# Social App Review Monitor (`scenic_telescope/a2a-appstore-review-scraper`) Actor

Track recent Apple App Store reviews for Instagram, TikTok, YouTube, Facebook, Snapchat, and X. Built for social app monitoring, ASO research, release impact analysis, and competitor review dashboards.

- **URL**: https://apify.com/scenic\_telescope/a2a-appstore-review-scraper.md
- **Developed by:** [ping](https://apify.com/scenic_telescope) (community)
- **Categories:** Developer tools, Automation, Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

$0.09 / 1,000 reviews

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

## Social App Review Monitor

Monitor recent Apple App Store reviews for major social apps without wiring up a
custom scraper for every competitor. This Actor extracts structured review data
for Instagram, TikTok, YouTube, Facebook, Snapchat, and X, then saves it as
clean JSON/CSV-ready records for dashboards, ASO research, sentiment analysis,
and release monitoring.

Use it when you need a fast, bounded review feed for social app intelligence,
not a universal App Store crawler.

### Proof artifact

Use the latest sample report when buyers ask what the Actor produces:

`../../reports/social-app-review-monitor-proof-2026-06-17.md`

The report uses `targetId=all`, `countries=["us"]`, and `maxItems=120` to show
how a balanced social app review snapshot can become a weekly complaint and
rating brief.

### What you can do

- Track fresh reviews for the largest social apps in the US App Store.
- Compare complaints and praise across Instagram, TikTok, YouTube, Facebook,
  Snapchat, and X.
- Watch review sentiment after product releases, policy changes, or outages.
- Feed review titles, text, ratings, dates, versions, countries, and app IDs
  into BI dashboards, notebooks, or AI agents.
- Schedule recurring runs and export results from Apify as JSON, CSV, Excel, or
  via API.

### Best fit

- Product teams watching competitor reviews.
- ASO and growth teams mining review language for keywords and objections.
- Agencies building weekly social app market reports.
- Researchers and agent builders that need predictable public review data.
- Developers who want a safe fixed-target input instead of arbitrary URL
  scraping.

### Current target apps

The Actor supports a fixed allowlist:

- Instagram
- TikTok
- YouTube
- Facebook
- Snapchat
- X

Choose one target for a focused run, or choose `all` to collect a balanced
competitor snapshot across every configured social app.

### Quick start

1. Click **Try for free**.
2. Keep `targetId` set to `all` for a social app review snapshot, or select one
   app.
3. Keep `countries` as `["us"]`, or add more App Store country codes.
4. Set `maxItems` to the maximum number of review records you want.
5. Start the run and export the dataset from Apify Storage.

Example input:

```json
{
  "targetId": "all",
  "countries": ["us"],
  "maxItems": 300
}
````

For scheduled monitoring, set `until` to the newest review date already stored
in your own system so each run only returns newer reviews.

### Pricing

This Actor charges only when a review record is successfully written to the
default dataset.

- Event name: `review`
- Price: `$0.00009` per review
- Equivalent: `$0.09 / 1,000 reviews`

Example: collecting 300 reviews costs up to `$0.027` before any platform usage
costs. If fewer reviews are available, you pay only for the records written.

### Output

Each dataset item uses a compact review schema compatible with common App Store
review analysis workflows:

```json
{
  "parentId": "10954854441",
  "id": "10954854441",
  "date": "2024-02-18T19:48:09-07:00",
  "userName": "reviewer",
  "userUrl": "https://itunes.apple.com/us/reviews/id123",
  "version": "1.0.0",
  "score": 5,
  "title": "Great app",
  "text": "Useful and polished.",
  "url": "https://itunes.apple.com/us/review?id=123456&type=Purple%20Software",
  "country": "US",
  "appId": "123456"
}
```

Useful fields by workflow:

| Workflow | Fields |
| --- | --- |
| ASO keyword research | `title`, `text`, `score`, `country` |
| Release impact monitoring | `version`, `date`, `score`, `text` |
| Competitor benchmarking | `appId`, `score`, `title`, `text`, `country` |
| Sentiment or NLP pipelines | `title`, `text`, `score`, `date` |
| Review dashboards | `date`, `score`, `version`, `country`, `appId` |

### How it is different

Broad App Store review scrapers accept arbitrary app IDs or URLs. This Actor is
purposefully narrower: it focuses on major social apps and rejects arbitrary
targets, URLs, cookies, authorization headers, proxy settings, and custom
network code.

That narrower scope is useful when you want a repeatable social app monitoring
job with predictable inputs, pricing, and output fields.

### Limitations

- This is not a universal App Store scraper.
- Only configured target apps are supported.
- Results depend on the public Apple App Store review RSS feeds available for
  each selected country.
- Some countries or apps may return fewer reviews than requested.

### Security

This Actor follows the shared workspace security policy in `../../SECURITY.md`.
Public input is limited to schema fields, runtime validation rejects unknown and
dangerous JSON keys, and the `review` event is charged only after a review
record is successfully written to the dataset.

### Local commands

```bash
npm test
npm start
```

For local pay-per-event testing:

```bash
ACTOR_TEST_PAY_PER_EVENT=true ACTOR_USE_CHARGING_LOG_DATASET=true npm start
```

# Actor input Schema

## `targetId` (type: `string`):

Choose one social app or all configured apps for a quick competitor review snapshot.

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

App Store country codes to monitor, such as us, gb, ca, au, or de.

## `maxItems` (type: `integer`):

Maximum review records to return across the selected apps and countries. You are charged only for reviews written to the dataset.

## `until` (type: `string`):

Optional date cutoff for scheduled monitoring. Reviews at or older than this date are skipped.

## Actor input object example

```json
{
  "targetId": "all",
  "countries": [
    "us"
  ],
  "maxItems": 300
}
```

# 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 = {
    "countries": [
        "us"
    ],
    "maxItems": 300
};

// Run the Actor and wait for it to finish
const run = await client.actor("scenic_telescope/a2a-appstore-review-scraper").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "countries": ["us"],
    "maxItems": 300,
}

# Run the Actor and wait for it to finish
run = client.actor("scenic_telescope/a2a-appstore-review-scraper").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "countries": [
    "us"
  ],
  "maxItems": 300
}' |
apify call scenic_telescope/a2a-appstore-review-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=scenic_telescope/a2a-appstore-review-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Social App Review Monitor",
        "description": "Track recent Apple App Store reviews for Instagram, TikTok, YouTube, Facebook, Snapchat, and X. Built for social app monitoring, ASO research, release impact analysis, and competitor review dashboards.",
        "version": "0.1",
        "x-build-id": "MLuRCcUOwwujbqhP3"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/scenic_telescope~a2a-appstore-review-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-scenic_telescope-a2a-appstore-review-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/scenic_telescope~a2a-appstore-review-scraper/runs": {
            "post": {
                "operationId": "runs-sync-scenic_telescope-a2a-appstore-review-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/scenic_telescope~a2a-appstore-review-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-scenic_telescope-a2a-appstore-review-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "required": [
                    "countries",
                    "maxItems"
                ],
                "properties": {
                    "targetId": {
                        "title": "Target app",
                        "enum": [
                            "all",
                            "instagram",
                            "tiktok",
                            "youtube",
                            "facebook",
                            "snapchat",
                            "x"
                        ],
                        "type": "string",
                        "description": "Choose one social app or all configured apps for a quick competitor review snapshot.",
                        "default": "all"
                    },
                    "countries": {
                        "title": "Countries",
                        "minItems": 1,
                        "maxItems": 10,
                        "type": "array",
                        "description": "App Store country codes to monitor, such as us, gb, ca, au, or de.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxItems": {
                        "title": "Maximum reviews",
                        "minimum": 1,
                        "maximum": 5000,
                        "type": "integer",
                        "description": "Maximum review records to return across the selected apps and countries. You are charged only for reviews written to the dataset.",
                        "default": 300
                    },
                    "until": {
                        "title": "Only reviews newer than",
                        "type": "string",
                        "description": "Optional date cutoff for scheduled monitoring. Reviews at or older than this date are skipped."
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
