Instagram Related Person Scraper

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Instagram Related Person Scraper

Instagram Related Person Scraper is a specialized Instagram related users scraper that discovers and extracts the “related” or “people also follow” profiles connected to any target account. It solves the tedious problem of manually clicking through suggested users by automating collection into structured datasets — perfect for marketers, developers, data analysts, and researchers. Use this Instagram similar accounts scraper to power influencer discovery, competitor mapping, and Instagram audience overlap analysis at scale.

What data / output can you get?

Below are the exact fields this Instagram related accounts crawler exports to the Apify dataset. You can download the results in JSON or CSV for analysis and integration.

Bonus: The actor also captures a clean count of collected profiles and returns structured related profile objects, enabling downstream enrichment or graph analysis with your preferred tools. Export in JSON or CSV from the Apify dataset.

Key features

• ⚡ Batch discovery at scale — Feed multiple profiles and collect Instagram suggested users in one run for rapid network mapping.
• 🛡️ Anti-blocking with proxy support — Built to work with Apify residential proxies for smoother, more reliable runs under Instagram rate limits.
• 🕵️ Chrome impersonation — Uses curl_cffi with Chrome-like headers to improve stability while calling Instagram’s web_profile_info endpoint.
• 📂 Structured, analytics-ready output — Clean JSON arrays with consistent fields for each related profile, ready for BI tools and pipelines.
• 🔁 Robust retry & error reporting — Exponential backoff and explicit error field make failure states transparent for monitoring.
• 📈 Ideal for analysis — Power an Instagram profile graph scraper workflow, lookalike audience research, and competitor related users finder use cases.
• ☁️ Apify-native reliability — Runs on Apify infrastructure with dataset storage, logs, and one-click exports.

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 on Apify.
3. Add inputs in the “urls” field:
   • Supports mixed formats: full profile URLs (https://www.instagram.com/username/), @handles (@username), or plain usernames (username).
   • Add multiple entries to map related accounts across several profiles in one run.
4. Tune “max_profiles” to control how many related profiles to fetch per input (default: 50; up to 10,000).
5. Configure “proxyConfiguration” and enable Apify Proxy (residential recommended) for the most reliable results.
6. Start the run. The actor fetches each profile’s related accounts and logs progress.
7. Download your results from the Run’s Dataset as JSON or CSV.

Pro Tip: Seed multiple competitor or influencer profiles together to build an Instagram related accounts extractor workflow and uncover deeper audience overlap.

Use cases

Why choose Instagram Related Person Scraper?

Built for precision and reliability, this Instagram related accounts crawler focuses on structured outputs and stable collection.

• ✅ Accurate related-profile extraction with consistent fields
• ⚡ Scales to multiple seeds and high per-user limits (up to 10,000)
• 🛡️ Proxy-ready for fewer blocks and smoother runs
• 📂 Clean JSON/CSV exports from Apify datasets
• 🧩 Developer-friendly structure for pipelines and enrichment
• 🔒 Public-data focus — does not access private profiles

In contrast to browser extensions or unstable scripts, this production-ready actor offers repeatable results, anti-blocking strategies, and clear error handling.

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

Yes — when used responsibly. This actor fetches publicly available related account suggestions and does not access private profiles or authenticated content.

Guidelines for compliant use:

• Only collect public profile data and suggestions.
• Use Apify residential proxies to avoid aggressive request patterns.
• Respect platform terms and applicable data protection laws.
• Do not attempt to bypass security or scrape private data.
• Consult your legal team for region-specific requirements and high-stakes use cases.

Input parameters & output format

Example input JSON

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

Input parameters

• urls (array)

  • Description: Enter one or more Instagram profiles to scrape related accounts from. Supports mixed formats: full URL, @handle, or plain username. Add multiple entries to map networks across several creators in one run.
  • 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: {"useApifyProxy": true}
  • Required: No

Example output JSON

[
{
"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-.../v/t51.2885-19/...",
"username":"mls"
},
{
"id":"6229137320",
"full_name":"Cafu",
"is_private":false,
"is_verified":true,
"profile_pic_url":"https://scontent-.../v/t51.2885-19/...",
"username":"cafu2"
}
]
}
]

Notes:

• The field error may appear on failures (e.g., blocks, connectivity). When present, related_profiles will be an empty array and error will contain a descriptive message.

Related tools

FAQ

Is there a free trial for Instagram Related Person Scraper?

✅ Yes. This actor includes an Apify trial period (trial minutes) so you can test the Instagram related profiles finder before subscribing.

Do I need to log in to use this Instagram related accounts extractor?

✅ No. The actor targets public endpoints and suggestions, and it does not access private profiles or require login cookies.

How many profiles can I collect per input?

✅ You control this via the max_profiles parameter (default 50; up to 10,000 per input username). Keep in mind that higher limits may increase run time.

What types of data does this Instagram suggested users extractor return?

✅ For each input username, you’ll get limit, related_profiles_count, and an array of related_profiles with id, full_name, is_private, is_verified, profile_pic_url, and username. An error field appears only if a fetch fails.

Can I run multiple usernames at once?

✅ Yes. Provide several entries in urls (full URLs, @handles, or usernames) to build a broader Instagram related profiles finder workflow in one run.

How do I avoid getting blocked?

✅ Enable proxyConfiguration with Apify residential proxy for the most reliable results. The actor is designed to work better with residential IPs to reduce blocks and throttling.

Is it ethical to use this Instagram user discovery scraper?

✅ Yes, when used responsibly. Only scrape public profiles and suggestions, respect platform terms, and comply with applicable regulations.

Can I export results for analysis?

✅ Yes. Download your dataset as JSON or CSV from the Apify run to plug into BI tools, enrichment pipelines, or a broader Instagram profile graph scraper workflow.

Final thoughts

Instagram Related Person Scraper is built to automate discovery of Instagram related accounts with clean, structured outputs. In a few clicks, marketers, analysts, researchers, and developers can uncover similar profiles, map competitor adjacency, and analyze audience overlap at scale. Use the Apify dataset exports to integrate with your pipelines or analytics stack, and tune max_profiles and proxyConfiguration for your performance needs. Start extracting smarter networks and accelerate your Instagram user relationship scraper workflows today.