# App Store Review Scraper - iOS App Reviews + Metadata (`fetchcraft/app-store-review-scraper`) Actor

Pull recent iOS App Store reviews and app metadata for any iOS app and country. Useful for competitor analysis, voice-of-customer research, and ASO. Returns rating, title, snippet, version, country, helpful count, developer reply. $0.01 per app x country.

- **URL**: https://apify.com/fetchcraft/app-store-review-scraper.md
- **Developed by:** [Emily Ward](https://apify.com/fetchcraft) (community)
- **Categories:** Business, Developer tools, Marketing
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

$100.00 / 1,000 app intelligence fetched (per app per country)s

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

## iOS App Store Intelligence

**Drop in iOS app IDs + country codes. Get back full app metadata, ratings, version history, languages, file size, screenshots, and computed signals (active-maintenance flag, ratings/day).**

Pure scraper. Uses Apple's iTunes Lookup API. No login, no tokens, no Claude dependency.

### What you get back per (app + country) combination

40+ fields including:

| Category | Fields |
| --- | --- |
| Identity | `app_name`, `bundle_id`, `seller_name`, `artist_name`, `track_view_url` |
| Pricing | `price`, `formatted_price`, `currency`, `is_free` |
| Ratings | `average_user_rating`, `user_rating_count`, `average_user_rating_current_version`, `user_rating_count_current_version`, `ratings_per_day_lifetime` |
| Version | `version`, `version_release_date`, `days_since_update`, `is_actively_maintained`, `release_notes` |
| Genre | `primary_genre`, `all_genres`, `content_advisory_rating` |
| Localization | `languages`, `supported_devices`, `minimum_os_version` |
| Assets | `artwork_url_512`, `screenshot_urls`, `ipad_screenshot_urls` |
| Content | `description`, full release notes |
| Computed | `age_days`, `days_since_update`, `is_actively_maintained`, `ratings_per_day_lifetime` |

### Why this beats writing your own iTunes Lookup script

- Bulk-ready: pass 200 app IDs across 10 countries in one run.
- Computed signals: `is_actively_maintained` (last update < 90 days), `ratings_per_day_lifetime` (popularity velocity), `is_free` (clean boolean), `file_size_mb` (parsed, not bytes string).
- Dataset-native output: streams to Apify Dataset, export to CSV / JSON / Sheets.
- Per-country comparison: see how the same app's rating + pricing varies across markets.

### Pricing

**$0.10 per (app + country) combination.** Failed lookups (404, missing in country) are not charged.

| Use case | Apps | Countries | Cost |
| --- | --- | --- | --- |
| Single app global scan | 1 | 10 | $1.00 |
| Competitive sweep | 10 | 3 | $3.00 |
| Quarterly portfolio audit | 50 | 5 | $25.00 |

Compare to AppFigures at $239/mo, Sensor Tower starting $400/mo, Asodesk at $43/mo.

### How to find your app ID

Open the app in the App Store, copy the URL. The ID is the numeric portion after `/id`:

`https://apps.apple.com/us/app/spotify-music-and-podcasts/id324684580` becomes app ID `324684580`.

### Use cases

- **App PMs**: Track competitor rating velocity. The `ratings_per_day_lifetime` field surfaces fast-growing apps before headlines pick them up.
- **ASO teams**: Compare app metadata across countries to spot localization gaps.
- **Mobile marketing**: Find apps with `is_actively_maintained = false` to pitch as acquisition targets or rebuild opportunities.
- **VCs**: Due-diligence sentiment + version history check. The `days_since_update` flag surfaces abandoned products.
- **Recruiters**: Identify mobile app studios via `seller_name` + `artist_id` patterns.

### Country codes (common)

`us`, `gb`, `au`, `ca`, `de`, `fr`, `jp`, `kr`, `cn`, `in`, `br`, `mx`, `es`, `it`, `nl`, `se`, `no`, `dk`, `fi`, `nz`

Full list: ISO 3166-1 alpha-2, lowercase.

### What this actor does NOT do

- It does not scrape individual user review text. Apple deprecated the customer reviews RSS in 2025. Only metadata + aggregate ratings remain available.
- It does not scrape Google Play (different API, different actor needed).
- It does not perform sentiment analysis. Pair with our `cold-email-rewriter` actor or feed `release_notes` to Claude separately.

### Tags

`app-store` `ios` `aso` `mobile-apps` `competitive-intelligence` `app-metadata` `ratings`

---

Made by Emily Ward, Cancel Costs.


### Integrations

This actor works out of the box with every Apify-supported integration:

- **API**: call via Apify API or any official SDK (Python, JavaScript, PHP, .NET). Returns a clean dataset URL.
- **Schedule**: set a daily, weekly, or custom cron cadence in Apify Console. Combine with `notification` for fresh feeds.
- **Webhooks**: wire `ACTOR.RUN.SUCCEEDED` to Slack, Discord, Zapier, Make, n8n, Pipedream, or any HTTPS endpoint.
- **MCP**: this actor is discoverable through Apify's hosted MCP server at `mcp.apify.com` for Claude, Cursor, Cline, Windsurf, and other MCP clients.
- **n8n / Make / Zapier**: native HTTP-Request integration. Trigger the actor on schedule, pipe results to Google Sheets, Airtable, your CRM, or any database.

### Try it free

Every Apify user gets **$5/month in free platform credits** (around 250 events at this actor's per-event price). Run preview mode first to confirm output shape before scaling.

New to Apify? [Sign up here](https://apify.com/sign-up?fpr=fetchcraft) to get free credits on signup.

### What's New

- 2026-06-03: Metadata, categories, and SEO refreshed. Latest version live on Apify Store.

### Last Updated

2026-06-03

# Actor input Schema

## `app_ids` (type: `array`):

List of iOS app IDs (the numeric ID, e.g. 324684580 for Spotify). Find it in the App Store URL: apps.apple.com/us/app/.../idXXXXXXXXX
## `countries` (type: `array`):

ISO country codes to look up (us, au, gb, ca, de, fr, etc). One app x country = one charged lookup. Use this to compare rating/pricing across markets.

## Actor input object example

```json
{
  "app_ids": [
    "324684580",
    "6448311069"
  ],
  "countries": [
    "us",
    "au"
  ]
}
````

# 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 = {
    "app_ids": [
        "324684580",
        "6448311069"
    ],
    "countries": [
        "us",
        "au"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("fetchcraft/app-store-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 = {
    "app_ids": [
        "324684580",
        "6448311069",
    ],
    "countries": [
        "us",
        "au",
    ],
}

# Run the Actor and wait for it to finish
run = client.actor("fetchcraft/app-store-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 '{
  "app_ids": [
    "324684580",
    "6448311069"
  ],
  "countries": [
    "us",
    "au"
  ]
}' |
apify call fetchcraft/app-store-review-scraper --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "App Store Review Scraper - iOS App Reviews + Metadata",
        "description": "Pull recent iOS App Store reviews and app metadata for any iOS app and country. Useful for competitor analysis, voice-of-customer research, and ASO. Returns rating, title, snippet, version, country, helpful count, developer reply. $0.01 per app x country.",
        "version": "0.2",
        "x-build-id": "QCV4b5AlmBgcwvG4O"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/fetchcraft~app-store-review-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-fetchcraft-app-store-review-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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/fetchcraft~app-store-review-scraper/runs": {
            "post": {
                "operationId": "runs-sync-fetchcraft-app-store-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/fetchcraft~app-store-review-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-fetchcraft-app-store-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": [
                    "app_ids",
                    "countries"
                ],
                "properties": {
                    "app_ids": {
                        "title": "iOS App Store IDs",
                        "type": "array",
                        "description": "List of iOS app IDs (the numeric ID, e.g. 324684580 for Spotify). Find it in the App Store URL: apps.apple.com/us/app/.../idXXXXXXXXX",
                        "items": {
                            "type": "string"
                        }
                    },
                    "countries": {
                        "title": "Country codes",
                        "type": "array",
                        "description": "ISO country codes to look up (us, au, gb, ca, de, fr, etc). One app x country = one charged lookup. Use this to compare rating/pricing across markets.",
                        "items": {
                            "type": "string"
                        }
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
