's available countries and routes traffic through a matching region, so geo‑restricted videos still return comments.

**How many comments can I scrape?**
As many as the video has. Use **Max comments per video** to cap the volume, or leave it empty for everything.

**In what formats can I export the data?**
JSON, CSV, Excel, XML, HTML, or RSS — and you can also pull data programmatically via the Apify API and integrations.

**Can I automate or schedule it?**
Yes. Run it on a **schedule**, trigger it via the **API/webhooks**, or connect it to Zapier, Make, n8n, and Google Sheets.

***

### 🙋 Support & feedback

Found a bug, need an extra field, or have a feature request? Open an issue on the Actor's **Issues** tab — feedback is welcome and helps improve the Actor for everyone.

# Actor input Schema

## `video_urls` (type: `array`):

Add 1–20 YouTube URLs to scrape comments from. Supports standard videos, Shorts, youtu.be share links, and mobile URLs.

## `sort_type` (type: `string`):

Which comments to collect first. **Newest** returns the most recent comments; **Top** returns the most relevant / popular ones.

## `includeReplies` (type: `boolean`):

Also scrape the replies inside each comment thread. Turn this off to collect only top-level comments (faster and uses fewer resources).

## `scrape_all_comments` (type: `boolean`):

Collect **every** comment and reply on each video, ignoring the **Max comments per video** limit below. Note: videos with many comments can take longer and use more resources.

## `max_comments` (type: `integer`):

Stop after this many comments (including replies) per video. Defaults to 100 — increase it, or enable **Scrape all comments** above for no limit. Ignored when **Scrape all comments** is on.

## Actor input object example

```json
{
  "video_urls": [
    "https://www.youtube.com/watch?v=0e3GPea1Tyg"
  ],
  "sort_type": "Newest",
  "includeReplies": true,
  "scrape_all_comments": false,
  "max_comments": 100
}
```

# Actor output Schema

## `comments` (type: `string`):

All collected comments and replies, each enriched with author and video metadata.

# 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 = {
    "video_urls": [
        "https://www.youtube.com/watch?v=0e3GPea1Tyg"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("itclan-bd/youtube-comments-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 = { "video_urls": ["https://www.youtube.com/watch?v=0e3GPea1Tyg"] }

# Run the Actor and wait for it to finish
run = client.actor("itclan-bd/youtube-comments-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 '{
  "video_urls": [
    "https://www.youtube.com/watch?v=0e3GPea1Tyg"
  ]
}' |
apify call itclan-bd/youtube-comments-scraper --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "YouTube Comments Scraper",
        "description": "Scrape YouTube comments and replies from any video or short — no API key or code. Export to JSON, CSV, or Excel with full author and video metadata, plus support for geo-restricted videos.",
        "version": "1.0",
        "x-build-id": "ownRn67j9uEMn7u0J"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/itclan-bd~youtube-comments-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-itclan-bd-youtube-comments-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/itclan-bd~youtube-comments-scraper/runs": {
            "post": {
                "operationId": "runs-sync-itclan-bd-youtube-comments-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/itclan-bd~youtube-comments-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-itclan-bd-youtube-comments-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "video_urls"
                ],
                "properties": {
                    "video_urls": {
                        "title": "YouTube video or Shorts URLs",
                        "minItems": 1,
                        "maxItems": 20,
                        "type": "array",
                        "description": "Add 1–20 YouTube URLs to scrape comments from. Supports standard videos, Shorts, youtu.be share links, and mobile URLs.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "sort_type": {
                        "title": "Sort comments by",
                        "enum": [
                            "Newest",
                            "Top"
                        ],
                        "type": "string",
                        "description": "Which comments to collect first. **Newest** returns the most recent comments; **Top** returns the most relevant / popular ones.",
                        "default": "Newest"
                    },
                    "includeReplies": {
                        "title": "Include replies",
                        "type": "boolean",
                        "description": "Also scrape the replies inside each comment thread. Turn this off to collect only top-level comments (faster and uses fewer resources).",
                        "default": true
                    },
                    "scrape_all_comments": {
                        "title": "Scrape all comments (unlimited)",
                        "type": "boolean",
                        "description": "Collect **every** comment and reply on each video, ignoring the **Max comments per video** limit below. Note: videos with many comments can take longer and use more resources.",
                        "default": false
                    },
                    "max_comments": {
                        "title": "Max comments per video",
                        "minimum": 1,
                        "type": "integer",
                        "description": "Stop after this many comments (including replies) per video. Defaults to 100 — increase it, or enable **Scrape all comments** above for no limit. Ignored when **Scrape all comments** is on.",
                        "default": 100
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
