# Shopify App Store Developer Leads (`scrapemint/shopify-app-developer-leads`) Actor

Name-match the Shopify App Store sitemap by keyword and turn apps into B2B leads: developer support email, developer name and partner page, company website, app name, rating, reviews, and pricing. One lead per app. No API key.

- **URL**: https://apify.com/scrapemint/shopify-app-developer-leads.md
- **Developed by:** [Ken M](https://apify.com/scrapemint) (community)
- **Categories:** Business, Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

Pay per usage

This Actor is paid per platform usage. The Actor is free to use, and you only pay for the Apify platform usage, which gets cheaper the higher subscription plan you have.

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

## 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

## Shopify App Store Developer Leads

Turn the Shopify App Store into a B2B lead list. Search by keyword and get, for every app, the developer's **public support email**, developer name and partner page, company website, app name, rating, review count, and pricing. One lead per app.

Shopify app developers are a captive market for tooling, agencies, and review/ASO services. The support email is published on the listing, so leads are reachable with no guessing and no API key.

### Who buys this

- **Tool and SDK vendors** selling to Shopify app developers.
- **Agencies** offering development, design, and ASO to app makers.
- **App review, localization, and marketing services.**

### How it works

1. It loads the App Store sitemap (all app handles) and name-matches your keywords, prioritising exact and prefix matches.
2. It opens each app page and extracts the developer support email, developer name, company website, rating, reviews, and pricing.
3. Each app is scored and tiered, then pushed as one lead.

### Output

One row per app:

```json
{
  "name": "Klaviyo: Email Marketing & SMS",
  "handle": "klaviyo-email-marketing",
  "url": "https://apps.shopify.com/klaviyo-email-marketing",
  "developerName": "Klaviyo",
  "partnerUrl": "https://apps.shopify.com/partners/klaviyo",
  "supportEmail": "support@klaviyo.com",
  "website": "https://klaviyo.com",
  "rating": 4.7,
  "reviewCount": 2915,
  "pricing": "Free to install",
  "tier": "qualified_lead"
}
````

### Tiers and pricing

Pay per lead. The first 10 `qualified_lead` per run are free so you can validate output.

| Tier | Meaning | Price |
| --- | --- | --- |
| `listing` | App data, no public email or website | $0.01 |
| `lead` | A public support email or a company website | $0.02 |
| `qualified_lead` | A support email and reviews at or above the bar | $0.05 |

Discovery is the keyless sitemap and app pages are light HTML, so runs are fast and a single run can return thousands of leads.

### Input

| Field | Default | Notes |
| --- | --- | --- |
| `keywords` | `[]` | Terms matched against app handles. |
| `maxLeads` | `200` | Cap total leads per run. |
| `maxPerKeyword` | `80` | Apps per keyword (exact/prefix first). |
| `minReviews` | `0` | Drop apps below this review count. |
| `qualifiedMinReviews` | `10` | Review bar for the qualified\_lead tier. |
| `requireEmail` | `false` | Only keep apps with a support email. |

### Notes

- Keywords match the app handle (URL slug), so use core terms (email, upsell, subscription) rather than long phrases.
- Respect the App Store terms and applicable outreach laws when contacting developers.

# Actor input Schema

## `keywords` (type: `array`):

Terms matched against app handles (e.g. email, upsell, reviews, wholesale, subscription).

## `maxLeads` (type: `integer`):

Cap total leads scored per run.

## `maxPerKeyword` (type: `integer`):

Cap apps taken from each keyword (exact and prefix matches first).

## `minReviews` (type: `integer`):

Drop apps with fewer reviews than this. Zero keeps everything.

## `qualifiedMinReviews` (type: `integer`):

Reviews at or above this, with a support email, tier a lead as qualified\_lead.

## `requireEmail` (type: `boolean`):

Skip apps whose listing has no public developer support email.

## `concurrency` (type: `integer`):

App pages fetched in parallel.

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

Apify proxy. Recommended at volume so the App Store does not rate limit a single IP.

## Actor input object example

```json
{
  "keywords": [
    "email",
    "upsell",
    "reviews"
  ],
  "maxLeads": 200,
  "maxPerKeyword": 80,
  "minReviews": 0,
  "qualifiedMinReviews": 10,
  "requireEmail": false,
  "concurrency": 8,
  "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 = {
    "keywords": [
        "email",
        "upsell",
        "reviews"
    ],
    "proxyConfiguration": {
        "useApifyProxy": true
    }
};

// Run the Actor and wait for it to finish
const run = await client.actor("scrapemint/shopify-app-developer-leads").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 = {
    "keywords": [
        "email",
        "upsell",
        "reviews",
    ],
    "proxyConfiguration": { "useApifyProxy": True },
}

# Run the Actor and wait for it to finish
run = client.actor("scrapemint/shopify-app-developer-leads").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 '{
  "keywords": [
    "email",
    "upsell",
    "reviews"
  ],
  "proxyConfiguration": {
    "useApifyProxy": true
  }
}' |
apify call scrapemint/shopify-app-developer-leads --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Shopify App Store Developer Leads",
        "description": "Name-match the Shopify App Store sitemap by keyword and turn apps into B2B leads: developer support email, developer name and partner page, company website, app name, rating, reviews, and pricing. One lead per app. No API key.",
        "version": "0.1",
        "x-build-id": "LKWkfhorxW9oPizc5"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/scrapemint~shopify-app-developer-leads/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-scrapemint-shopify-app-developer-leads",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/scrapemint~shopify-app-developer-leads/runs": {
            "post": {
                "operationId": "runs-sync-scrapemint-shopify-app-developer-leads",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/scrapemint~shopify-app-developer-leads/run-sync": {
            "post": {
                "operationId": "run-sync-scrapemint-shopify-app-developer-leads",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "properties": {
                    "keywords": {
                        "title": "Search keywords",
                        "type": "array",
                        "description": "Terms matched against app handles (e.g. email, upsell, reviews, wholesale, subscription).",
                        "default": [],
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxLeads": {
                        "title": "Max leads",
                        "minimum": 1,
                        "maximum": 5000,
                        "type": "integer",
                        "description": "Cap total leads scored per run.",
                        "default": 200
                    },
                    "maxPerKeyword": {
                        "title": "Max per keyword",
                        "minimum": 1,
                        "maximum": 500,
                        "type": "integer",
                        "description": "Cap apps taken from each keyword (exact and prefix matches first).",
                        "default": 80
                    },
                    "minReviews": {
                        "title": "Minimum reviews",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Drop apps with fewer reviews than this. Zero keeps everything.",
                        "default": 0
                    },
                    "qualifiedMinReviews": {
                        "title": "Qualified review bar",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Reviews at or above this, with a support email, tier a lead as qualified_lead.",
                        "default": 10
                    },
                    "requireEmail": {
                        "title": "Only apps with a support email",
                        "type": "boolean",
                        "description": "Skip apps whose listing has no public developer support email.",
                        "default": false
                    },
                    "concurrency": {
                        "title": "Concurrency",
                        "minimum": 1,
                        "maximum": 20,
                        "type": "integer",
                        "description": "App pages fetched in parallel.",
                        "default": 8
                    },
                    "proxyConfiguration": {
                        "title": "Proxy configuration",
                        "type": "object",
                        "description": "Apify proxy. Recommended at volume so the App Store does not rate limit a single IP.",
                        "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
