ParseForge Scrapers

Shopify App Store Scraper

parseforge/shopify-app-store-scraper

E-commerceBusinessAutomation

Scrapes Shopify App Store apps by keyword or slug. Returns app title, developer, category, rating, reviews count, and pricing as flat rows.

Run this scraper See the API call
Total users
5
Monthly active
1
Total runs
149
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Last modified
8 days ago

Overview

ParseForge

Shopify App Store Scraper

Scrape Shopify App Store apps by keyword or slug, up to a million per run. Every app comes with its title, developer, category, rating, reviews count, and pricing. No login or API key. Export to CSV, JSON, Excel, or XML.

The Shopify App Store has thousands of apps, but no official API for bulk discovery. This Actor reads the public sitemap and app pages directly, filtered by keyword or fetched by exact slug, and returns each app in one fixed schema. Use it to monitor competitors, find new tools, or build your own app directory.

Who uses it What they scrape Shopify App Store for
E-commerce consultants Which apps their clients should install for SEO, email, or shipping
App developers Competitor apps in their category, their ratings, and review counts
Market researchers Trends in app categories, pricing models, and developer activity
Lead generation agencies Lists of app developers to pitch marketing or partnership services

What it does

This Actor collects Shopify App Store apps by keyword search or direct slug, and returns each one as a flat row.

  • ๐Ÿ” Keyword filter: return only apps whose slug contains your term, like seo, email, or review.
  • ๐ŸŽฏ Direct slugs: fetch specific apps by their URL slug, skipping sitemap discovery.
  • ๐Ÿ“Š Flat rows: each app is one record with title, developer, category, rating, reviews, and pricing.
  • โšก High volume: collect up to 1,000,000 apps in a single run.

Results export to CSV, JSON, Excel, or XML, or straight from the API.

What you can do with Shopify App Store data

๐Ÿ“ˆ Monitor competitor apps.

An app developer runs the Actor with a keyword like 'seo' to list all competing SEO apps, their ratings, and review counts, then decides which features to build next.

๐Ÿงญ Curate app recommendations.

An e-commerce consultant fetches apps by category to build a shortlist of recommended tools for a client's Shopify store.

๐Ÿ“Š Analyze market trends.

A market researcher collects all apps in a category to track pricing changes, new entrants, and developer activity over time.

๐ŸŽฏ Generate developer leads.

A lead generation agency scrapes app slugs to compile a list of developers, then enriches it with contact data for outreach.

Why choose this scraper

What you get
No API key Reads the public app store pages directly, no registration or OAuth.
Fixed schema Every app returns the same fields, ready for CSV, JSON, Excel, or XML.
Flexible discovery Use sitemap-based keyword search or fetch exact slugs.
Scalable Collect up to a million apps per run for large-scale analysis.

How it compares

This Actor focuses on Shopify App Store app metadata, while the competitors below target Shopify store leads or broader e-commerce data.

Feature ParseForge Store Leads (14M E-Commerce Leads) Shopify Store Leads Scraper - Emails, Phones & Ratings
Scrapes Shopify App Store apps Yes Not listed Not listed
Returns app rating and reviews count Yes Not listed Not listed
Returns app developer name Yes Not listed Not listed
Keyword search by app slug Yes Not listed Not listed
Fetch by direct app slug Yes Not listed Not listed
Scrapes Shopify store leads with emails and phones Not listed Yes Yes

Configure the run

Drive the Actor with a keyword filter or a list of app slugs, and set the maximum number of apps to collect per run. The Input tab lists every parameter.

A first run with the defaults:

{
 "maxItems": 10,
 "keywordFilter": "seo"
}

A larger pull:

{
 "maxItems": 200,
 "keywordFilter": "seo"
}

Pricing

Pay-per-result: $0.011 per result collected. You pay only for the results written to your dataset.

Results collected Approximate cost
100 results $1.10
1,000 results $11.00
10,000 results $110.00

New Apify accounts start with $5 in free credit.

Free users

Free-plan runs return up to 10 results as a preview. Upgrade your Apify plan to collect up to 1,000,000 results per run.

Run it

  1. Create a free Apify account with $5 in credit.
  2. Open the Shopify App Store Scraper.
  3. Set your inputs and any filters, then click Start.
  4. Export the results as CSV, Excel, JSON, or XML from the Dataset tab.

Run it programmatically through the Apify API (run-sync-get-dataset-items) or the ApifyClient for JavaScript and Python.

Use with AI agents (MCP)

Give an AI agent live access to Shopify App Store through the Model Context Protocol. Add the Actor to Claude, Cursor, or any MCP client:

claude mcp add --transport http apify "https://mcp.apify.com?tools=parseforge/shopify-app-store-scraper"

Then prompt it in plain language to run the scraper and read back the results.

Troubleshooting

Why am I getting no results?

Check your keyword filter. It matches the app slug, not the app title. Try a broader term like 'seo' or 'email'. Also ensure the maximum apps is set high enough.

Why did the run stop before reaching my max items?

The sitemap may not contain enough apps matching your keyword. Try removing the keyword filter or using direct slugs.

Can I get more fields than what is returned?

The Actor returns a fixed set of fields from the app pages. If you need additional data, consider using a custom scraper or contacting support.

Why are some apps missing from the results?

The sitemap may not include every app, especially newly added ones. Use direct slugs for specific apps you know exist.

How do I export the data?

After the run finishes, go to the Dataset tab and choose your format: CSV, JSON, Excel, or XML.

FAQ

Question Answer
Do I need a Shopify API key or login? No. The Actor reads the public Shopify App Store pages directly, so no authentication is required.
How does the keyword filter work? It matches the app's slug (the part of the URL after apps.shopify.com/). For example, 'seo' returns apps whose slug contains 'seo'.
Can I scrape specific apps instead of searching? Yes. Provide a list of app slugs in the 'App slugs' input, and the Actor will fetch those directly, skipping sitemap discovery.
What data does each app record include? Each record includes the app's title, developer, category, rating, reviews count, and pricing information, among other fields.
How many apps can I collect in one run? You can set the maximum number of apps up to 1,000,000 per run.
What output formats are supported? You can export the results as CSV, JSON, Excel, or XML.
Is the data live or cached? The Actor fetches live data from the Shopify App Store at the time of the run.
Can I schedule this Actor to run regularly? Yes, you can set up a schedule on Apify to run it daily, weekly, or at any interval.
Does this Actor scrape app reviews? No, it collects app metadata such as rating and review count, but not the individual review texts.
Is this Actor affiliated with Shopify? No, this is an independent scraper built by ParseForge and is not affiliated with Shopify Inc.

Related actors

Browse the full ParseForge collection for more scrapers.

๐Ÿ†˜ Need help? Email parseforge@protonmail.com with your run ID, your input, and what you expected.

โš ๏ธ Disclaimer. This Actor is unofficial and is not affiliated with, endorsed by, or sponsored by Shopify Inc. It collects only publicly available data. You are responsible for using the collected data in compliance with the source's terms of service and applicable data-protection laws, including GDPR, CCPA, and PIPL. Do not use it to collect personal data unlawfully.

Input

FieldTypeWhat it doesDefault
maxItems integer Maximum number of apps to collect per run. 10
keywordFilter string Only return apps whose slug contains this substring. Examples: seo, email, shipping, review. seo
appSlugs array Specific app slugs to fetch directly (the part after apps.shopify.com/). When provided, sitemap discovery is skipped. not set

Pricing

from $8.25 per 1,000 results

Charged forWhat it isPrice each
Item One row in the default dataset. $0.00825 to $0.011

Tiered: the lower figure is the price on a higher Apify plan. Billing and the free credit live on Apify.

API

One POST returns the dataset directly. Same shape for every scraper in the library, so swapping the slug is the only change.

POST ยท run and get results
curl -X POST "https://api.apify.com/v2/acts/parseforge~shopify-app-store-scraper/run-sync-get-dataset-items?token=$APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "helloWorld": 123
  }'

Examples

Input that runs as-is.

input.json
{
  "helloWorld": 123
}

Reviews

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Issues

We build and maintain this scraper, so a problem with it comes to us. Report it on the Apify listing and the thread stays attached to the scraper where the next person can find it: open an issue.

Broken and urgent, or you would rather not post in public? Write to parseforge@protonmail.com and it reaches the people who wrote it.

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