# AI Alt Text Generator & Checker: Fix Missing Alt Text (`raional/ai-alt-text-generator`) Actor

Generate accessibility- and SEO-ready alt text for a list of image URLs, or scan a whole website and write alt text for every image that's missing it. Powered by AI vision.

- **URL**: https://apify.com/raional/ai-alt-text-generator.md
- **Developed by:** [Raion Al](https://apify.com/raional) (community)
- **Categories:** SEO tools, E-commerce, Developer tools
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 1 bookmarks
- **User rating**: No ratings yet

## Pricing

from $5.00 / 1,000 image processeds

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

## AI Alt Text Generator — Bulk Image Alt Text for SEO & Accessibility

Generate **accessibility- and SEO-ready alt text** for images at scale using AI vision. Feed it a **list of image URLs**, or point it at a **website** and it will find every image that's missing alt text and write it for you — then hand back a clean report you can export to CSV, JSON, or Excel.

Great for: **image alt text**, **bulk alt text generation**, **AI image captioning**, **WCAG / accessibility** compliance, **SEO images**, e-commerce product catalogs, CMS migrations, and accessibility audits.

---

### What it does

- **Mode A — Image URLs:** give it a list of image URLs → get alt text for each.
- **Mode B — Website audit:** give it a page (or several) → it scans the HTML, finds `<img>` tags, and generates alt text for the images that are **missing or have empty alt** (`onlyMissingAlt`). Ideal for auditing a site's accessibility gaps.
- Multilingual output, a length cap tuned for WCAG (~125 characters), an optional **SEO keyword hint**, and **decorative-image detection** (recommends empty `alt=""` for purely ornamental images instead of a bogus description).

### Output

One dataset row per image, with a table view built in:

| Field | Description |
|---|---|
| `imageUrl` | The image that was described |
| `altText` | The generated alt text (empty for decorative images) |
| `flaggedDecorative` | `true` if the image was judged purely decorative |
| `charCount` | Length of the alt text |
| `pageUrl` | The page it was found on (website mode) |
| `existingAlt` | The alt text already present, if any |
| `status` | `ok`, `error`, or `mocked` |

A run **summary** (counts + estimated cost) is stored in the key-value store under `SUMMARY`.

### Example input

**Website audit (only images missing alt):**

```json
{
  "startUrls": [{ "url": "https://example.com" }],
  "onlyMissingAlt": true,
  "language": "English",
  "style": "concise",
  "maxLength": 125,
  "maxImages": 200
}
````

**A list of image URLs, Spanish, with an SEO hint:**

```json
{
  "imageUrls": [
    "https://example.com/products/mug-01.jpg",
    "https://example.com/products/mug-02.jpg"
  ],
  "language": "Spanish",
  "keywordHint": "handmade ceramic mug, product page",
  "style": "descriptive"
}
```

### Key options

| Option | Default | Notes |
|---|---|---|
| `imageUrls` | `[]` | Mode A — direct image URLs |
| `startUrls` | `[]` | Mode B — website pages to scan |
| `onlyMissingAlt` | `true` | Website mode: skip images that already have alt text |
| `language` | `English` | Any language |
| `style` | `concise` | `concise` (WCAG-friendly) or `descriptive` |
| `maxLength` | `125` | Hard character cap |
| `keywordHint` | — | Woven in naturally; no keyword stuffing |
| `detectDecorative` | `true` | Recommends `alt=""` for ornamental images |
| `maxImages` | `200` | Per-run safety cap (controls cost) |
| `model` | `google/gemini-2.5-flash-lite` | Any OpenRouter vision model (e.g. `openai/gpt-5-nano`, `amazon/nova-lite-v1`) |
| `apiBaseUrl` | OpenRouter | OpenAI-compatible base URL — swap for OpenAI/Groq/Together/local |
| `renderJs` | `false` | Use a browser for JS-heavy sites (slower) |
| `maxPagesPerCrawl` | `1` | Pages to crawl per start URL (same domain) |
| `concurrency` | `5` | Parallel image requests |

### Pricing

Billed **per image processed** (pay-per-event). Failed images are **not** charged. On cheap OpenRouter vision models the underlying cost is roughly **$0.0001–0.0003 per image**. Supported image formats: JPEG, PNG, GIF, WebP (SVG/ICO are skipped in website mode).

### Please note (fair use & accuracy)

- **Only scan websites you own or have permission to analyze.** You supply the target; you're responsible for it.
- Alt text is **AI-generated** — review it before publishing, especially in legally-sensitive or compliance-critical contexts.
- Images are processed transiently and are **not stored** beyond the run; your results live in your dataset.

***

### Running / self-hosting

The hosted actor provides the AI backend — you just pay per image. To self-host or run locally:

1. `npm install`
2. Set `OPENROUTER_API_KEY` (env var) or pass `openrouterApiKey` in the input. Get a key at https://openrouter.ai/keys
3. `npx apify-cli run` (or `npm start`). Without a key it runs in **mock mode** (placeholder alt text) so you can test the pipeline.

To use a different provider, set the `apiBaseUrl` input to any OpenAI-compatible endpoint (OpenAI, Groq, Together, a local server) and supply that provider's key.

#### Configure monetization (maintainer)

On the Apify platform, set `OPENROUTER_API_KEY` as an Actor environment secret, and configure a **pay-per-event** price for the event `image-processed` in the Actor's monetization settings. The code calls `Actor.charge({ eventName: 'image-processed' })` once per successfully processed image.

Built with [Apify SDK](https://docs.apify.com/sdk/js/) + [Crawlee](https://crawlee.dev/) + OpenRouter vision models.

# Actor input Schema

## `imageUrls` (type: `array`):

Mode A — a list of direct image URLs to generate alt text for. Leave empty if you only want to scan websites.

## `startUrls` (type: `array`):

Mode B — website pages to scan for images. Only scan sites you own or have permission to analyze. The actor finds <img> tags and writes alt text for images that are missing it.

## `onlyMissingAlt` (type: `boolean`):

In website mode, only generate alt text for images whose alt attribute is empty or missing. Turn off to (re)generate alt text for every image.

## `language` (type: `string`):

Language for the generated alt text (e.g. English, Spanish, French, German).

## `style` (type: `string`):

Concise = short, functional alt text (recommended for accessibility). Descriptive = a richer description.

## `maxLength` (type: `integer`):

Hard cap on alt text length. WCAG guidance favors ~125 characters or fewer.

## `keywordHint` (type: `string`):

Optional context or target keyword to weave in naturally (no keyword stuffing). E.g. 'handmade ceramic mug, product page'.

## `detectDecorative` (type: `boolean`):

Flag purely decorative images (spacers, ornaments) and recommend empty alt text (alt="") instead of a description.

## `maxImages` (type: `integer`):

Safety cap on how many images to process in one run (controls cost).

## `model` (type: `string`):

Any OpenRouter (or OpenAI-compatible) vision model ID. Cheap, reliable defaults: google/gemini-2.5-flash-lite, openai/gpt-5-nano, amazon/nova-lite-v1. Browse all vision models at https://openrouter.ai/models?modality=text+image-%3Etext

## `renderJs` (type: `boolean`):

Website mode only. Use a full browser to render JavaScript-heavy pages before extracting images. Recommended on: most modern sites load images via JavaScript. Turn off for faster scans of static HTML sites.

## `maxPagesPerCrawl` (type: `integer`):

Website mode only. How many pages to crawl per start URL (same domain). 1 = just the given page.

## `concurrency` (type: `integer`):

How many images to describe in parallel. Higher is faster but may hit model rate limits.

## `apiBaseUrl` (type: `string`):

OpenAI-compatible chat-completions base URL. Defaults to OpenRouter. Change to use OpenAI, Groq, Together, or a local server (e.g. https://api.openai.com/v1).

## `openrouterApiKey` (type: `string`):

Optional. Only needed if you self-host this actor. On the hosted actor this is provided for you and you simply pay per image processed. Get one at https://openrouter.ai/keys

## Actor input object example

```json
{
  "imageUrls": [
    "https://upload.wikimedia.org/wikipedia/commons/3/3a/Cat03.jpg"
  ],
  "startUrls": [],
  "onlyMissingAlt": true,
  "language": "English",
  "style": "concise",
  "maxLength": 125,
  "detectDecorative": true,
  "maxImages": 200,
  "model": "google/gemini-2.5-flash-lite",
  "renderJs": true,
  "maxPagesPerCrawl": 1,
  "concurrency": 5,
  "apiBaseUrl": "https://openrouter.ai/api/v1"
}
```

# Actor output Schema

## `altText` (type: `string`):

One dataset row per image: imageUrl, altText, flaggedDecorative, charCount, pageUrl, existingAlt, status.

## `summary` (type: `string`):

Counts (processed, decorative, errors) and estimated model cost for the run.

# 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 = {
    "imageUrls": [
        "https://picsum.photos/id/237/400/300",
        "https://picsum.photos/id/1015/400/300"
    ],
    "startUrls": []
};

// Run the Actor and wait for it to finish
const run = await client.actor("raional/ai-alt-text-generator").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 = {
    "imageUrls": [
        "https://picsum.photos/id/237/400/300",
        "https://picsum.photos/id/1015/400/300",
    ],
    "startUrls": [],
}

# Run the Actor and wait for it to finish
run = client.actor("raional/ai-alt-text-generator").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 '{
  "imageUrls": [
    "https://picsum.photos/id/237/400/300",
    "https://picsum.photos/id/1015/400/300"
  ],
  "startUrls": []
}' |
apify call raional/ai-alt-text-generator --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=raional/ai-alt-text-generator",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "AI Alt Text Generator & Checker: Fix Missing Alt Text",
        "description": "Generate accessibility- and SEO-ready alt text for a list of image URLs, or scan a whole website and write alt text for every image that's missing it. Powered by AI vision.",
        "version": "0.1",
        "x-build-id": "ad7mZROVcOhTrLOsE"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/raional~ai-alt-text-generator/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-raional-ai-alt-text-generator",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/raional~ai-alt-text-generator/runs": {
            "post": {
                "operationId": "runs-sync-raional-ai-alt-text-generator",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/raional~ai-alt-text-generator/run-sync": {
            "post": {
                "operationId": "run-sync-raional-ai-alt-text-generator",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                    "imageUrls": {
                        "title": "Image URLs",
                        "type": "array",
                        "description": "Mode A — a list of direct image URLs to generate alt text for. Leave empty if you only want to scan websites.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "startUrls": {
                        "title": "Website URLs to scan",
                        "type": "array",
                        "description": "Mode B — website pages to scan for images. Only scan sites you own or have permission to analyze. The actor finds <img> tags and writes alt text for images that are missing it.",
                        "items": {
                            "type": "object",
                            "required": [
                                "url"
                            ],
                            "properties": {
                                "url": {
                                    "type": "string",
                                    "title": "URL of a web page",
                                    "format": "uri"
                                }
                            }
                        }
                    },
                    "onlyMissingAlt": {
                        "title": "Only images missing alt text",
                        "type": "boolean",
                        "description": "In website mode, only generate alt text for images whose alt attribute is empty or missing. Turn off to (re)generate alt text for every image.",
                        "default": true
                    },
                    "language": {
                        "title": "Alt text language",
                        "type": "string",
                        "description": "Language for the generated alt text (e.g. English, Spanish, French, German).",
                        "default": "English"
                    },
                    "style": {
                        "title": "Style",
                        "enum": [
                            "concise",
                            "descriptive"
                        ],
                        "type": "string",
                        "description": "Concise = short, functional alt text (recommended for accessibility). Descriptive = a richer description.",
                        "default": "concise"
                    },
                    "maxLength": {
                        "title": "Max length (characters)",
                        "minimum": 20,
                        "maximum": 500,
                        "type": "integer",
                        "description": "Hard cap on alt text length. WCAG guidance favors ~125 characters or fewer.",
                        "default": 125
                    },
                    "keywordHint": {
                        "title": "SEO keyword / context hint",
                        "type": "string",
                        "description": "Optional context or target keyword to weave in naturally (no keyword stuffing). E.g. 'handmade ceramic mug, product page'."
                    },
                    "detectDecorative": {
                        "title": "Detect decorative images",
                        "type": "boolean",
                        "description": "Flag purely decorative images (spacers, ornaments) and recommend empty alt text (alt=\"\") instead of a description.",
                        "default": true
                    },
                    "maxImages": {
                        "title": "Max images per run",
                        "minimum": 1,
                        "maximum": 5000,
                        "type": "integer",
                        "description": "Safety cap on how many images to process in one run (controls cost).",
                        "default": 200
                    },
                    "model": {
                        "title": "Vision model",
                        "type": "string",
                        "description": "Any OpenRouter (or OpenAI-compatible) vision model ID. Cheap, reliable defaults: google/gemini-2.5-flash-lite, openai/gpt-5-nano, amazon/nova-lite-v1. Browse all vision models at https://openrouter.ai/models?modality=text+image-%3Etext",
                        "default": "google/gemini-2.5-flash-lite"
                    },
                    "renderJs": {
                        "title": "Render JavaScript (slower)",
                        "type": "boolean",
                        "description": "Website mode only. Use a full browser to render JavaScript-heavy pages before extracting images. Recommended on: most modern sites load images via JavaScript. Turn off for faster scans of static HTML sites.",
                        "default": true
                    },
                    "maxPagesPerCrawl": {
                        "title": "Max pages per site",
                        "minimum": 1,
                        "maximum": 200,
                        "type": "integer",
                        "description": "Website mode only. How many pages to crawl per start URL (same domain). 1 = just the given page.",
                        "default": 1
                    },
                    "concurrency": {
                        "title": "Parallel image requests",
                        "minimum": 1,
                        "maximum": 20,
                        "type": "integer",
                        "description": "How many images to describe in parallel. Higher is faster but may hit model rate limits.",
                        "default": 5
                    },
                    "apiBaseUrl": {
                        "title": "API base URL (advanced)",
                        "type": "string",
                        "description": "OpenAI-compatible chat-completions base URL. Defaults to OpenRouter. Change to use OpenAI, Groq, Together, or a local server (e.g. https://api.openai.com/v1).",
                        "default": "https://openrouter.ai/api/v1"
                    },
                    "openrouterApiKey": {
                        "title": "OpenRouter API key (optional)",
                        "type": "string",
                        "description": "Optional. Only needed if you self-host this actor. On the hosted actor this is provided for you and you simply pay per image processed. Get one at https://openrouter.ai/keys"
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
