Milkshake Profile Scraper

Extract structured data from any Milkshake (msha.ke) link-in-bio profile. Get profile name, bio, avatar, social links, card links, external links, and storefront URLs as clean JSON.

Main Use Cases

• Creator research: pull profile name, bio, and avatar image from any Milkshake link-in-bio page.
• Influencer & affiliate outreach: collect socialLinks and externalLinks for contact and partner lists.
• Storefront discovery: detect shop and storefront URLs linked from a creator's Milkshake page.
• Link-in-bio auditing: snapshot cardLinks for content reviews, collections, or affiliate tracking.
• Lead list building: scrape many public profiles and export normalized rows for CRM enrichment.
• AI & data pipelines: feed structured creator data into RAG, agents, dashboards, or spreadsheets.

How It Works

Milkshake (msha.ke) is a link-in-bio / mobile website builder creators use to present links, socials, and storefronts. The Milkshake Profile Scraper fetches a Milkshake profile URL, parses the public page server-side, and extracts structured profile data without a browser. Provide startUrls (one or many {"url":"..."} objects) and receive a normalized JSON row per profile. No login, no session, no official API required.

Input

Field	Type	Required	Default	Notes
startUrls	array	Yes	—	Milkshake profile URLs to scrape. Each item must be an object: {"url":"..."}. Example: https://msha.ke/go.milkshake
maxRequestsPerCrawl	integer	No	—	Maximum number of profile pages processed per run; helps bound cost and runtime.
proxyConfiguration	object	No	—	Proxy settings, e.g. {"useApifyProxy": true} to route requests through Apify proxy infrastructure.

Output

Each scraped profile produces one dataset item (view: overview) with these fields:

• username — the profile username as shown on Milkshake.
• profileName — the display name of the profile.
• bio — the short bio/caption text from the profile.
• avatar — URL of the profile's avatar image.
• url — the canonical URL of the scraped Milkshake profile.
• socialLinks — array of social media links (Instagram, TikTok, YouTube, X, etc.).
• cardLinks — array of links attached to the profile's content cards.
• externalLinks — additional external URLs referenced on the page.
• storefrontUrls — URLs pointing to shops or storefronts on the profile.
• scrapedAt — ISO timestamp of when the profile was scraped.

Example Input

{
  "startUrls": [
    { "url": "https://msha.ke/go.milkshake" }
  ],
  "maxRequestsPerCrawl": 5,
  "proxyConfiguration": {
    "useApifyProxy": true
  }
}

Example Output

{
  "username": "go.milkshake",
  "profileName": "Milkshake",
  "bio": "Build a beautiful link-in-bio. Free.",
  "avatar": "https://image.msha.ke/…/avatar.png",
  "url": "https://msha.ke/go.milkshake",
  "socialLinks": [
    "https://www.instagram.com/milkshake"
  ],
  "cardLinks": [
    "https://msha.ke/go.milkshake/shop"
  ],
  "externalLinks": [],
  "storefrontUrls": [],
  "scrapedAt": "2026-08-29T12:00:00.000Z"
}

Note: empty arrays ([]) appear when a profile exposes no links of that type (e.g. externalLinks, storefrontUrls).

Scheduling, Monitoring & Automation

Run the actor on a recurring schedule (daily or weekly) to monitor profiles for changes: new bios, new social links, or new storefronts. Combine it with:

• Apify scheduled runs — re-run with the same startUrls on a cron-like interval.
• Actor tasks — save a reusable configuration as a named task and publish it as a public use-case.
• Webhooks / integrators — push dataset items to your own API, CRM, or spreadsheet the moment a run finishes.
• maxRequestsPerCrawl — cap each run to keep monitoring costs predictable.

Related Actors

This actor is part of the link-in-bio scraping cluster on Apify. Explore the neighboring tools:

• Linkpop Scraper — extract profile, bio, and links from Shopify's Linkpop link-in-bio pages.
• Komi Scraper — scrape Komi (komi.io) link-in-bio profiles for bio, socials, and media links.
• ContactInBio Scraper — collect ContactInBio link-in-bio data including donation and contact links.
• Generic Web Scraper / Website Content Crawler — for any link-in-bio platform not covered by a dedicated actor.

All four authors work the same way: give a profile URL, get structured JSON — ideal for building a cross-platform creator dataset.

FAQ

Why use this actor instead of an official Milkshake API? There is no official public Milkshake API. The actor parses the public msha.ke page directly and returns normalized JSON, which is the practical route for structured Milkshake profile data.

Does it need a browser? No. Profile HTML is fetched and parsed server-side, which keeps runs fast, cheap, and reliable.

Which profiles can I scrape? Any publicly accessible Milkshake profile. Provide its URL in startUrls, e.g. https://msha.ke/go.milkshake.

Can I scrape multiple profiles in one run? Yes. startUrls accepts many {"url":"..."} objects; use maxRequestsPerCrawl to cap the total.

What fields does it return? username, profileName, bio, avatar, url, socialLinks, cardLinks, externalLinks, storefrontUrls, and scrapedAt.

What are good alternatives if I also want Linkpop/Komi data? Use the Linkpop Scraper, Komi Scraper, or ContactInBio Scraper actors and merge the datasets — see Related Actors.

For AI Agents & LLM Apps

The purpose of this actor is to turn Milkshake's HTML into structured, model-ready JSON that an LLM or agent can consume directly. Minimal input:

{
  "startUrls": [{ "url": "https://msha.ke/go.milkshake" }]
}

Output fields an AI app can rely on: username, profileName, bio, avatar, url, socialLinks, cardLinks, externalLinks, storefrontUrls, scrapedAt. Use the bio and link arrays for RAG context, profile summaries, outreach drafts, or storefront discovery.

Non-obvious behaviors to handle in code:

• startUrls items must be {"url":"..."} objects — bare strings are invalid input.
• Link fields are arrays; they may be empty ([]) when a profile exposes no such links — don't assume present.
• One dataset row per profile; keep the username as your deduplication key.
• scrapedAt is the extraction timestamp that allows you to diff profiles over time.

Billing: pricing is usage-based on the Apify platform (memory, compute, and data transfer per run); there is no fixed rate. Bound spend per run with maxRequestsPerCrawl and a schedule that fits your workload.

Legal & Compliance Disclaimer

This actor is independent and is not affiliated with, endorsed by, or connected to Milkshake (msha.ke). It operates on publicly accessible pages only. Before use, review Milkshake's Terms of Service and applicable laws, and make sure your use case complies with them (including GDPR and other privacy regulations). Scrape only data you are authorized to collect and process, and never use extracted personal data in ways that violate any individual's rights.

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