# App Review Regression Monitor (`defenestrator/app-review-regression-monitor`) Actor

Detect app-review regressions across Apple App Store and Google Play with baseline comparison, severity scoring, and safe sample output.

- **URL**: https://apify.com/defenestrator/app-review-regression-monitor.md
- **Developed by:** [Defenestrator](https://apify.com/defenestrator) (community)
- **Categories:** Developer tools, Automation, Marketing
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $5.00 / 1,000 app review-regression signal rows

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

## App Review Regression Monitor

Detect **app-review regressions** across Apple App Store and Google Play. This Actor is designed for product, support, ASO, and release teams that need repeatable review-pressure monitoring instead of another bulk review export.

> Unofficial tool. Not affiliated with Apple, Google, Google Play, Apple App Store, or any monitored app.

### What it does

For each app / platform / country combination, the Actor returns one deterministic signal row with:

- recent review count and current average rating
- negative review count and negative-review rate
- optional previous-run baseline comparison
- rating delta, negative-rate delta, and new negative-review count
- severity score, severity bucket, alert flag, signal type, and machine-readable reasons
- repeated negative terms and version distribution
- safe sample-review evidence, metadata-only by default
- compact webhook payload for downstream alerts

This is **not** a generic review scraper. It is a monitoring and regression-detection layer for recent public app reviews.

### Data sources

- Apple App Store recent public reviews via Apple RSS JSON.
- Google Play recent public reviews via the PlayStoreUi `batchexecute` / `UsvDTd` endpoint.

No browser, proxy, login, paid API, or public Apify Actor dependency is required.

### Best use cases

- Watch for review regressions after app releases.
- Compare current review pressure against a previous run.
- Monitor localized incidents across countries.
- Produce scheduled review-health snapshots for product/support teams.
- Feed compact alert rows into webhooks, dashboards, or downstream automation.

### Input

Provide one or more apps with an Apple App Store numeric ID, a Google Play package name, or both:

```json
{
  "apps": [
    {
      "name": "WhatsApp Messenger",
      "iosAppId": "310633997",
      "googlePlayPackage": "com.whatsapp"
    }
  ],
  "countries": ["US", "GB"],
  "platforms": ["ios_app_store", "google_play"],
  "maxReviewsPerAppCountry": 20
}
````

### Baseline workflow

For repeat-use monitoring, select a previous run dataset in `baselineDataset`. The field uses Apify's `resourcePicker` with dataset `READ` permission, so the Actor can read private baseline datasets while staying under `LIMITED_PERMISSIONS`.

For local tests or API callers, `baselineRows` accepts inline rows from a previous run. The advanced `baselineDatasetId` field can read a dataset by ID, but the picker is preferred for private datasets because it grants the required storage permission.

Without a selected `baselineDataset`, `baselineDatasetId`, or inline `baselineRows`, the Actor reports current negative-review pressure, not a true regression.

### Sample review text

Default output uses:

```json
{
  "sampleReviewOutput": "metadataOnly"
}
```

That keeps sample rating/version/date metadata but omits raw review text. Use:

- `metadataOnly` — default; include sample metadata only.
- `snippets` — include short public review excerpts for QA or human triage.
- `none` — omit samples entirely.

Reviewer names are never emitted. Review text is public user-generated content, but snippet text is opt-in and should not be used as the sole basis for customer-impact, moderation, legal, employment, or other consequential decisions.

### Pricing

from $5.00 / 1,000 app review-regression signal rows

This Actor uses Apify Pay per Event pricing with platform usage included. The row event is charged only for useful rows written to the default dataset.

| Event | Price | Unit |
|---|---:|---|
| Actor start (`apify-actor-start`) | `$0.00005` | Once when the run starts. |
| App review-regression signal row (`apify-default-dataset-item`) | `$0.005` | Per app review-regression signal row. |

A row is one app / platform / country review-regression signal row, not one raw review. Apify plan discounts, user-configured max-charge limits, and any future Apify pricing UI changes may affect final charges.

### Output

The default dataset contains one row per app / platform / country signal. Important fields include:

- `appName`, `platform`, `country`, `identifier`
- `reviewCountFetched`, `negativeReviewCount`, `negativeReviewRate`, `currentAverageRating`
- `baselinePresent`, `avgRatingDelta`, `negativeRateDelta`, `newNegativeReviewCount`
- `severityScore`, `severity`, `alert`, `signalType`, `reasons`
- `topTerms`, `versionCounts`, `sampleReviewOutput`, `sampleReviews`
- `webhookPayload`

The Actor defines Apify output and dataset schemas:

- `results` links to default dataset rows.
- `summary` links to the run-level `OUTPUT` key-value record.
- Dataset views include alert overview, diagnostics, and terms/samples.

### Limitations

- Google Play's internal review endpoint is undocumented and may change.
- Recent review windows can shift quickly; consecutive runs may produce real differences even without a known app release.
- Low-sample app/country rows are returned as warnings, not silent successes.
- This Actor is for monitoring and triage. Verify important conclusions against official store pages and your own product/support data.
- Do not use output as the sole basis for consequential decisions about customers, employees, legal claims, or moderation actions.

### Responsible use

Use this Actor only for legitimate monitoring, analysis, and automation workflows. Do not use it for review manipulation, fake reviews, artificial ratings activity, unsolicited mass messaging, harassment, or other activity prohibited by Apify's terms or applicable law.

### Related Actors in this portfolio

This Actor is part of the **App marketplace quality monitors** group. These are narrow, source-specific Apify Actors intended for scheduled checks and repeatable dataset exports — not broad scraped-content feeds.

- [App Review Regression Monitor](https://apify.com/defenestrator/app-review-regression-monitor) — Apple App Store / Google Play review-regression monitoring with safe metadata defaults.

Each listing includes its own source notes, limits, pricing, and responsible-use caveats. Use the official source links in each Actor when decisions require verification.

# Actor input Schema

## `apps` (type: `array`):

Apps to check. Provide an iOS App Store numeric ID, a Google Play package name, or both.

## `countries` (type: `array`):

Two-letter country codes. Apple uses these in the RSS URL and Google Play uses them as gl= country codes.

## `platforms` (type: `array`):

Platforms to check. Use both for cross-platform monitoring.

## `maxReviewsPerAppCountry` (type: `integer`):

How many most-recent reviews to fetch and score for each app/platform/country combination.

## `negativeRatingThreshold` (type: `integer`):

Reviews with rating at or below this value count as negative.

## `minNegativeReviewsForAlert` (type: `integer`):

Adds severity when at least this many negative reviews are present in the current window.

## `sampleReviewOutput` (type: `string`):

Controls whether sample negative reviews include text. Default metadataOnly keeps rating/version/date without raw public review text; choose snippets only when you need short public-review excerpts for QA/triage.

## `maxSampleReviewsPerRow` (type: `integer`):

Maximum negative-review samples to include per output row. Set 0 or sampleReviewOutput=none to omit samples.

## `sampleReviewTextMaxChars` (type: `integer`):

Maximum characters per review text sample when sampleReviewOutput=snippets. Ignored for metadataOnly and none.

## `alertSeverityThreshold` (type: `integer`):

Rows with severity score at or above this number get alert=true.

## `baselineDataset` (type: `string`):

Optional previous App Review Regression Monitor dataset to use as the baseline. Use the picker in Console so this limited-permission Actor gets READ access to the selected private dataset.

## `baselineDatasetId` (type: `string`):

Advanced/API fallback for a previous run dataset ID. Prefer the Previous run dataset picker so limited permissions grant READ access to private datasets.

## `maxBaselineRows` (type: `integer`):

Maximum rows to load from the selected previous-run baseline dataset. Capped at 5000.

## `baselineRows` (type: `array`):

Optional inline rows from a previous run of this Actor, or objects with platform, country, app identifier, currentAverageRating/previousAverageRating, negativeReviewRate/previousNegativeReviewRate, and negativeReviewCount/previousNegativeReviewCount. Prefer Previous run dataset for real repeat-use workflows; inline rows remain useful for local tests and API callers.

## `timeoutMs` (type: `integer`):

Per-request timeout for source fetches.

## Actor input object example

```json
{
  "apps": [
    {
      "name": "WhatsApp Messenger",
      "iosAppId": "310633997",
      "googlePlayPackage": "com.whatsapp"
    },
    {
      "name": "Instagram",
      "iosAppId": "389801252",
      "googlePlayPackage": "com.instagram.android"
    }
  ],
  "countries": [
    "US",
    "GB"
  ],
  "platforms": [
    "ios_app_store",
    "google_play"
  ],
  "maxReviewsPerAppCountry": 20,
  "negativeRatingThreshold": 2,
  "minNegativeReviewsForAlert": 3,
  "sampleReviewOutput": "metadataOnly",
  "maxSampleReviewsPerRow": 3,
  "sampleReviewTextMaxChars": 160,
  "alertSeverityThreshold": 30,
  "maxBaselineRows": 1000,
  "baselineRows": [],
  "timeoutMs": 25000
}
```

# Actor output Schema

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

Dataset rows: one app/platform/country signal per result.

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

Run-level summary including counts, baseline mode, matched baselines, alerts, warnings, and errors.

# 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 = {
    "apps": [
        {
            "name": "WhatsApp Messenger",
            "iosAppId": "310633997",
            "googlePlayPackage": "com.whatsapp"
        },
        {
            "name": "Instagram",
            "iosAppId": "389801252",
            "googlePlayPackage": "com.instagram.android"
        }
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("defenestrator/app-review-regression-monitor").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 = { "apps": [
        {
            "name": "WhatsApp Messenger",
            "iosAppId": "310633997",
            "googlePlayPackage": "com.whatsapp",
        },
        {
            "name": "Instagram",
            "iosAppId": "389801252",
            "googlePlayPackage": "com.instagram.android",
        },
    ] }

# Run the Actor and wait for it to finish
run = client.actor("defenestrator/app-review-regression-monitor").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 '{
  "apps": [
    {
      "name": "WhatsApp Messenger",
      "iosAppId": "310633997",
      "googlePlayPackage": "com.whatsapp"
    },
    {
      "name": "Instagram",
      "iosAppId": "389801252",
      "googlePlayPackage": "com.instagram.android"
    }
  ]
}' |
apify call defenestrator/app-review-regression-monitor --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=defenestrator/app-review-regression-monitor",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "App Review Regression Monitor",
        "description": "Detect app-review regressions across Apple App Store and Google Play with baseline comparison, severity scoring, and safe sample output.",
        "version": "0.0",
        "x-build-id": "33XesQXX3emtd9vV3"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/defenestrator~app-review-regression-monitor/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-defenestrator-app-review-regression-monitor",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/defenestrator~app-review-regression-monitor/runs": {
            "post": {
                "operationId": "runs-sync-defenestrator-app-review-regression-monitor",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/defenestrator~app-review-regression-monitor/run-sync": {
            "post": {
                "operationId": "run-sync-defenestrator-app-review-regression-monitor",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "required": [
                    "apps"
                ],
                "properties": {
                    "apps": {
                        "title": "Apps to monitor",
                        "type": "array",
                        "description": "Apps to check. Provide an iOS App Store numeric ID, a Google Play package name, or both.",
                        "items": {
                            "type": "object",
                            "required": [
                                "name"
                            ],
                            "properties": {
                                "name": {
                                    "type": "string",
                                    "title": "App name",
                                    "description": "Human-readable app name used in output rows and alerts."
                                },
                                "iosAppId": {
                                    "type": "string",
                                    "title": "iOS App Store ID",
                                    "description": "Numeric Apple App Store app ID, for example 310633997."
                                },
                                "googlePlayPackage": {
                                    "type": "string",
                                    "title": "Google Play package",
                                    "description": "Google Play package name, for example com.whatsapp."
                                }
                            }
                        }
                    },
                    "countries": {
                        "title": "Countries/locales",
                        "type": "array",
                        "description": "Two-letter country codes. Apple uses these in the RSS URL and Google Play uses them as gl= country codes.",
                        "items": {
                            "type": "string"
                        },
                        "default": [
                            "US",
                            "GB"
                        ]
                    },
                    "platforms": {
                        "title": "Platforms",
                        "type": "array",
                        "description": "Platforms to check. Use both for cross-platform monitoring.",
                        "items": {
                            "type": "string"
                        },
                        "default": [
                            "ios_app_store",
                            "google_play"
                        ]
                    },
                    "maxReviewsPerAppCountry": {
                        "title": "Max recent reviews per app/platform/country",
                        "minimum": 3,
                        "maximum": 100,
                        "type": "integer",
                        "description": "How many most-recent reviews to fetch and score for each app/platform/country combination.",
                        "default": 20
                    },
                    "negativeRatingThreshold": {
                        "title": "Negative review rating threshold",
                        "minimum": 1,
                        "maximum": 3,
                        "type": "integer",
                        "description": "Reviews with rating at or below this value count as negative.",
                        "default": 2
                    },
                    "minNegativeReviewsForAlert": {
                        "title": "Minimum negative reviews for alert pressure",
                        "minimum": 1,
                        "maximum": 50,
                        "type": "integer",
                        "description": "Adds severity when at least this many negative reviews are present in the current window.",
                        "default": 3
                    },
                    "sampleReviewOutput": {
                        "title": "Sample review output",
                        "enum": [
                            "metadataOnly",
                            "snippets",
                            "none"
                        ],
                        "type": "string",
                        "description": "Controls whether sample negative reviews include text. Default metadataOnly keeps rating/version/date without raw public review text; choose snippets only when you need short public-review excerpts for QA/triage.",
                        "default": "metadataOnly"
                    },
                    "maxSampleReviewsPerRow": {
                        "title": "Max sample reviews per row",
                        "minimum": 0,
                        "maximum": 5,
                        "type": "integer",
                        "description": "Maximum negative-review samples to include per output row. Set 0 or sampleReviewOutput=none to omit samples.",
                        "default": 3
                    },
                    "sampleReviewTextMaxChars": {
                        "title": "Sample text max characters",
                        "minimum": 40,
                        "maximum": 360,
                        "type": "integer",
                        "description": "Maximum characters per review text sample when sampleReviewOutput=snippets. Ignored for metadataOnly and none.",
                        "default": 160
                    },
                    "alertSeverityThreshold": {
                        "title": "Alert severity threshold",
                        "minimum": 1,
                        "maximum": 100,
                        "type": "integer",
                        "description": "Rows with severity score at or above this number get alert=true.",
                        "default": 30
                    },
                    "baselineDataset": {
                        "title": "Previous run dataset",
                        "type": "string",
                        "description": "Optional previous App Review Regression Monitor dataset to use as the baseline. Use the picker in Console so this limited-permission Actor gets READ access to the selected private dataset."
                    },
                    "baselineDatasetId": {
                        "title": "Previous dataset ID (advanced)",
                        "type": "string",
                        "description": "Advanced/API fallback for a previous run dataset ID. Prefer the Previous run dataset picker so limited permissions grant READ access to private datasets."
                    },
                    "maxBaselineRows": {
                        "title": "Max baseline rows to read",
                        "minimum": 1,
                        "maximum": 5000,
                        "type": "integer",
                        "description": "Maximum rows to load from the selected previous-run baseline dataset. Capped at 5000.",
                        "default": 1000
                    },
                    "baselineRows": {
                        "title": "Optional previous run rows / baselines",
                        "type": "array",
                        "description": "Optional inline rows from a previous run of this Actor, or objects with platform, country, app identifier, currentAverageRating/previousAverageRating, negativeReviewRate/previousNegativeReviewRate, and negativeReviewCount/previousNegativeReviewCount. Prefer Previous run dataset for real repeat-use workflows; inline rows remain useful for local tests and API callers.",
                        "items": {
                            "type": "object"
                        },
                        "default": []
                    },
                    "timeoutMs": {
                        "title": "Fetch timeout milliseconds",
                        "minimum": 5000,
                        "maximum": 60000,
                        "type": "integer",
                        "description": "Per-request timeout for source fetches.",
                        "default": 25000
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```