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URL: https://apify.com/parseforge/shopify-app-store-scraper

โ‡ฑ Shopify App Store Scraper ยท Apps, Ratings, Pricing ยท Apify


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Shopify App Store Scraper

Pull Shopify apps with name, developer, rating, review count, category, description, screenshots, and icon. Discover via sitemap with 30,000+ apps indexed. Filter by keyword to narrow the results. Export to JSON, CSV, or Excel for ecommerce ecosystem research and competitive analysis.

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from $8.25 / 1,000 items

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๐Ÿ‘ ParseForge

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๐Ÿ›๏ธ Shopify App Store Scraper

๐Ÿš€ Pull Shopify apps with name, developer, rating, and screenshots. Discover apps via sitemap, filter by keyword. No login, no API key.

๐Ÿ•’ Last updated: 2026-05-01 ยท ๐Ÿ“Š 10 fields per app ยท ๐Ÿ›๏ธ 30,000+ apps indexed ยท โญ ratings + reviews included ยท ๐Ÿ†“ sitemap-based discovery

The Shopify App Store Scraper discovers apps via the public Shopify App Store sitemap and returns name, developer, category, rating, review count, description, icon, and CDN-hosted screenshots per app. Filter by keyword to narrow the results to a specific app type like SEO, email, shipping, or reviews.

Shopify powers more than 4 million stores worldwide and the App Store hosts 30,000+ apps across SEO, marketing, fulfillment, store design, customer service, and more. This Actor exposes the full app catalog as structured data for ecosystem research, competitive analysis, or building your own app discovery layer.

๐ŸŽฏ Target Audience๐Ÿ’ก Primary Use Cases
Shopify app developers, ecommerce consultants, ecosystem researchers, foundersCompetitive research, market sizing, app discovery, ecosystem mapping

๐Ÿ“‹ What the Shopify App Store Scraper does

Three filtering workflows in a single run:

  • ๐Ÿ“‘ Sitemap discovery. Walks the public apps.shopify.com/sitemap.xml covering 30,000+ apps.
  • ๐Ÿ” Keyword filter. Substring match on app slug to narrow by category or type.
  • โšก Parallel fetch. Up to 5 concurrent app-page fetches with retry to keep total run time low.

Each row reports the app icon URL, app name, slug, app store URL, developer, category from JSON-LD, average rating, review count, og:description, up to 12 screenshot URLs, and a scrape timestamp.

๐Ÿ’ก Why it matters: the Shopify App Store is the world's largest commerce-app ecosystem and a real revenue surface. App developers benchmark themselves against competitors. Consultants research which categories are saturated. Researchers map the ecosystem for VC and strategy work. The official store has no bulk export, so this Actor is the cleanest way to get structured app metadata.


๐ŸŽฌ Full Demo

๐Ÿšง Coming soon: a 3-minute walkthrough showing how to go from sign-up to a downloaded dataset.


โš™๏ธ Input

InputTypeDefaultBehavior
maxItemsinteger10Apps to return. Free plan caps at 10, paid plan at 1,000,000.
keywordFilterstringemptySubstring filter on app slug. Examples: seo, email, shipping, review.
appSlugsarrayemptySpecific app slugs to fetch. When provided, sitemap discovery is skipped.

Example: 100 SEO-related Shopify apps.

{
"maxItems":100,
"keywordFilter":"seo"
}

Example: lookup specific app slugs only.

{
"maxItems":5,
"appSlugs":["seo-king","smart-seo","tinyimg"]
}

โš ๏ธ Good to Know: Shopify's sitemap occasionally returns thin responses to scrapers; the Actor retries up to four times with backoff. Many sitemap entries are not Shopify apps (some are docs or partners). The Actor over-fetches by 3x and returns only valid SoftwareApplication records, so 100 returned apps may require fetching 200-300 sitemap URLs.


๐Ÿ“Š Output

Each app record contains 10 fields. Download as CSV, Excel, JSON, or XML.

๐Ÿงพ Schema

FieldTypeExample
๐Ÿ–ผ๏ธ iconUrlstring | null"https://cdn.shopify.com/app-store/listing_images/.../icon.png"
๐Ÿ“ฐ appNamestring"SEO King"
๐Ÿ”– slugstring"seo-king"
๐Ÿ”— urlstring"https://apps.shopify.com/seo-king"
๐Ÿ‘ค developerstring | null"Engage Apps"
๐Ÿ—‚๏ธ categorystring | null"DeveloperApplication"
โญ ratingnumber | null4.8
๐Ÿ’ฌ ratingCountinteger | null502
๐Ÿ“ descriptionstring | null"Boost organic traffic with on-page SEO..."
๐Ÿ“ท screenshotsarray["https://cdn.shopify.com/app-store/...screen-1.png", ...]
๐Ÿ•’ scrapedAtISO 8601"2026-05-01T01:55:30.000Z"

๐Ÿ“ฆ Sample records


โœจ Why choose this Actor

Capability
๐Ÿ†“No login. Reads the public Shopify App Store sitemap and per-app HTML.
๐Ÿ›๏ธ30,000+ apps. Full catalog discoverable via sitemap.
โญRatings included. Average rating and total review count per app.
๐Ÿ“ทScreenshots. Up to 12 CDN-hosted screenshot URLs per app.
๐Ÿ”Keyword filter. Substring match on slug for category narrowing.
โšกParallel fetch. Concurrent requests with retry on rate limits.
๐Ÿš€Sub-2-minute runs. Typical 80-app pulls finish in 90 to 120 seconds.

๐Ÿ“Š In a single 110-second run the Actor returned 80 SEO-related Shopify apps with full ratings and screenshots.


๐Ÿ“ˆ How it compares to alternatives

ApproachCostCoverageRefreshFiltersSetup
Manual App Store browsingFreeOne app at a timeLiveBuilt-inHours
Paid commerce-data subscriptions$$$ subscriptionAggregatedDailyBuilt-inAccount setup
Generic web scrapers$$ subscriptionBrittle CSSDailyNoneEngineer hours
โญ Shopify App Store Scraper (this Actor)Pay-per-eventFull catalogLiveKeyword filterNone

Same sitemap and per-app JSON-LD Shopify exposes for search engines, packaged as structured records.


๐Ÿš€ How to use

  1. ๐Ÿ†“ Create a free Apify account. Sign up here and get $5 in free credit.
  2. ๐Ÿ” Open the Actor. Search for "Shopify App Store" in the Apify Store.
  3. โš™๏ธ Pick filters. Optional keyword filter or list of app slugs.
  4. โ–ถ๏ธ Click Start. A 100-app run typically completes in 90 to 120 seconds.
  5. ๐Ÿ“ฅ Download. Export as CSV, Excel, JSON, or XML.

โฑ๏ธ Total time from sign-up to first dataset: under five minutes.


๐Ÿ’ผ Business use cases

๐Ÿ›๏ธ App developers

  • Benchmark your app's rating against direct competitors
  • Identify under-served sub-categories
  • Mine top-app descriptions for positioning ideas
  • Track new app launches in your space

๐Ÿ“Š Ecommerce consultants

  • Curate app stacks for clients by category
  • Compare ratings before recommending an app
  • Build proposals citing specific apps
  • Track which apps a vertical favors

๐Ÿ’ผ Ecosystem researchers

  • Map app categories for VC analysis
  • Track new entrant velocity by month
  • Build heat maps of saturated vs underserved spaces
  • Identify acquisition targets by rating + review count

๐Ÿ“ฐ Content & SEO

  • Publish "best Shopify apps for X" roundups with real data
  • Cite specific apps by slug in articles
  • Build interactive app-finder microsites
  • Power affiliate dashboards with up-to-date metadata

๐ŸŒŸ Beyond business use cases

Data like this powers more than commercial workflows. The same structured records support research, education, civic projects, and personal initiatives.

๐ŸŽ“ Research and academia

  • Empirical datasets for papers, thesis work, and coursework
  • Longitudinal studies tracking changes across snapshots
  • Reproducible research with cited, versioned data pulls
  • Classroom exercises on data analysis and ethical scraping

๐ŸŽจ Personal and creative

  • Side projects, portfolio demos, and indie app launches
  • Data visualizations, dashboards, and infographics
  • Content research for bloggers, YouTubers, and podcasters
  • Hobbyist collections and personal trackers

๐Ÿค Non-profit and civic

  • Transparency reporting and accountability projects
  • Advocacy campaigns backed by public-interest data
  • Community-run databases for local issues
  • Investigative journalism on public records

๐Ÿงช Experimentation

  • Prototype AI and machine-learning pipelines with real data
  • Validate product-market hypotheses before engineering spend
  • Train small domain-specific models on niche corpora
  • Test dashboard concepts with live input

๐Ÿ”Œ Automating Shopify App Store Scraper

Run this Actor on a schedule, from your codebase, or inside another tool:

Schedule weekly runs from the Apify Console to refresh app rating data. Pipe results into Google Sheets, S3, BigQuery, or your own webhook with the built-in integrations.


๐Ÿค– Ask an AI assistant about this scraper

Open a ready-to-send prompt about this ParseForge actor in the AI of your choice:


โ“ Frequently Asked Questions

๐Ÿ“‘ How does the keyword filter work?

Substring match on the app slug, case-insensitive. seo returns apps whose slug contains seo. Leave empty for the full catalog.

๐Ÿ’ฐ Does it return pricing?

Pricing tiers live in a JS-hydrated component on each app page that does not appear in the static HTML. Pricing is not part of v1; contact us if you need a browser-rendered version.

๐Ÿ“… Does it return last-updated date?

The sitemap exposes <lastmod> per app. Per-app last-updated within Shopify's UI is JS-rendered and not part of v1.

๐Ÿ”  What is the category field?

Shopify uses schema.org applicationCategory in their JSON-LD. Most apps return DeveloperApplication. Future versions may expose Shopify's own category taxonomy.

๐Ÿ“ท How many screenshots are returned?

Up to 12 screenshot URLs per app, all pointing to Shopify's CDN. Smaller apps may have fewer screenshots.

๐Ÿ“ฆ Why does my run return ~80 of 100 requested?

The sitemap mixes app pages with non-app pages. The Actor over-fetches and only counts valid SoftwareApplication records. The remainder were docs, partner pages, or removed apps.

๐Ÿ›ก๏ธ Are there rate limits?

Cloudflare protects the App Store; the Actor uses concurrency 5 with retry on 429/503 to stay within polite limits.

๐Ÿ’ผ Can I use this for commercial work?

Yes. The Actor reads only the public sitemap and per-app HTML Shopify exposes for search engines. Always honor each app developer's terms when republishing content.

๐Ÿ’ณ Do I need a paid Apify plan?

The free plan returns up to 10 apps per run. Paid plans return up to 1,000,000.

โš ๏ธ What if a run returns very few apps?

The keyword filter may be too narrow. Try fewer characters or no filter at all. Open a contact form and include the run URL if you suspect a bug.

๐Ÿ” How fresh is the data?

Live. Each run hits the sitemap and each app page at run time.

โš–๏ธ Is this legal?

Yes. The Actor reads only what Shopify publicly serves to search engines and any browser visitor.


๐Ÿ”Œ Integrate with any app

  • Make - drop run results into 1,800+ apps.
  • Zapier - trigger automations off completed runs.
  • Slack - post run summaries to a channel.
  • Google Sheets - sync each run into a spreadsheet.
  • Webhooks - notify your own services on run finish.
  • Airbyte - load runs into Snowflake, BigQuery, or Postgres.

๐Ÿ”— Recommended Actors

๐Ÿ’ก Pro Tip: browse the complete ParseForge collection for more pre-built scrapers and data tools.


๐Ÿ†˜ Need Help? Open our contact form and we'll route the question to the right person.


Shopify and Shopify App Store are registered trademarks of Shopify Inc. This Actor is not affiliated with or endorsed by Shopify. It reads only the public sitemap and JSON-LD every Shopify App Store listing exposes for search engines.

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