# Shopify App Store Scraper — Apps & Reviews (`ethanteague/shopify-app-store-scraper`) Actor

Scrape Shopify App Store apps and merchant reviews: ratings, review text with store name/country/tenure, pricing plans, developer info. Track competitors, monitor churn complaints, validate app ideas.

- **URL**: https://apify.com/ethanteague/shopify-app-store-scraper.md
- **Developed by:** [Ethan Teague](https://apify.com/ethanteague) (community)
- **Categories:** E-commerce, Lead generation, Developer tools
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $2.00 / 1,000 review scrapeds

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

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

## What's an Apify Actor?

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

## How to integrate an Actor?

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

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

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

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

## Shopify App Store Scraper — Apps & Reviews

Scrape the **Shopify App Store** into clean, flat JSON: full app profiles and every merchant review — with the reviewer's **store name, country, and time using the app** attached. Built for app developers, agencies, and investors doing competitive intelligence on the Shopify ecosystem.

### What you can scrape

| Item | Fields |
|---|---|
| **App details** | Name, description, star rating, review count, developer name + partner URL, launch date, monthly plan prices, free-plan flag, Built-for-Shopify badge, categories |
| **Merchant reviews** | Star rating, date, full review text, **reviewing store's name**, country, and how long they'd used the app |

### Why this scraper

- **Churn intelligence, not just star counts.** Reviews come with store identity and tenure — see exactly *which* merchants are leaving a competitor and *why*, week by week.
- **Monitoring-ready.** The `reviewsNewerThan` cutoff plus star filters (e.g. only 1–2★) make a weekly "new complaints about competitor X" pipeline a single scheduled run.
- **Flat output** — one-click CSV/Excel export, no nested JSON to wrangle.
- **Honest pay-per-result pricing** — you pay for delivered items only.

### Use cases

- Track a competitor's negative reviews as a **lead source or churn-watch** (the reviewers are named merchants).
- Validate an app idea: pull every recent review in a category and mine complaint patterns before writing code.
- Portfolio monitoring for agencies/investors: ratings, velocity, and pricing across dozens of apps on a schedule.
- Feed an AI agent fresh app-market data through the Apify API or MCP.

### Example input

```json
{
  "appUrls": ["klaviyo-email-marketing", "https://apps.shopify.com/stockie"],
  "includeAppDetails": true,
  "includeReviews": true,
  "maxReviewsPerApp": 200,
  "reviewsNewerThan": "2026-01-01",
  "starFilters": ["1", "2"]
}
````

### Example output

App item:

```json
{
  "type": "app",
  "appSlug": "stockie",
  "url": "https://apps.shopify.com/stockie",
  "name": "Stockie Inventory Management",
  "rating": 4.9,
  "ratingCount": 92,
  "developer": "Plutonian",
  "launched": "July 19, 2021",
  "monthlyPricesUsd": [4.99, 9.99, 29.99, 59.99],
  "freePlanAvailable": true,
  "builtForShopify": true,
  "categories": ["sales-channels", "finding-products", "selling-products"]
}
```

Review item:

```json
{
  "type": "review",
  "appSlug": "stockie",
  "store": "Woolyn",
  "country": "United States",
  "tenure": "4 days using the app",
  "date": "July 15, 2026",
  "dateIso": "2026-07-15",
  "stars": 4,
  "text": "Pros: The most robust PO ordering system and the closest to Stocky that I've found..."
}
```

### Pricing

| Event | Price |
|---|---|
| Actor start | $0.001 per run |
| App scraped | $0.005 (= $5 per 1,000 apps) |
| Review scraped | $0.002 (= **$2 per 1,000 reviews**) |

Example: a competitor's full profile + its latest 500 reviews ≈ **$1.01**. Set a *Maximum total charge* on any run to hard-cap spend.

### Use it via API

```bash
curl -X POST "https://api.apify.com/v2/acts/USERNAME~shopify-app-store-scraper/run-sync-get-dataset-items?token=YOUR_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"appUrls": ["stockie"], "maxReviewsPerApp": 50}'
```

Works with the Apify JavaScript/Python clients, schedules, webhooks, and integrations (Google Sheets, Make, Zapier, LangChain), and it's callable as an AI-agent tool via the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp).

### FAQ

**Is this allowed?** The actor reads public listing pages at polite request rates with automatic backoff. You're responsible for complying with applicable laws and terms for your use case.

**How fresh is the data?** Live at request time — nothing cached.

**Reviews stop earlier than my max.** That's the `reviewsNewerThan` cutoff working: reviews are collected newest-first and the run stops at your date instead of burning budget on old pages.

**Need categories, search results, or developer replies?** Open an issue on the **Issues** tab — those are next on the roadmap, and I typically respond within a day.

# Actor input Schema

## `appUrls` (type: `array`):

Shopify apps to scrape — full URLs (<code>https://apps.shopify.com/klaviyo-email-marketing</code>) or just slugs (<code>klaviyo-email-marketing</code>).

## `includeAppDetails` (type: `boolean`):

Push one item per app with rating, review count, developer, launch date, pricing plans, categories, and Built-for-Shopify badge.

## `includeReviews` (type: `boolean`):

Push merchant reviews with store name, country, time using the app, star rating, date, and full text.

## `maxReviewsPerApp` (type: `integer`):

Reviews are collected newest-first.

## `reviewsNewerThan` (type: `string`):

Stop collecting once reviews get older than this date, e.g. <code>2026-01-01</code>. Great for weekly monitoring runs. Optional.

## `starFilters` (type: `array`):

Only collect reviews with these star ratings (1–5). E.g. <code>1</code> and <code>2</code> to monitor complaints/churn signals. Leave empty for all reviews.

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

Proxy settings. Keep Apify Proxy enabled for reliable results on the platform.

## Actor input object example

```json
{
  "appUrls": [
    "klaviyo-email-marketing"
  ],
  "includeAppDetails": true,
  "includeReviews": true,
  "maxReviewsPerApp": 100,
  "proxyConfiguration": {
    "useApifyProxy": true
  }
}
```

# 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 = {
    "appUrls": [
        "klaviyo-email-marketing"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("ethanteague/shopify-app-store-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 = { "appUrls": ["klaviyo-email-marketing"] }

# Run the Actor and wait for it to finish
run = client.actor("ethanteague/shopify-app-store-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 '{
  "appUrls": [
    "klaviyo-email-marketing"
  ]
}' |
apify call ethanteague/shopify-app-store-scraper --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Shopify App Store Scraper — Apps & Reviews",
        "description": "Scrape Shopify App Store apps and merchant reviews: ratings, review text with store name/country/tenure, pricing plans, developer info. Track competitors, monitor churn complaints, validate app ideas.",
        "version": "1.0",
        "x-build-id": "Q8jcQciN7ttlvz80i"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/ethanteague~shopify-app-store-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-ethanteague-shopify-app-store-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/ethanteague~shopify-app-store-scraper/runs": {
            "post": {
                "operationId": "runs-sync-ethanteague-shopify-app-store-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/ethanteague~shopify-app-store-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-ethanteague-shopify-app-store-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "appUrls"
                ],
                "properties": {
                    "appUrls": {
                        "title": "App URLs or slugs",
                        "type": "array",
                        "description": "Shopify apps to scrape — full URLs (<code>https://apps.shopify.com/klaviyo-email-marketing</code>) or just slugs (<code>klaviyo-email-marketing</code>).",
                        "items": {
                            "type": "string"
                        }
                    },
                    "includeAppDetails": {
                        "title": "Scrape app details",
                        "type": "boolean",
                        "description": "Push one item per app with rating, review count, developer, launch date, pricing plans, categories, and Built-for-Shopify badge.",
                        "default": true
                    },
                    "includeReviews": {
                        "title": "Scrape reviews",
                        "type": "boolean",
                        "description": "Push merchant reviews with store name, country, time using the app, star rating, date, and full text.",
                        "default": true
                    },
                    "maxReviewsPerApp": {
                        "title": "Max reviews per app",
                        "minimum": 0,
                        "maximum": 20000,
                        "type": "integer",
                        "description": "Reviews are collected newest-first.",
                        "default": 100
                    },
                    "reviewsNewerThan": {
                        "title": "Only reviews newer than (YYYY-MM-DD)",
                        "type": "string",
                        "description": "Stop collecting once reviews get older than this date, e.g. <code>2026-01-01</code>. Great for weekly monitoring runs. Optional."
                    },
                    "starFilters": {
                        "title": "Star filter",
                        "type": "array",
                        "description": "Only collect reviews with these star ratings (1–5). E.g. <code>1</code> and <code>2</code> to monitor complaints/churn signals. Leave empty for all reviews.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "proxyConfiguration": {
                        "title": "Proxy",
                        "type": "object",
                        "description": "Proxy settings. Keep Apify Proxy enabled for reliable results on the platform.",
                        "default": {
                            "useApifyProxy": true
                        }
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
