Instagram Related Person Scraper

Instagram Related Person Scraper

Instagram Related Person Scraper is a fast, automation-ready Instagram related accounts scraper that discovers and extracts the “related” or “suggested” profiles Instagram shows for any public username. It solves the manual research problem by turning Instagram’s “people also follow” suggestions into structured data at scale—ideal for marketers, developers, data analysts, and researchers. With bulk input, proxy support, and structured outputs, this Instagram similar accounts scraper lets you map creator networks, discover influencers, and analyze audience overlap efficiently.

What data / output can you get?

Below are the exact fields this Instagram suggested users scraper outputs to the Apify dataset. These are the top-level fields and the nested fields inside related_profiles.

Data type	Description	Example value
username	The source username that related profiles were fetched for	"ishowspeed"
limit	Maximum number of related profiles requested for that source	10
related_profiles_count	Number of related profiles actually collected	10
related_profiles	Array of related profile objects	[ … ]
error	Optional error message if fetching failed for this username	"HTTP 429: Too Many Requests"
related_profiles[].id	Instagram ID of the related profile	"288090135"
related_profiles[].full_name	Display name of the related profile	"Major League Soccer"
related_profiles[].is_private	Whether the related account is private	false
related_profiles[].is_verified	Whether the related account is verified	true
related_profiles[].profile_pic_url	URL of the profile picture	"https://scontent-.../t51.2885-19/..."
related_profiles[].username	Username handle of the related profile	"mls"

Notes:

• Results are available in Apify Dataset and can be exported to JSON or CSV for downstream workflows.
• Each run can process multiple input profiles, returning one output row per input username.

Key features

• ⚡ Bulk input & network mapping: Provide multiple profile URLs/handles/usernames and collect related accounts across all of them in a single run—perfect for Instagram user discovery and audience overlap analysis.
• 🛡️ Proxy & anti-block strategy: Built-in support for Apify residential proxies with retry logic to minimize blocks and login walls, ensuring reliable data collection as an Instagram connections scraper.
• 🧱 Robust edge handling: Detects HTML login/blocked walls and surfaces a clear error field so you can monitor run health and retry intelligently.
• 🧩 Structured, developer-friendly output: Returns clean JSON with top-level counts and nested related profile objects—ideal for pipelines, analytics, and integrations.
• 🚫 No login required: Works against public endpoints to extract suggested/related profiles without cookies or risky browser automation.
• 🔁 Accurate relationship extraction: Parses Instagram’s web_profile_info response and supports both edge_related_profiles and edge_chaining nodes to maximize coverage.
• 🚀 Production-ready reliability: Chrome impersonation via curl_cffi, exponential backoff, and dataset streaming for stable runs at scale as an IG related users scraper.

How to use Instagram Related Person Scraper - step by step

1. Create or log in to your Apify account.
2. Open the Instagram Related Person Scraper actor.
3. Add input data:
   • Paste Instagram profile formats into urls: full URL (https://www.instagram.com/username/), @handle (@username), or plain username (username). You can mix formats freely.
4. Configure settings:
   • max_profiles controls how many related profiles to fetch per input user (default 50, up to 10,000).
   • proxyConfiguration: Enable Apify Proxy (residential recommended) for smoother runs and fewer blocks.
5. Start the run:
   • Click Start to launch the Instagram related people scraper tool. The actor bootstraps a session and fetches related/suggested accounts.
6. Monitor progress:
   • Logs will indicate how many related profiles were collected per input and whether any blocks occurred.
7. Download results:
   • Go to the Dataset tab and export your results to JSON or CSV.

Pro tip: Feed multiple competitor or influencer profiles in a single run to build a comprehensive map using this Instagram profile relationship scraper. Combine outputs with your analytics or CRM to drive outreach and growth.

Use cases

Use case name	Description
Marketing + Influencer discovery	Identify similar accounts to competitors and niche leaders to power outreach and collaborations using this Instagram related people scraper tool.
Competitor analysis + Audience overlap	Map “people also follow” clusters to understand competitor ecosystems with an Instagram competitor related accounts scraper.
Community growth + Suggested users	Find Instagram recommended accounts your audience is likely to follow to fuel growth experiments via an Instagram recommended accounts scraper.
Research + Network graphing	Build datasets of related profiles for network analysis and academic studies using an Instagram profile relationship scraper.
Product + Feature benchmarking	Track similar profiles to benchmark content and campaigns with an Instagram similar profiles finder.
Data engineering + API pipelines	Automate bulk discovery and feed structured results into enrichment or analytics pipelines for downstream processing.

Why choose Instagram Related Person Scraper?

This Instagram related profiles data scraper focuses on precision, automation, and reliability at scale.

• ✅ Accurate relationship extraction: Reads Instagram’s related/suggested edges (edge_related_profiles, edge_chaining) for dependable results.
• ⚙️ Scalable batch runs: Process many input profiles at once for broad network coverage with this Instagram user discovery scraper.
• 📦 Clean dataset output: Structured fields and counts make it easy to analyze and integrate.
• 🛡️ Resilient anti-blocking: Residential proxy support, retries, and login-wall detection reduce failures.
• 💻 Developer-ready: Designed for programmatic runs and downstream pipelines—ideal for engineers and analysts.
• 🔒 Safe & public: Works on publicly accessible profiles; no login or private data access.
• 💰 More reliable than extensions: Avoid brittle browser plugins—use a production-grade Instagram connections scraper built for uptime.

Bottom line: A robust, automation-ready Instagram related profiles data scraper that’s built for real workflows.

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

Yes—when used responsibly. This actor fetches publicly accessible profile suggestions and does not access private data.

Guidelines:

• Only collect publicly available information (e.g., usernames, display names, profile pics).
• Do not attempt to bypass authentication or access private profiles.
• Use residential proxies responsibly to avoid excessive request rates.
• Ensure your use complies with Instagram’s terms and applicable laws (e.g., GDPR/CCPA).
• Consult your legal team for edge cases or jurisdiction-specific questions.

Input parameters & output format

Example JSON input

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

Input parameters

Field	Type	Description	Default	Required
urls	array	Enter one or more Instagram profiles to scrape related accounts from. Supports mixed formats: full URL (https://www.instagram.com/username/), handle (@username), or plain username (username). Add multiple entries to map networks across several creators in one run.	—	No
max_profiles	integer	How many related profiles to fetch per input username. Higher = more data, but slower runs. Recommended sweet spot: 20–100. Minimum: 0, Maximum: 10,000.	50	No
proxyConfiguration	object	Enable Apify Proxy for reliable scraping. Residential proxies reduce blocks and rate limits. Strongly recommended for consistent results.	{ "useApifyProxy": true }	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-.../t51.2885-19/...",
        "username": "mls"
      },
      {
        "id": "6229137320",
        "full_name": "Cafu",
        "is_private": false,
        "is_verified": true,
        "profile_pic_url": "https://scontent-.../t51.2885-19/...",
        "username": "cafu2"
      },
      {
        "id": "278193020",
        "full_name": "FaZe Clan",
        "is_private": false,
        "is_verified": true,
        "profile_pic_url": "https://scontent-.../t51.2885-19/...",
        "username": "fazeclan"
      }
    ]
  }
]

Notes:

• On errors (e.g., heavy throttling), the row includes an additional field error with a descriptive message, and related_profiles will be an empty array.
• related_profiles_count reflects the actual number of related profiles returned in the array.

Related tools

Profiles & People	Posts, Hashtags, Media
📧 Instagram Email Scraper	📝 Instagram Post Scraper
☎️ Instagram Profile Phone Number Scraper	🎬 Instagram Reels Scraper
📱 Instagram Profile Phone Number Scraper by Keyword	🎞️ Instagram Single Reels Scraper
👤 Instagram Profile Scraper	🏷️ Instagram Tagged & Mentions Posts Scraper
📢 Instagram Mentions Scraper	🔖 Instagram Tagged Posts Scraper
📊 Instagram Followers Count Scraper	📈 Instagram Related Hashtag Stats Scraper
📩 Instagram DM Automation	💬 Instagram Comments Scraper
📍 Instagram Location Scraper	🔥 Instagram Posts Scraper (Cheapest)

FAQ

Is there a free trial?

Yes. This actor offers trial minutes on Apify (currently 120), so you can test the Instagram related profiles data scraper before upgrading.

Do I need to log in to use it?

No. The actor works without login and targets publicly accessible data, making it a safe Instagram people also follow scraper.

Can I run it via API or Python?

Yes. As an Apify actor, it can be triggered via the Apify API and integrated into Python or JS workflows for automated pipelines using this IG related users scraper.

How many related profiles can I fetch per username?

You can set max_profiles up to 10,000 per input username. Keep in mind higher limits may increase run time.

What fields are included in the output?

Top-level fields include username, limit, related_profiles_count, related_profiles (array), and error (optional). Each related profile object contains id, full_name, is_private, is_verified, profile_pic_url, and username.

Does it work for similar or suggested accounts reliably?

Yes. The actor reads the same data structures Instagram uses for suggested users (edge_related_profiles and edge_chaining), making it a dependable Instagram similar accounts scraper and Instagram suggested users scraper.

How do I avoid blocks or throttling?

Enable proxyConfiguration with Apify residential proxy. The actor includes retries and login-wall detection to enhance reliability.

Is scraping Instagram related people legal?

Yes, when you only collect public information and use it responsibly. Avoid accessing private data, respect Instagram’s terms, and comply with applicable regulations.

Final thoughts

Instagram Related Person Scraper is built for fast, structured discovery of related and suggested Instagram profiles at scale. With bulk inputs, residential proxy support, and clean JSON output, it’s ideal for marketers, developers, analysts, and researchers. Run it via the Apify UI or API, export results to JSON/CSV, and plug the data into your analytics or CRM. Start mapping related profiles and uncovering audience connections with a reliable Instagram related profiles data scraper today.