Shopify App Developer Leads Scraper

Turn public Shopify App Store profiles into clean, deduplicated developer leads.

This Apify Actor accepts exact app URLs, Shopify category pages, or keyword discovery through Shopify's public English app sitemap. It extracts app portfolios, public support contacts, pricing, ratings, review counts, categories, features, compatibility, and developer resource links without requiring a Shopify account.

Instead of returning many disconnected app rows, the default output groups apps by developer. Sales, partnerships, market research, and investment teams get one CRM-friendly lead row per developer plus a nested apps portfolio.

What does Shopify App Developer Leads Scraper do?

The Actor discovers public Shopify App Store listings and creates developer-level records.

It can:

• 🔗 scrape one or many exact Shopify app URLs;
• 🔎 find app URLs by matching keywords against the public English app sitemap;
• 🗂️ discover visible apps from supplied Shopify category pages;
• 📧 extract the public developer support email exposed by Shopify;
• 🧩 group multiple matched apps from the same developer into one row;
• 💳 collect pricing summaries and structured plans;
• ⭐ collect ratings, review counts, categories, and features;
• 🌐 return privacy, FAQ, documentation, tutorial, pricing, company, and changelog links;
• 🛡️ optionally inspect only the explicitly linked developer website for visible business emails.

The Actor uses lightweight HTTP extraction. No browser, login, private Shopify API, or paid data provider is required.

Who is it for?

Shopify agencies and consultants

Build a partner list of app vendors serving a category, then prioritize companies by app count, ratings, reviews, features, and compatibility.

SaaS sales and partnership teams

Find public developer contacts for integration outreach, co-marketing, reseller programs, and technology partnerships.

App developers and product teams

Monitor competitor portfolios, pricing models, category placement, feature positioning, and public traction signals.

Investors and ecosystem analysts

Create repeatable snapshots of Shopify app developers and their matched product portfolios for market mapping and diligence.

Data and RevOps teams

Export deduplicated rows to CSV, Google Sheets, Airtable, HubSpot, Salesforce, or a warehouse without manually reconciling developer names.

Why use this Shopify app developer lead extractor?

A generic app catalog often produces several rows for the same company. That creates duplicate outreach, inconsistent enrichment, and extra CRM cleanup.

This Actor is developer-first:

• one developer row by default;
• a complete nested app portfolio for every matched developer;
• flat appNames, appHandles, and appCount columns for spreadsheets;
• source URLs and discovery labels for auditability;
• bounded enrichment that does not wander across unrelated domains;
• fail-closed validation for invalid or empty discovery inputs.

You can disable developer deduplication when you need one lead-shaped record per app.

What Shopify App Store data can I extract?

Field	Description
developerName	Public developer or partner name
developerHandle	Shopify partner page handle when available
developerUrl	Shopify App Store developer page
supportEmail	Public support email exposed on the app profile
companyUrl	Website explicitly linked from the developer section
privacyPolicyUrl	Public privacy policy link
documentationUrl	App documentation link
faqUrl	FAQ link when listed
tutorialUrl	Tutorial or learning resource link
pricingUrl	External pricing link when listed
changelogUrl	Developer changelog link when listed
websiteEmails	Visible emails from bounded website enrichment
appCount	Number of matched apps grouped into the lead
appNames	Flat list of matched app names
appHandles	Flat list of Shopify app URL handles
apps	Full nested app details
sourceUrls	Shopify source pages used
discoverySources	Direct, category, or sitemap keyword provenance
scrapedAt	ISO timestamp of extraction

Each nested app includes its name, handle, URL, description, icon, pricing plans, rating, review count, Built for Shopify status, categories, features, languages, and Works with integrations.

How to scrape Shopify app developer leads

1. Open the Actor input page.
2. Add direct Shopify app URLs, category URLs, or search terms.
3. Set a small maxApps while testing your targeting.
4. Keep Deduplicate by developer enabled for prospecting.
5. Enable website enrichment only when you need additional visible business emails.
6. Click Start.
7. Open the Developer leads dataset view.
8. Export the data or connect it to your workflow.

A first run with one or two direct URLs usually provides the clearest preview of the output.

Input options

Shopify app URLs

Use canonical English detail URLs such as:

https://apps.shopify.com/klaviyo-email-marketing
https://apps.shopify.com/judgeme

Tracking parameters are removed during normalization. Non-Shopify domains and category, collection, login, partner, or search paths are not treated as app pages.

App handle keywords

Search terms are matched against handles from Shopify's public English app sitemap. Every word must occur in the handle.

For example, email marketing can match a handle containing both email and marketing. This is deterministic URL discovery, not semantic full-text search.

Category URLs

Supply public https://apps.shopify.com/categories/... pages. The Actor extracts only normalized Shopify app detail links visible in their server-rendered HTML.

Limits and deduplication

maxApps limits the number of source app pages inspected, not the number of developer rows. If ten apps belong to six developers, deduplication can produce six rows.

Input example

{
  "startUrls": [
    { "url": "https://apps.shopify.com/klaviyo-email-marketing" },
    { "url": "https://apps.shopify.com/judgeme" }
  ],
  "maxApps": 2,
  "deduplicateByDeveloper": true,
  "enrichDeveloperWebsite": false
}

Keyword discovery example:

{
  "searchTerms": ["email marketing"],
  "maxApps": 25,
  "deduplicateByDeveloper": true
}

Output example

{
  "developerName": "Klaviyo",
  "developerHandle": "klaviyo",
  "developerUrl": "https://apps.shopify.com/partners/klaviyo",
  "supportEmail": "support@klaviyo.com",
  "companyUrl": "https://developers.klaviyo.com/en",
  "privacyPolicyUrl": "https://www.klaviyo.com/privacy",
  "pricingUrl": "https://www.klaviyo.com/pricing",
  "websiteEmails": ["support@klaviyo.com"],
  "appCount": 1,
  "appNames": ["Klaviyo: Email Marketing & SMS"],
  "appHandles": ["klaviyo-email-marketing"],
  "apps": [
    {
      "appName": "Klaviyo: Email Marketing & SMS",
      "appHandle": "klaviyo-email-marketing",
      "rating": 4.7,
      "reviewCount": 2889,
      "builtForShopify": false,
      "categories": ["Email marketing", "SMS marketing"]
    }
  ],
  "sourceUrls": ["https://apps.shopify.com/klaviyo-email-marketing"],
  "discoverySources": ["direct URL"],
  "scrapedAt": "2026-07-20T00:00:00.000Z"
}

Live values change as developers update their listings.

Developer deduplication explained

The default deduplication key uses the strongest stable public identifier available:

1. Shopify developer handle;
2. linked company domain;
3. public support email;
4. normalized developer name.

All matched apps for the same key are placed in the apps array. The first app's common developer resources become the flat lead fields.

Set deduplicateByDeveloper to false when app-level separation matters more than CRM cleanliness.

Optional public website contact enrichment

When enrichDeveloperWebsite is enabled, the Actor visits only the external URL labeled Website in Shopify's developer section.

The enrichment is intentionally bounded:

• one page per developer;
• no search engine queries;
• no broad site crawl;
• no login or gated content;
• no unrelated guessed domains;
• only visible email-like strings are collected.

The Shopify support email remains available even when enrichment is disabled or the external site cannot be fetched.

How much does it cost to scrape Shopify app developer leads?

This Actor uses pay-per-event pricing:

• a $0.005 one-time run start event;
• one lead event for each developer row saved.

Apify tier	Price per developer lead
Free	$0.00020958
Bronze	$0.00018224
Silver	$0.00014215
Gold	$0.00010934
Platinum	$0.000072896
Diamond	$0.000051027

Developer deduplication means several source apps can result in one billed lead. Failed or skipped source pages are not billed as leads.

Prices were derived from a representative 10-app sitemap workflow. The exact tiered prices shown on the Apify Actor page are authoritative. Set maxApps to a small number for your first test and use Apify's maximum total charge protection when appropriate.

Tips for better Shopify app prospect lists

• Start with precise direct URLs when validating a target account list.
• Use short handle keywords such as subscription, email marketing, or reviews.
• Remember that keyword matching is based on URL handles, not descriptions.
• Combine direct URLs and discovery routes in one run when needed.
• Keep deduplication enabled before importing into a CRM.
• Use app ratings and review counts as prioritization signals, not guarantees of company size.
• Inspect discoverySources to understand why a developer entered the result set.
• Schedule recurring runs to track public listing changes over time.

Export formats

Apify datasets can be exported as:

• JSON;
• CSV;
• Excel;
• XML;
• RSS;
• JSONL.

CSV exports expose the flat lead columns. Use JSON or JSONL when you need the full nested apps portfolios and structured pricing plans.

Integrations and automation workflows

Google Sheets and Airtable

Schedule a run and append fresh developer leads to a research table. Use developerHandle as a stable matching key.

HubSpot and Salesforce

Map developerName, supportEmail, and companyUrl to company/contact records. Store appNames and sourceUrls as research context.

Make and Zapier

Trigger downstream outreach, enrichment, or review steps when the dataset receives a new developer key.

Slack and email alerts

Compare recurring snapshots and notify a channel when a developer launches a matched app or changes public pricing.

Data warehouses

Send JSONL output to BigQuery, Snowflake, or PostgreSQL. Keep nested app data for portfolio analysis and flatten it downstream when required.

Use with the Apify API in JavaScript

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: process.env.APIFY_TOKEN });
const run = await client.actor('automation-lab/shopify-app-developer-leads-scraper').call({
  searchTerms: ['email marketing'],
  maxApps: 25,
  deduplicateByDeveloper: true,
});

const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items);

Use with the Apify API in Python

from apify_client import ApifyClient
import os

client = ApifyClient(os.environ['APIFY_TOKEN'])
run = client.actor('automation-lab/shopify-app-developer-leads-scraper').call(run_input={
    'startUrls': [{'url': 'https://apps.shopify.com/klaviyo-email-marketing'}],
    'maxApps': 1,
})
items = client.dataset(run['defaultDatasetId']).list_items().items
print(items)

Use with the Apify API and cURL

curl -X POST \
  "https://api.apify.com/v2/acts/automation-lab~shopify-app-developer-leads-scraper/runs?token=$APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"searchTerms":["email marketing"],"maxApps":10,"deduplicateByDeveloper":true}'

Retrieve dataset items after the run succeeds:

$curl "https://api.apify.com/v2/datasets/DATASET_ID/items?format=json&clean=true&token=$APIFY_TOKEN"

Use as an MCP tool

Connect Apify Actors to Claude and other MCP clients through Apify's MCP server.

MCP endpoint:

https://mcp.apify.com?tools=automation-lab/shopify-app-developer-leads-scraper

Example prompts:

• “Find Shopify email marketing app developers and return public support contacts.”
• “Extract these five Shopify app profiles and group them by developer.”
• “Build a developer prospect list from this Shopify App Store category URL.”
• “Compare ratings, review counts, and pricing across the matched developer portfolios.”

Claude Code setup

$claude mcp add --transport http shopify-app-developer-leads "https://mcp.apify.com?tools=automation-lab/shopify-app-developer-leads-scraper"

Claude Desktop setup

Add this remote server through an HTTP-capable MCP bridge or the current Desktop remote-server settings:

{
  "mcpServers": {
    "shopify-app-developer-leads": {
      "url": "https://mcp.apify.com?tools=automation-lab/shopify-app-developer-leads-scraper"
    }
  }
}

Cursor setup

Use the same mcpServers JSON in Cursor's MCP settings and authenticate with your Apify account when prompted.

VS Code setup

Add the same HTTP endpoint through VS Code's MCP server configuration, then select the automation-lab/shopify-app-developer-leads-scraper tool.

Scheduling and monitoring

Use Apify schedules for weekly or monthly ecosystem refreshes.

A practical monitoring workflow is:

1. run the same input on a schedule;
2. export results to a named table or warehouse;
3. match records by developerHandle;
4. compare app handles, ratings, review counts, and pricing;
5. alert only on meaningful changes.

The Actor returns a current public snapshot. It does not maintain historical state inside the run.

Data quality and limitations

• Shopify controls the source HTML and can change its markup.
• Public support emails and external resources vary by developer.
• Sitemap keyword discovery matches handles, not descriptions or semantic meaning.
• Category pages return only app links currently visible in their SSR HTML.
• Built for Shopify status is detected from public page text.
• External developer websites may block requests or contain no visible email.
• Ratings, reviews, prices, and app descriptions can change after extraction.
• The Actor does not scrape app reviews in v1.
• The Actor does not infer private personal contact details.

Total extraction failure causes a failed run rather than an empty successful dataset.

Proxy behavior

Direct HTTP is the default because Shopify's public app pages and sitemap are anonymously accessible.

You can provide proxyConfiguration. A configured proxy is used as fallback when Shopify returns HTTP 403 or 429. This avoids unnecessary proxy bandwidth on normal runs.

For most inputs, start without a proxy. Add one only when your location or repeated workload receives blocking responses.

Is scraping Shopify App Store data legal?

This Actor extracts information publicly displayed on Shopify App Store pages.

You are responsible for:

• complying with applicable laws and Shopify's terms;
• choosing a reasonable request volume;
• respecting privacy, marketing, and anti-spam rules;
• having a lawful basis for storing and using contact data;
• honoring opt-outs and suppression lists;
• not using the output for harassment or deceptive outreach.

Public availability does not remove your compliance obligations. This documentation is not legal advice.

Troubleshooting

The run says no Shopify app URLs matched

Check that direct URLs use apps.shopify.com and point to a one-segment app detail path. For keyword discovery, remember every word must occur in the URL handle.

I received fewer rows than maxApps

maxApps limits app pages. With deduplication enabled, several apps from one developer become one output row. Check appCount and the nested apps array.

A support email or resource link is missing

The developer may not publish that field on the current Shopify profile. The Actor does not guess private contacts.

Website enrichment returned no new emails

The linked page may render contacts with JavaScript, protect them, or contain none. The base Shopify lead is still retained.

The source returned 403 or 429

Reduce request volume and configure Apify Proxy. The Actor retries transient errors and can use the configured proxy as fallback.

Frequently asked questions

Does this Actor require a Shopify login?

No. It uses public app pages and the public English app sitemap.

Can it discover every Shopify app?

The public sitemap exposes a large catalog, but maxApps intentionally bounds each run. Use focused keywords or direct lists and split larger workflows responsibly.

Does it scrape reviews?

No. It captures the aggregate rating and review count shown on the app profile. Review text is a separate entity and outside this developer-lead product.

Can I get one row per app?

Yes. Set deduplicateByDeveloper to false.

Does enrichment crawl the whole company website?

No. It fetches one explicitly linked public website page per developer.

Can I use the results in a CRM?

Yes. The flat developer fields are designed for exports, while nested app details preserve research context.

Related Automation Lab actors

Explore related tools from Automation Lab when you need a different Shopify workflow:

• Shopify Store Scraper for merchant storefront data;
• Shopify Product Scraper for store product catalogs;
• Website Email Extractor for broader authorized domain contact extraction.

Choose this Actor when the target is the Shopify App Store developer ecosystem, not merchant stores or product listings.

Support

For reproducible support, include:

• the run URL or run ID;
• a redacted copy of the input;
• one example Shopify app URL;
• the expected field or developer;
• the relevant log message.

Do not post private tokens or confidential CRM data in public support requests.