Linkpop Scraper | Shopify Store Leads & Link-in-Bio Data
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from $3.97 / 1,000 results
Linkpop Scraper | Shopify Store Leads & Link-in-Bio Data
Scrape Linkpop.com — Shopify's link-in-bio platform — for Shopify store leads and influencer data. Extract display name, bio, all links, social handles, store URL, and Shopify Storefront API token. Build creator and store databases for influencer marketing and e-commerce research.
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from $3.97 / 1,000 results
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Ahmed Jasarevic
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Linkpop Scraper - Creator Profiles, Links and Store Data
The Linkpop Scraper extracts public Linkpop creator pages into structured profiles. Collect usernames, display names, bios, avatars, social accounts, ordered link buttons, storefront URLs, theme settings and public storefront tokens - one dataset row per profile.
Use it to research link-in-bio strategies, discover creators and Shopify merchants, build outreach lists or audit how brands route traffic from social profiles. Submit one or many Linkpop URLs and the Actor reads the public page data without a Linkpop login.
Main Use Cases for Linkpop Creator Data
- Creator discovery - build lists of Linkpop creators by niche, bio keywords or linked destinations.
- Influencer outreach - collect public social accounts, profile URLs and storefront links for partnership teams.
- Link-in-bio research - compare link order, button copy, themes and commerce integrations across creators.
- Shopify merchant research - identify profiles that expose a storefront URL or public storefront access token.
- Competitive analysis - monitor which products, social platforms and campaigns creators promote.
- Database enrichment - append avatars, bios and social identities to an existing creator or lead database.
- AI creator research - give an LLM compact profile records with ordered links and stable usernames.
How It Works

The Actor accepts Linkpop profile URLs in startUrls. Each URL is fetched as a public page and parsed from the React Server Components payload embedded by Linkpop. If that payload is unavailable, a Cheerio fallback extracts the profile and links from the served HTML.
One successful profile produces one row containing the canonical URL, username, display name, bio, avatar, optional storefront URL and storefront access token, ordered links, social accounts, social links and theme settings. Link buttons keep their configured order, making it possible to study funnel structure rather than treating links as an unordered set.
Profiles are processed with a concurrency limit and standard retries. maxRequestsPerCrawl provides a safety ceiling for the run, and Apify proxy use is enabled by default because social discovery batches often involve many requests from the same worker pool. The free preview is limited to the first 10 profiles.
The Actor does not log in, publish content or modify a profile. It reads only what the public page exposes. A profile that has been deleted, renamed or protected may return fewer fields or fail to resolve, so keep the submitted URL and username when auditing results.
Input
The input is intentionally small: a list of public Linkpop URLs plus a request cap and proxy setting.
| Field | Type | Required | Default | What it does |
|---|---|---|---|---|
startUrls | string[] | Yes | [] | Public Linkpop profile URLs to process. One row is produced per resolved profile. |
maxRequestsPerCrawl | integer | No | 100 | Safety limit for page requests. Range 1-1,000. |
proxyConfiguration | object | No | Apify proxy | Proxy settings; Apify proxy is enabled by default. |
Provide full profile URLs rather than bare usernames. The Actor does not discover profiles from search, so a larger list requires you to supply more URLs. Duplicate URLs are de-duplicated by the crawler, and a slow or unavailable profile can reduce the final row count.
Output
A normal profile row contains 12 top-level fields. Social accounts and links are nested objects or arrays, and optional commerce fields are null when the creator has not connected a store.
| Field group | Fields | What you get |
|---|---|---|
| Profile | url, username, displayName, bio, avatarUrl | Canonical page URL, handle, display name, biography and avatar image. |
| Commerce | storeUrl, storefrontAccessToken | Public Shopify storefront URL and token when Linkpop exposes them. |
| Links | links | Ordered link buttons with labels, destinations and presentation details. |
| Social | socialAccounts, socialLinks | Connected social identities and public social URLs. |
| Presentation | themeSettings | Theme and layout settings used by the public profile. |
| Source | scrapedAt | ISO timestamp for when the profile was collected. |
links, socialAccounts and themeSettings are nested and can vary between profiles. Do not assume every row has a storefront: storeUrl and storefrontAccessToken are optional. The token is public page data, not a private admin credential, but it should still be handled carefully.
Pricing
The Actor uses pay-per-event pricing. A start event is charged per run and each resolved profile is charged as a result.
| Event | FREE | BRONZE | SILVER | GOLD+ |
|---|---|---|---|---|
| Actor start, per run | $0.00005 | $0.00005 | $0.00005 | $0.00005 |
| Profile result | $0.004 | $0.00399 | $0.00398 | $0.00397 |
That is approximately $4.00 per 1,000 profiles on FREE and slightly less on higher tiers. A 250-profile batch is roughly $1.00 on the free tier before the negligible start fee. The free preview returns at most 10 profiles, which is enough to validate a URL pattern.
Example Input
{"startUrls": ["https://linkpop.com/examplecreator","https://linkpop.com/examplestore"],"maxRequestsPerCrawl": 50,"proxyConfiguration": {"useApifyProxy": true}}
This checks two public profiles with a 50-request safety cap. maxRequestsPerCrawl should be at least as large as the number of URLs you expect to resolve.
Example Output
{"url": "https://linkpop.com/examplecreator","username": "examplecreator","displayName": "Example Creator","bio": "Design, travel and small-batch homeware.","avatarUrl": "https://cdn.example.com/avatar.jpg","storeUrl": "https://example.myshopify.com","storefrontAccessToken": "public-storefront-token","links": [{"title": "Shop the collection","url": "https://example.myshopify.com/collections/all","position": 1},{"title": "Watch the latest video","url": "https://youtube.com/watch?v=example","position": 2}],"socialAccounts": {"instagram": "examplecreator","tiktok": "examplecreator"},"socialLinks": ["https://instagram.com/examplecreator","https://tiktok.com/@examplecreator"],"themeSettings": {"theme": "minimal","accentColor": "#1f2937"},"scrapedAt": "2026-10-15T12:00:00.000Z"}
The exact nested shapes can differ when a creator uses a newer Linkpop layout or has no connected store. Link order is meaningful and is preserved by the page parser.
Integrations and Automation
Call the Actor from the Apify API, Apify MCP, an Apify schedule, Zapier, Make or n8n. Export the dataset as JSON, CSV, Excel, XML or HTML, or push rows to Google Sheets, Airtable, a CRM, a database or a webhook.
For influencer research, deduplicate on username and store links alongside the profile so you can see which commerce or content destinations are promoted. For merchant discovery, filter rows with a non-null storeUrl and join them to a Shopify product dataset using the storefront domain.
A monitoring workflow can compare link arrays between snapshots to detect campaign changes, new product drops or removed social accounts. Keep scrapedAt on every row so a link change is tied to a known observation time.
Related Actors
- Linktree, Beacons and Bio Email Scraper - creator leads from multiple link-in-bio platforms.
- Bio Links Pack Scraper - profile and link data from several bio-link services.
- Campsite.bio Scraper - creator profiles, emails and ordered link buttons.
FAQ
Do I need a Linkpop account?
No. The Actor reads public profile pages only. It does not log in, publish links or access private analytics.
Is the storefront access token private?
It is exposed by the public page when a creator connects a Shopify storefront. It is not an admin token, but treat it as sensitive page data and do not republish it unnecessarily.
Why does a profile return no store URL?
The creator may not have connected a store, may use a different commerce setup, or may hide the store link. Commerce fields are optional and can be null.
Can I search for creators by niche?
The Actor does not provide Linkpop search discovery. Provide profile URLs you already have, or combine it with a creator-discovery source and then enrich the matching profiles.
How many URLs can one run process?
maxRequestsPerCrawl accepts 1-1,000 requests and defaults to 100. Set it high enough for your URL list plus any retries, and remember that every resolved profile is billed.
What happens to unavailable profiles?
A deleted or renamed page may produce fewer fields or fail to resolve. The Actor does not fabricate missing data; audit the submitted URL list against the returned rows.
For AI Agents and LLM Apps
The Actor provides compact public creator profiles with ordered links and nested social data, suitable for influencer discovery and link-in-bio analysis. It is callable through the Apify API and Apify MCP.
- One row represents one public Linkpop profile; use
usernameor the canonicalurlas the key. linksis ordered. Preserve array order when analysing funnels or button priority.storeUrl,storefrontAccessTokenand some social fields are optional; handle nulls explicitly.- The page can change layout, so nested link objects may gain or lose presentation fields between runs.
- The free preview is limited to 10 profiles, and each resolved profile is billed as a result.
Legal and Compliance
This Actor is an independent tool and is not affiliated with, endorsed by or sponsored by Linkpop or Shopify. It reads publicly visible profile data for creator research, link analysis and merchant discovery. Linkpop's terms, Shopify policies and applicable privacy law still apply.
Public profiles can contain personal data, including names, images and social handles. Use the data for legitimate research or outreach, keep a lawful basis where required, and honor deletion or opt-out requests. Do not use storefront tokens to access systems or data beyond what the public page already exposes.
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