Instagram Related Person Scraper

Instagram Related Person Scraper

Instagram Related Person Scraper is a purpose-built tool that discovers and extracts “related accounts” suggestions from Instagram profiles at scale. It automates the manual, time-consuming task of finding similar profiles by returning clean, structured results. Built for marketers, developers, data analysts, and researchers, this Instagram related accounts scraper also works as an Instagram similar profiles scraper and Instagram recommended profiles scraper to power influencer research, competitor mapping, and network analysis at scale.

What data / output can you get?

Below are the exact fields this Instagram suggested accounts scraper returns. It captures both top-level context and per-profile details for each suggested account.

Data type	Description	Example value
username	Input username the suggestions were fetched for	"ishowspeed"
limit	Requested maximum number of related profiles for this input	10
related_profiles_count	Number of related profiles actually collected	10
related_profiles	Array of related account objects	[ … ]
related_profiles[].id	Instagram ID of the related account	"288090135"
related_profiles[].username	Handle of the related account	"mls"
related_profiles[].full_name	Display name of the related account	"Major League Soccer"
related_profiles[].is_private	Whether the account is private	false
related_profiles[].is_verified	Whether the account is verified	true
related_profiles[].profile_pic_url	Profile picture URL	"https://scontent%E2%80%A6/486639052_%E2%80%A6_s150x150.jpg"
error	Error message (only when a given username fails)	"BLOCKED_LOGIN_WALL"

Notes:

• Results are stored in the Apify dataset and can be exported to JSON, CSV, or Excel.
• The actor extracts only publicly available suggestion metadata returned by Instagram’s web_profile_info endpoint.

Key features

• ⚡ Chrome-impersonated fetching
  Uses curl_cffi with Chrome impersonation to reliably call Instagram’s web_profile_info endpoint and extract related accounts with higher stability.

• 🧭 Multi-format input handling
  Paste profile URLs, @handles, or plain usernames in one list. Mixed formats are supported to streamline Instagram related users extractor workflows.

• 📈 Batch scraping across profiles
  Provide multiple inputs in a single run to build connected graphs of lookalike accounts—ideal for an Instagram similar accounts finder or Instagram explore people scraper strategy.

• 🧲 Structured, analysis-ready output
  Cleanly returns username, limit, related_profiles_count, and an array of related profiles with id, username, full_name, is_private, is_verified, and profile_pic_url.

• 🛡️ Proxy & anti-block ready
  Integrates with Apify Proxy and prioritizes residential proxies for resilient runs, reducing rate limits and blocks on large batches.

• 👨‍💻 Developer-friendly on Apify
  Run via the Apify platform and access results programmatically using the Apify API. Perfect for pipelines that need an Instagram related users scraper tool or Instagram recommended profiles scraper.

• 🔁 Error-handling per input
  Each input username is processed independently with retries and backoff, and any issue is captured in the error field so you can monitor failures precisely.

• 🔌 Workflow integration
  Export datasets to your BI tools or automation platforms for downstream analysis as an Instagram related accounts automation tool or Instagram related profiles data extractor.

How to use Instagram Related Person Scraper - step by step

1. Sign in to Apify
   Create or log into your Apify account to run the actor in the cloud.

2. Open the actor page
   Find “Instagram Related Person Scraper” in the Apify Store and click Try for free.

3. Add input profiles
   In the “urls” field, paste one or more Instagram profiles in any of these formats:

• Full URL (e.g., https://www.instagram.com/username/)
• Handle (e.g., @username)
• Plain username (e.g., username)

4. Set extraction limits
   Adjust “max_profiles” to control how many related profiles to fetch per input. The maximum is 10,000 per username.

5. Configure proxy (recommended)
   Enable “proxyConfiguration” with Apify Proxy (residential is recommended) for reliable scraping and fewer blocks.

6. Start the run
   Click Start. The actor will fetch suggestions for each input username and build a structured dataset.

7. Monitor progress
   You can follow logs in real time. The actor uses retries with backoff and logs per-username status.

8. Export results
   When the run finishes, open the Dataset tab to download JSON, CSV, or Excel. Results include top-level fields and the related_profiles array.

Pro Tip: Run multiple usernames in one job to generate a broader discovery map for an Instagram people also follow scraper workflow. Then connect the dataset via the Apify API to feed internal analytics or CRM enrichment.

Use cases

Use case name	Description
Influencer discovery for marketing	Identify lookalike creators from target profiles using an Instagram lookalike accounts scraper to expand outreach lists quickly.
Competitor mapping in social	Map competitors’ adjacent audience using an Instagram similar profiles scraper to reveal who people also follow.
Audience research & segmentation	Build segments from suggested profiles, leveraging an Instagram related users extractor to enrich audience personas.
Network analysis for research	Construct creator graphs from related profiles using an Instagram explore people scraper approach.
Growth & partnerships	Find similar accounts to your brand’s partners with an Instagram suggested for you scraper to accelerate collaboration scouting.
Automation pipelines (API)	Integrate the actor into your data stack to populate discovery modules via an Instagram user discovery scraper API.

Why choose Instagram Related Person Scraper?

This actor focuses on precision, scale, and reliability for extracting Instagram’s related profiles suggestions.

• ✅ Accurate suggestion extraction using web_profile_info
• 🔄 Built for batches across many inputs with robust retry/backoff
• 🧱 Structured outputs with stable, documented fields
• 👩‍💻 Easy to automate via Apify and programmatic exports
• 🛡️ Proxy-ready to reduce blocks on high-volume runs
• 💸 Efficient alternative to extensions and unstable scripts

Bottom line: it’s a production-ready Instagram related accounts scraper that delivers consistent, analysis-ready results.

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

Yes—when used responsibly. This actor extracts publicly available related profiles suggestions and does not access private data or require Instagram login.

Guidelines to follow:

• Only use publicly available information for legitimate purposes (research, analysis).
• Respect platform terms and applicable laws (e.g., GDPR/CCPA where relevant).
• Avoid misuse, such as attempting to bypass security or access private profiles.
• Consult your legal team for edge cases or specific compliance requirements.

Input parameters & output format

Example JSON input

{
  "proxyConfiguration": {
    "useApifyProxy": true
  },
  "urls": [
    "https://www.instagram.com/ishowspeed/",
    "mrbeast"
  ],
  "max_profiles": 10
}

Parameters:

• urls (array)
  Description: Enter one or more Instagram profiles to scrape related accounts from. Supports mixed formats: • Full URL: https://www.instagram.com/username/ • Handle: @username • Plain: username
  Default: none
  Required: no

• max_profiles (integer)
  Description: How many related profiles to fetch per input username. Higher = more data, but slower runs. Recommended sweet spot: 20–100. Maximum: 10,000.
  Default: 50
  Required: no

• proxyConfiguration (object)
  Description: Enable Apify Proxy for reliable scraping. Residential proxies reduce blocks and rate limits. Strongly recommended for consistent results.
  Default: none (prefill uses "useApifyProxy": true)
  Required: no

Example JSON output

{
  "username": "ishowspeed",
  "limit": 10,
  "related_profiles_count": 10,
  "related_profiles": [
    {
      "id": "288090135",
      "full_name": "Major League Soccer",
      "is_private": false,
      "is_verified": true,
      "profile_pic_url": "https://scontent.../486639052_..._s150x150.jpg",
      "username": "mls"
    },
    {
      "id": "6229137320",
      "full_name": "Cafu",
      "is_private": false,
      "is_verified": true,
      "profile_pic_url": "https://scontent.../482153685_..._s150x150.jpg",
      "username": "cafu2"
    }
  ]
}

Notes:

• The error field appears only if a specific username fails, e.g., "error": "BLOCKED_LOGIN_WALL".
• Some nested fields may be unavailable for certain suggestions; in those cases, values can be null/missing.

Related tools

Category	Tool
Profiles	📂 Instagram Profile Scraper — https://apify.com/scraper-engine/instagram-profile-scraper
Posts	📝 Instagram Post Scraper — https://apify.com/scraper-engine/instagram-post-scraper
Reels	🎬 Instagram Reels Scraper — https://apify.com/scraper-engine/instagram-reels-scraper
Single Reels	🎞️ Instagram Single Reels Scraper — https://apify.com/scraper-engine/instagram-single-reels-scraper
Profile Posts	📂 Instagram Profile Post Scraper — https://apify.com/scraper-engine/instagram-profile-post-scraper
Profile Reels	📺 Instagram Profile Reels Scraper — https://apify.com/scraper-engine/instagram-profile-reels-scraper
Mentions	📢 Instagram Mentions Scraper — https://apify.com/scraper-engine/instagram-mentions-scraper
Followers Count	📊 Instagram Followers Count Scraper — https://apify.com/scraper-engine/instagram-followers-count-scraper
Comments	💬 Instagram Comments Scraper — https://apify.com/scraper-engine/instagram-comments-scraper
Hashtags	#️⃣ Instagram Hashtag Scraper — https://apify.com/scraper-engine/instagram-hashtag-scraper
Related Hashtags	📈 Instagram Related Hashtag Stats Scraper — https://apify.com/scraper-engine/instagram-related-hashtag-stats-scraper
Locations	📍 Instagram Location Scraper — https://apify.com/scraper-engine/instagram-location-scraper
DMs	📩 Instagram DM Automation — https://apify.com/scraper-engine/instagram-dm-automation
Emails	📧 Instagram Email Scraper — https://apify.com/scraper-engine/instagram-email-scraper
Phone (Profile)	☎️ Instagram Profile Phone Number Scraper — https://apify.com/scraper-engine/instagram-profile-phone-number-scraper
Phone by Keyword	📱 Instagram Profile Phone Number Scraper by Keyword — https://apify.com/scraper-engine/instagram-profile-phone-number-scraper-by-keyword
Tagged & Mentions Posts	🏷️ Instagram Tagged & Mentions Posts Scraper — https://apify.com/scraper-engine/instagram-tagged-and-mentions-posts-scraper
Tagged Posts	🔖 Instagram Tagged Posts Scraper — https://apify.com/scraper-engine/instagram-tagged-posts-scraper
Cheapest Posts	🔥 Instagram Posts Scraper (Cheapest) — https://apify.com/scraper-engine/instagram-posts-scraper-cheapest
Highlights	✨ Instagram Highlights Scraper — https://apify.com/scraper-engine/instagram-highlights-scraper
Profile Email by Keyword	✉️ Instagram Profile Email Scraper by Keyword — https://apify.com/scraper-engine/instagram-profile-email-scraper-by-keyword
Phone Number	📞 Instagram Phone Number Scraper — https://apify.com/scraper-engine/instagram-phone-number-scraper

FAQ

Is there a free way to try Instagram Related Person Scraper?

Yes. You can start on Apify and run test jobs with limited resources before committing to larger workloads. It’s ideal for piloting an Instagram related users scraper tool.

Do I need to log in to Instagram?

No. The actor calls Instagram’s public web_profile_info endpoint and does not require Instagram login. It returns only public suggestion metadata such as id, username, full_name, is_private, is_verified, and profile_pic_url.

How many related profiles can I collect per input?

Up to 10,000 per username via the “max_profiles” parameter. You can also input multiple usernames at once to scale an Instagram similar profiles scraper or people also follow scraper workflow.

What input formats are supported?

You can provide full profile URLs, @handles, or plain usernames in the “urls” array. Mixed formats are supported within the same run.

What fields are included in the output?

Each dataset item includes username, limit, related_profiles_count, related_profiles[], and optional error. Each related_profiles[] entry contains id, username, full_name, is_private, is_verified, and profile_pic_url.

Does it work with proxies?

Yes. You can enable “proxyConfiguration” to use Apify Proxy. Residential proxies are recommended to minimize rate limits and blocks—especially useful for an Instagram explore people scraper at scale.

Can I integrate this into my data pipeline?

Yes. Use the Apify API to fetch datasets programmatically and plug results into your analytics stack or CRM. This fits neatly into an Instagram related accounts automation tool or Instagram user discovery scraper pipeline.

Does it scrape private profiles?

The tool returns suggestions as exposed by Instagram’s public endpoint. Each suggestion includes an is_private flag, but the actor only returns the fields listed in the output—no private or gated data is accessed.

Closing CTA / Final thoughts

Instagram Related Person Scraper is built to automate discovery of lookalike and suggested accounts from public Instagram profiles. With resilient fetching, proxy support, and structured outputs, it’s ideal for marketers, analysts, researchers, and developers who need a dependable Instagram related accounts scraper. Run multiple inputs to power an Instagram similar accounts finder workflow, export datasets for analysis, and integrate via the Apify API for automation. Start extracting smarter connected profiles today and accelerate your Instagram discovery workflows.