# Twitch VOD Chat Archive (`devilscrapes/twitch-vod-chat-archive`) Actor

Export the full timestamped chat replay attached to any public Twitch VOD as a one-row-per-message dataset. Includes user color, badges, emote IDs, and message offsets. No login. The go-to Twitch chat scraper after earlier Apify Twitch actors were deprecated.

- **URL**: https://apify.com/devilscrapes/twitch-vod-chat-archive.md
- **Developed by:** [DevilScrapes](https://apify.com/devilscrapes) (community)
- **Categories:** Social media, Videos
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN 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.

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

<div align="center">
  <img src=".actor/icon.svg" width="160" alt="Devil Scrapes mark" />

## Twitch VOD Chat Archive

**💰 $0.05 / 1 000 results** &nbsp;·&nbsp; pay only for results &nbsp;·&nbsp; no credit card to try

_We do the dirty work so your dataset stays clean._ 😈

Export the full timestamped chat replay attached to any public Twitch VOD as a one-row-per-message dataset. Includes user color, badges, emote IDs, and message offsets. No login. The go-to Twitch chat scraper after earlier Apify Twitch actors were deprecated.

</div>

---

### 🎯 What this scrapes

Twitch retains a complete timestamped chat replay for every VOD as long as the VOD itself exists. This Actor walks the same <code>VideoCommentsByOffsetOrCursor</code> GraphQL endpoint that Twitch's own VOD player uses, paginates by content offset (the only mode that avoids Twitch's integrity-check challenge), and emits one clean row per chat message — ready for analytics, moderation-classifier training, or post-broadcast review.

### 🔥 What we handle for you

- 🛡️ **Browser fingerprint rotation** — `curl-cffi` impersonates real Chrome / Firefox / Safari TLS handshakes so the target sees a browser, not Python.
- 🌐 **Residential proxy rotation** via Apify Proxy — fresh session and exit IP on every block.
- 🔁 **Retries with exponential backoff** on `408 / 429 / 5xx` — up to 5 attempts per page, `Retry-After` honoured.
- 🧱 **Rate-limit-aware pacing** — when the target pushes back, we slow down instead of getting banned.
- 🧊 **Clean, typed dataset rows** — Pydantic-validated, ISO-8601 timestamps, stable IDs, JSON / CSV / Excel export straight from the Apify Console.
- 💰 **Pay-Per-Event pricing** — you only pay for results that hit your dataset. No data, no charge.

### 💡 Use cases

- **Community sentiment analysis** — bulk-export chat from your last 20 streams and run NLP for hype-moment detection.
- **Moderation-classifier training** — gather positive / negative chat samples at scale for an in-house spam or toxicity model.
- **Esports analytics** — quantify hype peaks against game events by joining message density to the VOD timeline.
- **Post-broadcast review** — streamers and mods download chat for an after-action review, search for usernames, or extract clips with chat context.
- **Academic research** — public-record dataset of streamer-viewer conversation for media-studies research.

### ⚙️ How to use it

1. Click **Try for free** at the top of the page.
2. Fill in the input form — most fields have sensible defaults.
3. Click **Start**. Output streams into the run's dataset.
4. Export from **Storage → Dataset** as JSON, CSV, or Excel — or fetch via the API.

### 📥 Input

| Field | Type | Required | Default | Notes |
|---|---|:--:|---|---|
| `vodIds` | `array` | no | [] | List of Twitch VOD IDs or full VOD URLs (e.g. <code>https://www.twitch.tv/videos/2773625679</code>). Either this or <cod |
| `channelLogin` | `string` | no | '—' | Twitch channel login (the URL slug, e.g. <code>shroud</code>). Used only when <code>vodIds</code> is empty. The Actor fe |
| `maxRecentVods` | `integer` | no | 5 | When channel mode is used, how many most-recent ARCHIVE VODs to pull (1–50). |
| `maxMessagesPerVod` | `integer` | no | 5000 | Stop walking chat once this many messages have been emitted for a single VOD (1–200000). A 6-hour stream typically has 5 |
| `startOffsetSeconds` | `integer` | no | 0 | Skip chat messages whose offset within the VOD is less than this value. Use 0 to start from the beginning. |
| `proxyConfiguration` | `object` | no | {'useApifyProxy': True, 'apifyProxyGroups': ['RESIDENTIAL']} | Twitch rate-limits a single IP aggressively past ~10k chat messages. Residential proxy strongly recommended for long VOD |

#### Example input

```json
{
  "vodIds": [
    "2773625679"
  ],
  "maxMessagesPerVod": 100,
  "startOffsetSeconds": 0,
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}
````

### 📤 Output

Every row is one dataset item.

| Field | Type | Notes |
|---|---|---|
| `vod_id` | `string` | Twitch VOD ID (numeric string). |
| `vod_title` | `['string', 'null']` | VOD title. Populated when channel mode is used or when a metadata pre-fetch resolved it. |
| `channel_login` | `['string', 'null']` | Channel login (URL slug) for the VOD. Populated in channel mode. |
| `message_id` | `string` | Unique chat message UUID. |
| `message_offset_seconds` | `integer` | Position within the VOD when this message was posted, in seconds. |
| `posted_at` | `string` | Wall-clock UTC timestamp the message was posted (ISO 8601 with milliseconds, verbatim from Twitch). |
| `commenter_id` | `['string', 'null']` | Twitch user ID of the commenter. Null for deleted users. |
| `commenter_login` | `['string', 'null']` | Commenter login (URL slug). |
| `commenter_display_name` | `['string', 'null']` | Commenter display name. |
| `message_text` | `string` | Concatenated plain-text body of the message (emote shortcodes preserved as their literal text). |
| `message_fragments` | `array` | Structured fragments: list of {type: 'text'|'emote', text, emote\_id}. Emote fragments carry the Twitch emote ID. |
| `user_color` | `['string', 'null']` | User's chat color (hex, e.g. '#DAA520'). Null when not set. |
| `badges` | `array` | List of {set\_id, version} dicts. Empty list when the user has none. |
| `is_subscriber` | `boolean` | Convenience: true when 'subscriber' is in badges. |
| `scraped_at` | `string` | When this row was emitted (ISO 8601 UTC). |

#### Example output

```json
{
  "vod_id": "2773625679",
  "vod_title": "never played forza but i definitely have a drivers license so it should be easy",
  "channel_login": "shroud",
  "message_id": "1292e052-0561-4db5-86c7-adfc4556d628",
  "message_offset_seconds": 12,
  "posted_at": "2026-05-16T18:42:35.297Z",
  "commenter_id": "142680597",
  "commenter_login": "tabrexs",
  "commenter_display_name": "tabrexs",
  "message_text": "PewPewPew",
  "message_fragments": [
    {
      "type": "emote",
      "text": "PewPewPew",
      "emote_id": "emotesv2_587405136a8147148c77df74baaa1bf4"
    }
  ],
  "user_color": "#DAA520",
  "badges": [],
  "is_subscriber": false,
  "scraped_at": "2026-05-16T19:00:00Z"
}
```

### 💰 Pricing

Pay-Per-Event — you pay only when these events fire:

| Event | USD | What it is |
|---|---:|---|
| `actor-start` | $0.05 | One-off warm-up charge per run |
| `result-row` | $0.001 | PPE event |

Example: 1 000 results at the rates above ≈ **$0.05**. No subscription, no minimum, no card to start — Apify gives every new account $5 of free credit.

### 🚧 Limitations

Twitch's public VOD chat replay endpoint is the only data source — no OAuth, no moderator-action log, no live chat, no DMs. On the FREE Apify plan only the BUYPROXIES94952 datacenter group is provisioned (5 IPs); residential proxy gives much better tolerance for long VODs and is recommended on paid plans. The persisted-query hash this Actor uses is a public Twitch web-player constant — if Twitch rotates it on a schema change, we ship a same-day patch.

### ❓ FAQ

**Does this scrape live chat?**

No — VOD chat replays only. Live chat is a different IRC-over-WSS protocol. Once the broadcast ends and the VOD is processed, its chat replay becomes accessible via this Actor.

**Why are some VODs returning zero messages?**

Most common causes: (a) the VOD has subscriber-only chat enabled, so anonymous queries get nothing; (b) the VOD has expired (default accounts retain VODs for 60 days, Partners / Affiliates / Turbo retain indefinitely); (c) the channel disabled chat replay. We surface the cause in the run status message.

**Why does a long VOD take so long?**

Twitch returns about 50–60 messages per page and rate-limits a single IP aggressively past ~10k messages. The Actor uses one in-flight request at a time and backs off on 429. For long VODs default to residential proxy.

**What about emote images?**

We return the Twitch <code>emote\_id</code> in each emote fragment. You construct the CDN URL yourself: <code>https://static-cdn.jtvnw.net/emoticons/v2/\<emote\_id>/default/dark/3.0</code>.

**Are moderator actions (bans, timeouts) included?**

No — the public chat-replay endpoint does not expose moderator action logs. Deleted messages may appear as <code>\<message deleted></code> or not at all, depending on when they were removed.

### 💬 Your feedback

Spotted a bug, hit a weird edge case, or need a new field? Open an
issue on the Actor's **Issues** tab on Apify Console — we ship
fixes weekly and we read every report.

***

<div align="center">

Built by **[Devil Scrapes](https://apify.com/DevilScrapes)** 😈 — a small fleet of
opinionated public-data Actors. Honest pricing, real engineering, zero fine print.

</div>

# Actor input Schema

## `vodIds` (type: `array`):

List of Twitch VOD IDs or full VOD URLs (e.g. <code>https://www.twitch.tv/videos/2773625679</code>). Either this or <code>channelLogin</code> must be set.

## `channelLogin` (type: `string`):

Twitch channel login (the URL slug, e.g. <code>shroud</code>). Used only when <code>vodIds</code> is empty. The Actor fetches the most recent ARCHIVE VODs for this channel.

## `maxRecentVods` (type: `integer`):

When channel mode is used, how many most-recent ARCHIVE VODs to pull (1–50).

## `maxMessagesPerVod` (type: `integer`):

Stop walking chat once this many messages have been emitted for a single VOD (1–200000). A 6-hour stream typically has 5k–30k messages.

## `startOffsetSeconds` (type: `integer`):

Skip chat messages whose offset within the VOD is less than this value. Use 0 to start from the beginning.

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

Twitch rate-limits a single IP aggressively past ~10k chat messages. Residential proxy strongly recommended for long VODs; datacenter works for short runs.

## Actor input object example

```json
{
  "vodIds": [
    "2773625679"
  ],
  "maxRecentVods": 5,
  "maxMessagesPerVod": 5000,
  "startOffsetSeconds": 0,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ]
  }
}
```

# Actor output Schema

## `datasetItems` (type: `string`):

All dataset items as JSON.

## `datasetItemsCsv` (type: `string`):

Same data exported to CSV.

## `datasetView` (type: `string`):

Open the run dataset in the Console.

# 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 = {
    "vodIds": [
        "2773625679"
    ],
    "proxyConfiguration": {
        "useApifyProxy": true,
        "apifyProxyGroups": [
            "RESIDENTIAL"
        ]
    }
};

// Run the Actor and wait for it to finish
const run = await client.actor("devilscrapes/twitch-vod-chat-archive").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 = {
    "vodIds": ["2773625679"],
    "proxyConfiguration": {
        "useApifyProxy": True,
        "apifyProxyGroups": ["RESIDENTIAL"],
    },
}

# Run the Actor and wait for it to finish
run = client.actor("devilscrapes/twitch-vod-chat-archive").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 '{
  "vodIds": [
    "2773625679"
  ],
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ]
  }
}' |
apify call devilscrapes/twitch-vod-chat-archive --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=devilscrapes/twitch-vod-chat-archive",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Twitch VOD Chat Archive",
        "description": "Export the full timestamped chat replay attached to any public Twitch VOD as a one-row-per-message dataset. Includes user color, badges, emote IDs, and message offsets. No login. The go-to Twitch chat scraper after earlier Apify Twitch actors were deprecated.",
        "version": "0.2",
        "x-build-id": "X95b8lIJb2uucQ0uZ"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/devilscrapes~twitch-vod-chat-archive/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-devilscrapes-twitch-vod-chat-archive",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/devilscrapes~twitch-vod-chat-archive/runs": {
            "post": {
                "operationId": "runs-sync-devilscrapes-twitch-vod-chat-archive",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/devilscrapes~twitch-vod-chat-archive/run-sync": {
            "post": {
                "operationId": "run-sync-devilscrapes-twitch-vod-chat-archive",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                    "vodIds": {
                        "title": "VOD IDs",
                        "type": "array",
                        "description": "List of Twitch VOD IDs or full VOD URLs (e.g. <code>https://www.twitch.tv/videos/2773625679</code>). Either this or <code>channelLogin</code> must be set.",
                        "default": [],
                        "items": {
                            "type": "string"
                        }
                    },
                    "channelLogin": {
                        "title": "Channel login",
                        "type": "string",
                        "description": "Twitch channel login (the URL slug, e.g. <code>shroud</code>). Used only when <code>vodIds</code> is empty. The Actor fetches the most recent ARCHIVE VODs for this channel."
                    },
                    "maxRecentVods": {
                        "title": "Max recent VODs",
                        "minimum": 1,
                        "maximum": 50,
                        "type": "integer",
                        "description": "When channel mode is used, how many most-recent ARCHIVE VODs to pull (1–50).",
                        "default": 5
                    },
                    "maxMessagesPerVod": {
                        "title": "Max messages per VOD",
                        "minimum": 1,
                        "maximum": 200000,
                        "type": "integer",
                        "description": "Stop walking chat once this many messages have been emitted for a single VOD (1–200000). A 6-hour stream typically has 5k–30k messages.",
                        "default": 5000
                    },
                    "startOffsetSeconds": {
                        "title": "Start offset (seconds)",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Skip chat messages whose offset within the VOD is less than this value. Use 0 to start from the beginning.",
                        "default": 0
                    },
                    "proxyConfiguration": {
                        "title": "Proxy configuration",
                        "type": "object",
                        "description": "Twitch rate-limits a single IP aggressively past ~10k chat messages. Residential proxy strongly recommended for long VODs; datacenter works for short runs.",
                        "default": {
                            "useApifyProxy": true,
                            "apifyProxyGroups": [
                                "RESIDENTIAL"
                            ]
                        }
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```