# Yandex Maps Reviews Scraper (`brilliant_gum/yandex-maps-reviews`) Actor

Extract reviews from any Yandex Maps business listing. Includes automatic RU→EN translation, sentiment analysis (-1 to 1 score), star ratings, photos, business replies, and metadata. Filter by date range and rating. Search by query or direct URL.

- **URL**: https://apify.com/brilliant\_gum/yandex-maps-reviews.md
- **Developed by:** [Yuliia Kulakova](https://apify.com/brilliant_gum) (community)
- **Categories:** Automation, Developer tools, AI
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $25.00 / 1,000 results

This Actor is paid per event and usage. You are charged both the fixed price for specific events and for Apify platform usage.

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

## What's an Apify Actor?

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

## How to integrate an Actor?

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

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

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

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

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

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

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

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

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

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

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


# README

![Yandex Maps Reviews Scraper](https://i.imgur.com/uotIT6b.png)

## Yandex Maps Reviews Scraper

**Extract Yandex Maps reviews with English translation and sentiment analysis. $25 per 1,000 reviews.**

Yandex Maps is the dominant mapping platform across Russia and CIS — the equivalent of Google Maps for over 100 million users. Every business listing accumulates reviews that directly influence purchasing decisions. There is no official Yandex API for review data. This scraper is the only maintained solution that delivers translated, sentiment-scored review data ready for analysis.

---

### What you get

For every review scraped, you receive:

- **Original Russian text** — complete, untruncated review content
- **English translation** — automatic RU→EN translation, already-English text is detected and skipped
- **Sentiment analysis** — positive / neutral / negative label, a continuous score from -1.0 to 1.0, and the specific keywords that drove the classification
- **Star rating** — 1–5 stars per review
- **Review date** — parsed to ISO format (YYYY-MM-DD)
- **Reviewer profile** — name and link to their Yandex profile
- **Photos** — count and direct URLs of all photos attached to the review
- **Business reply** — owner response text when present
- **Reaction counts** — helpful, unhelpful, and funny counts per review
- **Business metadata** — name, address, phone, website, working hours, overall rating, and total review count

---

### Key features

#### Automatic RU→EN translation
Every review is translated from Russian to English using the Google Translate API with LRU caching for efficiency. Your team works directly with the English output — no manual translation step required.

#### Sentiment scoring
Each review receives a sentiment label (positive / neutral / negative), a continuous score from -1.0 to 1.0, and a list of the keywords that influenced the score. The score combines the star rating (primary signal) with a bilingual keyword scan of the review text.

#### Search-based discovery
Provide search queries instead of URLs — for example `"coffee shop Almaty center"` — and the scraper finds matching businesses and collects their reviews automatically. Useful for competitor research and market mapping without knowing exact listing URLs in advance.

#### Date and rating filters
Filter reviews by date range (`dateFrom` / `dateTo`) and minimum star rating (`minRating`). Run scheduled incremental scrapes to capture only new reviews since your last run. Billing applies only to reviews that pass all filters.

#### Sort order
Request reviews sorted by newest first (`by_time`), lowest rating first (`by_rating_asc`), or highest rating first (`by_rating_desc`).

---

### Why Yandex data is valuable

Yandex controls the dominant share of search and maps traffic across Russia and CIS markets. A business's Yandex Maps rating directly influences local visibility and foot traffic — in the same way Google Maps reviews drive decisions in Western markets. Yet the entire review corpus is in Russian, making it operationally inaccessible to most English-speaking teams without translation infrastructure.

This scraper delivers that data in English, structured, and sentiment-scored — ready to drop into your analytics pipeline, BI tool, or spreadsheet.

---

### Use cases

**Market research and competitive analysis**
Pull reviews for any set of businesses in a city or category. Compare sentiment scores, identify recurring complaints, and benchmark ratings across competitors — without reading Russian.

**Reputation monitoring**
Track your own listings across multiple locations without logging into Yandex Business per branch. Set up scheduled runs with `dateFrom` filtering to capture only reviews posted since the last run.

**NLP dataset creation**
Yandex Maps reviews are Russian-language ground truth: star ratings provide reliable sentiment labels. Export `textOriginal` + `rating` + `sentimentScore` to build or validate Russian-language NLP models.

**Lead generation and B2B prospecting**
Use `businessPhone`, `businessWebsite`, `businessAddress`, and category context to build targeted lists of businesses by region and vertical.

---

### Input options

| Parameter | Type | Description |
|-----------|------|-------------|
| `businessUrls` | array | Direct Yandex Maps listing URLs to scrape |
| `searchQueries` | array | Search terms — scraper finds matching businesses automatically |
| `maxReviewsPerBusiness` | number | Maximum reviews to collect per business (default: 100) |
| `translateToEnglish` | boolean | Enable RU→EN translation (default: true) |
| `analyzeSentiment` | boolean | Enable sentiment scoring (default: true) |
| `sortBy` | string | `by_time` · `by_rating_asc` · `by_rating_desc` |
| `minRating` | number | Minimum star rating to include (1–5, default: 0 = all) |
| `dateFrom` | string | Include reviews on or after this date (YYYY-MM-DD) |
| `dateTo` | string | Include reviews on or before this date (YYYY-MM-DD) |

---

### Output schema

| Field | Type | Description |
|-------|------|-------------|
| `reviewId` | string | Unique review identifier |
| `businessName` | string | Business display name |
| `businessUrl` | string | Scraped Yandex Maps URL |
| `businessAddress` | string | Full formatted address |
| `businessPhone` | string | Business phone number |
| `businessWebsite` | string | Business website URL |
| `businessHoursRaw` | string | Working hours text |
| `businessRatingOverall` | number | Overall average rating (e.g. 4.7) |
| `businessTotalReviews` | number | Total review count for the business |
| `rating` | number | Review star rating (1–5) |
| `textOriginal` | string | Original Russian review text |
| `textEnglish` | string | English translation |
| `reviewDate` | string | ISO date (YYYY-MM-DD) |
| `sentiment` | string | `positive`, `neutral`, or `negative` |
| `sentimentScore` | number | Score from -1.0 (most negative) to 1.0 (most positive) |
| `sentimentKeywords` | array | Keywords that drove the score (negative ones prefixed with `-`) |
| `reviewerName` | string | Reviewer display name |
| `reviewerUrl` | string | Link to reviewer's Yandex profile |
| `hasPhotos` | boolean | Whether the review includes photos |
| `reviewPhotosCount` | number | Number of photos attached |
| `photoUrls` | array | Direct URLs of review photos |
| `reactionCounts` | object | `{helpful: N, unhelpful: N, funny: N}` |
| `businessReply` | string | Business owner response text |
| `scrapedAt` | string | ISO timestamp of when the review was scraped |

---

### Quick start examples

#### Scrape a business by URL

```json
{
  "businessUrls": [
    "https://yandex.ru/maps/org/your_business/1234567890/reviews/"
  ],
  "maxReviewsPerBusiness": 100,
  "translateToEnglish": true,
  "analyzeSentiment": true,
  "sortBy": "by_time"
}
````

#### Find businesses by search query

```json
{
  "searchQueries": [
    "coffee shop Almaty center",
    "sushi restaurant Baku"
  ],
  "maxReviewsPerBusiness": 50,
  "translateToEnglish": true,
  "analyzeSentiment": true
}
```

#### Incremental update — last 30 days only

```json
{
  "businessUrls": [
    "https://yandex.ru/maps/org/your_business/1234567890/reviews/"
  ],
  "maxReviewsPerBusiness": 500,
  "translateToEnglish": true,
  "analyzeSentiment": true,
  "sortBy": "by_time",
  "dateFrom": "2026-04-15",
  "dateTo": "2026-05-15"
}
```

#### Negative reviews only

```json
{
  "businessUrls": [
    "https://yandex.ru/maps/org/your_business/1234567890/reviews/"
  ],
  "maxReviewsPerBusiness": 200,
  "translateToEnglish": true,
  "analyzeSentiment": true,
  "sortBy": "by_rating_asc",
  "minRating": 0
}
```

***

### Pricing

**$25 per 1,000 reviews** — pay only for reviews that pass your filters. No monthly minimums, no setup fees.

| Volume | Cost |
|--------|------|
| 100 reviews | $2.50 |
| 1,000 reviews | $25.00 |
| 10,000 reviews | $250.00 |
| 100,000 reviews | $2,500.00 |

Filtered-out reviews (by date or rating) are not charged.

***

### Competitor comparison

| Feature | This scraper | zen-studio actor | DIY / open-source |
|---------|-------------|------------------|-------------------|
| RU→EN translation | Yes | No | No |
| Sentiment score + keywords | Yes | No | No |
| Date filtering | Yes | No | No |
| Rating filter | Yes | No | No |
| Sort order control | Yes | No | No |
| Search-based discovery | Yes | No | No |
| Business phone / website / hours | Yes | Partial | No |
| Business overall rating + review count | Yes | Partial | No |
| Reaction counts | Yes | No | No |
| No infrastructure required | Yes | Yes | No |
| Actively maintained | Yes | Intermittent | No |

***

### Notes

- Yandex Maps displays up to approximately 600 reviews per listing regardless of scraping method — this is a platform constraint, not a scraper limitation.
- Translation and sentiment analysis can be disabled independently to reduce cost or processing time.
- Scheduled runs with `dateFrom` filtering are the recommended approach for ongoing monitoring workflows.

# Actor input Schema

## `businessUrls` (type: `array`):

List of Yandex Maps business page URLs to scrape reviews from. Example: https://yandex.ru/maps/org/mcdonalds/1124715036/reviews/

## `searchQueries` (type: `array`):

Search queries to find businesses on Yandex Maps. Example: \["McDonald's Moscow", "Starbucks Saint Petersburg"]

## `maxReviewsPerBusiness` (type: `integer`):

Maximum number of reviews to scrape per business. Yandex Maps displays up to ~600 reviews per listing.

## `translateToEnglish` (type: `boolean`):

Translate Russian review text to English using Google Translate free API. Translated text is stored in the textEnglish field. Uses an LRU cache to avoid translating duplicate phrases.

## `analyzeSentiment` (type: `boolean`):

Add sentiment analysis to each review. Outputs: sentiment label (positive/neutral/negative), sentimentScore (float -1.0 to 1.0), and sentimentKeywords (matched Russian and English keywords). Primary signal is star rating; keyword analysis provides secondary enrichment.

## `sortBy` (type: `string`):

Order in which to retrieve reviews.

## `minRating` (type: `integer`):

Only include reviews with this rating or higher (0 = no filter).

## `dateFrom` (type: `string`):

Only scrape reviews on or after this date (YYYY-MM-DD). Leave empty to scrape all.

## `dateTo` (type: `string`):

Only scrape reviews on or before this date (YYYY-MM-DD). Leave empty to scrape all.

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

Proxy settings. Apify residential proxies (Russia/CIS region) are strongly recommended for high reliability. Yandex aggressively blocks non-CIS datacenter IPs.

## Actor input object example

```json
{
  "businessUrls": [
    "https://yandex.ru/maps/org/mcdonalds/1124715036/reviews/"
  ],
  "searchQueries": [],
  "maxReviewsPerBusiness": 100,
  "translateToEnglish": true,
  "analyzeSentiment": true,
  "sortBy": "by_time",
  "minRating": 0
}
```

# Actor output Schema

## `results` (type: `string`):

No description

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

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

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "businessUrls": [
        "https://yandex.ru/maps/org/mcdonalds/1124715036/reviews/"
    ],
    "searchQueries": []
};

// Run the Actor and wait for it to finish
const run = await client.actor("brilliant_gum/yandex-maps-reviews").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 = {
    "businessUrls": ["https://yandex.ru/maps/org/mcdonalds/1124715036/reviews/"],
    "searchQueries": [],
}

# Run the Actor and wait for it to finish
run = client.actor("brilliant_gum/yandex-maps-reviews").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 '{
  "businessUrls": [
    "https://yandex.ru/maps/org/mcdonalds/1124715036/reviews/"
  ],
  "searchQueries": []
}' |
apify call brilliant_gum/yandex-maps-reviews --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=brilliant_gum/yandex-maps-reviews",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Yandex Maps Reviews Scraper",
        "description": "Extract reviews from any Yandex Maps business listing. Includes automatic RU→EN translation, sentiment analysis (-1 to 1 score), star ratings, photos, business replies, and metadata. Filter by date range and rating. Search by query or direct URL.",
        "version": "1.0",
        "x-build-id": "6yYFiCHH5jdwGx7Aj"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/brilliant_gum~yandex-maps-reviews/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-brilliant_gum-yandex-maps-reviews",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/brilliant_gum~yandex-maps-reviews/runs": {
            "post": {
                "operationId": "runs-sync-brilliant_gum-yandex-maps-reviews",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/brilliant_gum~yandex-maps-reviews/run-sync": {
            "post": {
                "operationId": "run-sync-brilliant_gum-yandex-maps-reviews",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                    "businessUrls": {
                        "title": "Business URLs",
                        "type": "array",
                        "description": "List of Yandex Maps business page URLs to scrape reviews from. Example: https://yandex.ru/maps/org/mcdonalds/1124715036/reviews/",
                        "items": {
                            "type": "string"
                        }
                    },
                    "searchQueries": {
                        "title": "Search Queries",
                        "type": "array",
                        "description": "Search queries to find businesses on Yandex Maps. Example: [\"McDonald's Moscow\", \"Starbucks Saint Petersburg\"]",
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxReviewsPerBusiness": {
                        "title": "Max Reviews Per Business",
                        "minimum": 1,
                        "maximum": 5000,
                        "type": "integer",
                        "description": "Maximum number of reviews to scrape per business. Yandex Maps displays up to ~600 reviews per listing.",
                        "default": 100
                    },
                    "translateToEnglish": {
                        "title": "Translate to English",
                        "type": "boolean",
                        "description": "Translate Russian review text to English using Google Translate free API. Translated text is stored in the textEnglish field. Uses an LRU cache to avoid translating duplicate phrases.",
                        "default": true
                    },
                    "analyzeSentiment": {
                        "title": "Analyze Sentiment",
                        "type": "boolean",
                        "description": "Add sentiment analysis to each review. Outputs: sentiment label (positive/neutral/negative), sentimentScore (float -1.0 to 1.0), and sentimentKeywords (matched Russian and English keywords). Primary signal is star rating; keyword analysis provides secondary enrichment.",
                        "default": true
                    },
                    "sortBy": {
                        "title": "Sort Reviews By",
                        "enum": [
                            "by_time",
                            "by_rating_asc",
                            "by_rating_desc"
                        ],
                        "type": "string",
                        "description": "Order in which to retrieve reviews.",
                        "default": "by_time"
                    },
                    "minRating": {
                        "title": "Minimum Rating Filter",
                        "minimum": 0,
                        "maximum": 5,
                        "type": "integer",
                        "description": "Only include reviews with this rating or higher (0 = no filter).",
                        "default": 0
                    },
                    "dateFrom": {
                        "title": "Date From",
                        "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
                        "type": "string",
                        "description": "Only scrape reviews on or after this date (YYYY-MM-DD). Leave empty to scrape all."
                    },
                    "dateTo": {
                        "title": "Date To",
                        "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
                        "type": "string",
                        "description": "Only scrape reviews on or before this date (YYYY-MM-DD). Leave empty to scrape all."
                    },
                    "proxyConfiguration": {
                        "title": "Proxy Configuration",
                        "type": "object",
                        "description": "Proxy settings. Apify residential proxies (Russia/CIS region) are strongly recommended for high reliability. Yandex aggressively blocks non-CIS datacenter IPs."
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```