Instagram Related Person Scraper

Instagram Related Person Scraper

Instagram Related Person Scraper is a purpose-built Apify actor that discovers and exports Instagram “related accounts” suggestions from public profiles at scale. It solves the manual, time-consuming task of clicking through suggested accounts by automating discovery and exporting structured data you can analyze. Marketers, developers, data analysts, and researchers use this Instagram related accounts scraper and Instagram related users extractor to fuel influencer discovery, competitor mapping, and lookalike audience analysis—unlocking people discovery at scale.

What data / output can you get?

Below are the exact fields this actor returns to the Apify dataset. Outputs are structured for easy downstream use and can be downloaded from the dataset in JSON or CSV.

Data type	Description	Example value
username	Input profile username processed for related discovery	"ishowspeed"
limit	Max number of related profiles requested for this username	10
related_profiles_count	Number of related profiles collected for the item	10
related_profiles[].id	Instagram ID of a related profile	"288090135"
related_profiles[].username	Handle of a related account	"mls"
related_profiles[].full_name	Display name of the related account	"Major League Soccer"
related_profiles[].is_private	Whether the related account is private	false
related_profiles[].is_verified	Whether the related account has verification	true
related_profiles[].profile_pic_url	URL of the related account’s profile image	"https://scontent-.../486639052_..._s150x150.jpg"
error	Error message for this username if the request failed (only when present)	"BLOCKED_LOGIN_WALL"

Note: related_profiles is an array of objects. Each object contains id, username, full_name, is_private, is_verified, and profile_pic_url. You can export your dataset to JSON or CSV from the Apify UI.

Key features

• ⚡ Batch scraping & bulk automation — Process multiple input profiles in one run to build a broader map of similar accounts with this Instagram suggested users scraper.
• 🧭 Mixed input formats — Paste full profile URLs, @handles, or plain usernames; the actor normalizes inputs automatically for this Instagram people discovery tool.
• 🧱 Anti-block resilience — Built-in residential proxy support with retry logic and login-wall detection for reliable runs of your Instagram account recommendations scraper.
• 🧩 Structured JSON output — Clean, predictable fields for each related profile, perfect for an Instagram user graph scraper or Instagram user similarity analysis tool.
• 🎚 Per-profile result limits — Control output depth with max_profiles (up to 10,000) to balance speed vs. coverage when you scrape Instagram related users.
• 🔒 Public data only — Works on publicly available profiles; no login required. Ideal for ethical Instagram people search automation.
• 💾 Apify-native storage — Results are saved to an Apify dataset for easy export (JSON/CSV) and integration into analytics pipelines.

How to use Instagram Related Person Scraper - step by step

1. 🔑 Sign in to Apify — Log in to your Apify account to run the actor.
2. 🔍 Open the actor — Find “Instagram Related Person Scraper” in the Apify Store and click Try for free.
3. 📝 Add input data — In the “Profile URLs & Usernames” field, paste one or more profiles. Supported formats:
   • Full URL: https://www.instagram.com/username/
   • Handle: @username
   • Plain: username
4. 🎚 Set limits — Use max_profiles to control how many related profiles to fetch per input (default 50; up to 10,000).
5. 🛡 Enable proxy (recommended) — In proxyConfiguration, enable Apify Proxy (residential) for smooth, block-free runs.
6. ▶️ Start the run — Click Start. The actor normalizes inputs, fetches Instagram’s related/similar accounts, and stores results.
7. 📦 Download results — Go to Storage > Dataset to export your data as JSON or CSV.

Pro tip: Add multiple profiles at once to map entire creator networks in one job—great for building lookalike audiences and running an Instagram profile connection extractor.

Use cases

Use case name	Description
Digital marketing — lookalike discovery	Build lookalike audiences by extracting similar accounts from competitor or influencer profiles using this Instagram similar accounts finder.
Influencer research — partner sourcing	Identify adjacent creators at scale with an Instagram related profiles scraper to expand outreach lists.
Competitor mapping — market intel	Map competitor ecosystems and audience overlaps via an Instagram user relationship scraper for strategic planning.
Social graph analysis — data analytics	Feed structured related account edges into your Instagram user graph scraper for network analytics.
Content strategy — niche expansion	Discover thematically aligned profiles to guide collaborations and content direction with an Instagram related users extractor.
Academic research — community studies	Analyze public creator networks and study social clustering patterns with reproducible datasets.
Automation pipelines — ETL & BI	Pipe JSON output into your data warehouse, enrichment layers, or dashboards for reporting and insights.

Why choose Instagram Related Person Scraper?

This tool is designed for precision and reliability—built for teams that need scalable, structured discovery of related Instagram profiles.

• ✅ Accurate related-user extraction from public web endpoints
• 📈 Scales from single profiles to large batches with per-user limits
• 🧰 Developer-friendly structure ready for pipelines and enrichment
• 🛡 Anti-block strategy with residential proxy support and retries
• 💾 Clean dataset outputs for fast export (JSON/CSV) and analysis
• 🔍 No risky browser extensions or unstable one-off scripts
• 💡 Ideal for marketers, analysts, and researchers seeking repeatable results

In short: a production-ready Instagram related accounts scraper you can trust for repeatable workflows.

Is it legal / ethical to use Instagram Related Person Scraper?

Yes—when used responsibly. This actor collects publicly available information from Instagram and does not access private profiles or authenticated data.

Guidelines to follow:

• Only target public profiles and public metadata.
• Use Apify Proxy responsibly and respect rate limits.
• Ensure your use complies with Instagram’s terms and applicable data protection laws (e.g., GDPR/CCPA).
• Consult your legal team for edge cases and jurisdiction-specific requirements.

The actor is designed to support ethical, compliance-friendly use cases such as research, market analysis, and audience discovery.

Input parameters & output format

Example JSON input

{
  "proxyConfiguration": {
    "useApifyProxy": true
  },
  "urls": [
    "https://www.instagram.com/ishowspeed/",
    "@mrbeast",
    "fazeclan"
  ],
  "max_profiles": 25
}

Field details:

• urls (array)
  • Description: Enter one or more Instagram profiles to scrape related accounts from. Supports mixed formats: full URL, @handle, or plain username.
  • Required: No
  • Default: None
• max_profiles (integer)
  • Description: How many related profiles to fetch per input username. Recommended 20–100. Maximum 10,000.
  • Required: No
  • Default: 50
• proxyConfiguration (object)
  • Description: Enable Apify Proxy for reliable scraping. Residential proxies reduce blocks and rate limits.
  • Required: No
  • Default: None (prefill uses Apify Proxy)

Example JSON output

A successful dataset item:

{
  "username": "ishowspeed",
  "limit": 10,
  "related_profiles_count": 3,
  "related_profiles": [
    {
      "id": "288090135",
      "full_name": "Major League Soccer",
      "is_private": false,
      "is_verified": true,
      "profile_pic_url": "https://scontent-iad3-2.cdninstagram.com/v/t51.2885-19/486639052_3940094029582201_1211526993537926742_n.jpg",
      "username": "mls"
    },
    {
      "id": "6229137320",
      "full_name": "Cafu",
      "is_private": false,
      "is_verified": true,
      "profile_pic_url": "https://scontent-iad3-2.cdninstagram.com/v/t51.2885-19/482153685_1195697322129702_2044499451179788165_n.jpg",
      "username": "cafu2"
    },
    {
      "id": "278193020",
      "full_name": "FaZe Clan",
      "is_private": false,
      "is_verified": true,
      "profile_pic_url": "https://scontent-iad3-2.cdninstagram.com/v/t51.2885-19/472111763_888768759998285_1747011215400138632_n.jpg",
      "username": "fazeclan"
    }
  ]
}

An item with an error:

{
  "username": "someprofile",
  "limit": 50,
  "related_profiles_count": 0,
  "related_profiles": [],
  "error": "BLOCKED_LOGIN_WALL"
}

Notes:

• error appears only when a request fails; otherwise it is omitted.
• related_profiles_count reflects the number of objects returned in related_profiles.

Related tools

Tool	Tool
📱 Instagram Profile Phone Number Scraper by Keyword	✨ Instagram Highlights Scraper
📝 Instagram Post Scraper	🎬 Instagram Reels Scraper
🎞️ Instagram Single Reels Scraper	📂 Instagram Profile Post Scraper
📺 Instagram Profile Reels Scraper	👤 Instagram Profile Scraper
📢 Instagram Mentions Scraper	📊 Instagram Followers Count Scraper
🏷️ Instagram Tagged & Mentions Posts Scraper	🔖 Instagram Tagged Posts Scraper
📈 Instagram Related Hashtag Stats Scraper	💬 Instagram Comments Scraper
📩 Instagram DM Automation	📍 Instagram Location Scraper
#️⃣ Instagram Hashtag Scraper	🔥 Instagram Posts Scraper (Cheapest)
📧 Instagram Email Scraper	📨 Instagram Profile Email Scraper by Keyword
📞 Instagram Phone Number Scraper	☎️ Instagram Profile Phone Number Scraper

FAQ

Is there a free trial for Instagram Related Person Scraper?

Yes. This actor offers trial minutes on Apify (120 trial minutes are configured), so you can test the Instagram people discovery tool before subscribing.

Do I need to log in to use it?

No. The actor works with public Instagram endpoints and does not require login or cookies. It focuses on public data for an ethical Instagram related profiles scraper workflow.

What inputs are supported?

You can provide full profile URLs, @handles, or plain usernames in the urls array. The actor normalizes inputs automatically for this Instagram people search automation.

How many related accounts can I extract per profile?

You control this with max_profiles. The default is 50 and the maximum is 10,000 per input username, making it a scalable Instagram suggested users scraper.

What fields are returned in the output?

Each dataset item includes username, limit, related_profiles_count, related_profiles (array of id, username, full_name, is_private, is_verified, profile_pic_url), and an error field only when a request fails.

Can I export data to CSV or JSON?

Yes. Results are stored in an Apify dataset, which you can download as JSON or CSV for analysis, making it easy to feed your Instagram user graph scraper pipeline.

Is scraping related users allowed?

Yes—when used responsibly with public data only. Avoid private profiles and ensure compliance with Instagram’s terms and applicable regulations.

How do you handle blocks or rate limits?

The actor supports Apify residential proxy and includes retry logic with login-wall detection, improving reliability for your Instagram account recommendations scraper.

Closing CTA / Final thoughts

Instagram Related Person Scraper is built to discover and export related Instagram accounts from public profiles—fast, structured, and scalable. With mixed input formats, per-profile limits, and clean JSON output, it’s ideal for marketers, developers, analysts, and researchers who need an Instagram related users extractor for influencer discovery, competitor mapping, and network analysis. Run multiple profiles at once, export results from the dataset, and plug the data into your automation or analytics stack. Start extracting smarter lookalike audiences and profile connections today.