You can access the Instagram Bio Links Scraper programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

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Instagram Bio Links Scraper OpenAPI definition

OpenAPI is a standard for designing and describing RESTful APIs, allowing developers to define API structure, endpoints, and data formats in a machine-readable way. It simplifies API development, integration, and documentation.

OpenAPI is effective when used with AI agents and GPTs by standardizing how these systems interact with various APIs, for reliable integrations and efficient communication.

By defining machine-readable API specifications, OpenAPI allows AI models like GPTs to understand and use varied data sources, improving accuracy. This accelerates development, reduces errors, and provides context-aware responses, making OpenAPI a core component for AI applications.

You can download the OpenAPI definitions for Instagram Bio Links Scraper from the options below:

OpenAPI.json

If you’d like to learn more about how OpenAPI powers GPTs, read our blog post.

You can also check out our other API clients:

Instagram Bio Links Scraper API in Python

Instagram Bio Links Scraper API in JavaScript

Instagram Bio Links Scraper API through CLI

Instagram Bio Links Scraper API

Instagram Bio Links Scraper - Extract Website URLs 2026

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No login required. Extract website links and URLs from Instagram profile bios. Get contact links, Linktree, business websites. Perfect for B2B lead generation.

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Instagram Public Bio Link Extractor

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Extract public Instagram bio text, profile links, external links, and contact clues.

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Instagram Related Person Scraper with Lead & Contact Data

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📸 Instagram Related Person Scraper pulls related accounts from public profiles—suggested connections, bios, usernames, links & more. 🔎 Perfect for influencer discovery, competitor mapping, and audience research. ⚙️ Fast, reliable, CSV/JSON exports for growth teams.

Scraply

Instagram Merchant Profile & Bio-Link Extractor

fanndev/instagram-merchant-profile-scraper

Extract public Instagram business profiles: followers, engagement, business contact and address, and the bio links that are a merchant's real storefront (Shopee, Tokopedia, WhatsApp, webstore). For competitor mapping and lead generation. No login needed.

Faisal Ahdan naufal

Instagram Profile Scraper — Emails, Bio Links & Post Likers

afanasenko/instagram-profile-scraper

Scrape Instagram profiles at scale — followers and following lists, post likers and commenters, similar-account discovery, keyword and location search. Every profile returns emails, bio links, engagement rate, business category and language. No login needed.

Andrey Afanasenko

3.6K

2.5

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Instagram Profile Scraper With Bio Link & Email Extraction

scrapio/instagram-profile-scraper

Scrapes full data from any public Instagram profile, capturing bio, username, follower and following counts, posts, Reels, highlights, profile image, engagement stats, and URLs. Ideal for influencer research, competitor analysis, brand insights, and large-scale Instagram profiling

Scrapio

Instagram Profile Scraper - Followers, Bio & Links

datalayer/instagram-profile-stats

Follower and following counts, post totals, bio, every link in bio, verification and Threads handle for any public Instagram profile. The spend cap is checked before every request and stops the run - it does not trim results after your money is gone. Unreadable profiles are never charged for.

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Instagram Related Person By Niche Content Creator Search

scrapium/instagram-related-person-scraper

🔎 Instagram Related Person by Niche Content Creator Search finds and exports related accounts from public IG profiles—names, handles & profile links. 📊 Ideal for influencer discovery, competitor mapping & audience research. ⚡ Fast, accurate, and compliance friendly. 🚀

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Instagram Followers Scraper: Multi-Profile Analysis

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Scrape Instagram follower data instantly with this Instagram Followers Scraper 👥 Extract usernames, profile links, follower counts, bios, and audience insights with ease 📊 Perfect for influencer research, competitor analysis, brand monitoring, and growth tracking 🔍🚀

Scrapio

5.0

(1)

Instagram Reels Scraper — Video, Audio & Thumbnail Assets

scrapio/instagram-reels-scraper

Scrapes Reels from Instagram by profile, hashtag, or explore feed, capturing video URLs, captions, hashtags, audio details, thumbnails, views, likes, comments, and timestamps. Ideal for trend research, influencer analysis, and large-scale Reels data extraction

Scrapio

Instagram Followers With Mutual Connections Profile

scrapio/instagram-followers-and-following-scrapper

Instagram Followers and Following Scraper 👥📸 extracts follower and following lists from public Instagram profiles, including usernames, profile URLs, bios, and account details. Ideal for audience research, influencer discovery, competitor tracking, and social network analysis. 🚀📊

Scrapio

5.0

(1)