Instagram Related Person Scraper

Instagram Related Person Scraper

Instagram Related Person Scraper automatically discovers Instagram profiles related to a target account. It’s an instagram related accounts scraper built to find similar users, creators, and community members that Instagram suggests around any profile — ideal for influencer research, competitor mapping, and network discovery. For marketers, developers, data analysts, and researchers, this instagram similar accounts scraper speeds up prospecting by turning “people also follow” patterns into structured data you can act on at scale.

What data / output can you get?

Below are the exact fields this instagram suggested users scraper exports to the dataset. Nested fields are included as they appear in the related_profiles array.

Data type	Description	Example value
username	The input profile’s username associated with the result row	"ishowspeed"
limit	The maximum number of related profiles requested for that username	20
related_profiles_count	Count of related profiles collected for the username	20
related_profiles	Array of related profile objects	[ … ]
related_profiles[].id	Instagram user ID of the related profile	"1234567890"
related_profiles[].full_name	Display name of the related profile	"John Doe"
related_profiles[].is_private	Whether the related profile is private	false
related_profiles[].is_verified	Whether the related profile has a verified badge	true
related_profiles[].profile_pic_url	Profile picture URL of the related profile	"https://…/profile_pic.jpg"
related_profiles[].username	Username (handle) of the related profile	"johndoe"
error	Optional error message if the fetch failed for a username	"HTTP 429: …"

Note: You can export results from the Apify dataset to JSON, CSV, or Excel for downstream analysis and enrichment. Some nested fields may be null or omitted if Instagram doesn’t return them for a given profile.

Key features

• 🚀 Chrome-impersonated requests for reliability
  Uses curl_cffi with Chrome impersonation to fetch Instagram’s web_profile_info endpoint consistently — a robust instagram related profiles scraping bot for production.

• 🧭 Similar and suggested profiles extraction
  Captures Instagram’s “edge_related_profiles” or “edge_chaining” data to act as an instagram similar accounts finder and instagram suggested for you scraper.

• 📚 Multi-profile input & per-user limits
  Feed a list of profile URLs, @handles, or plain usernames and control depth with max_profiles for each — perfect for batch discovery and audience overlap analysis.

• 🛡️ Residential proxy support (recommended)
  When Apify Proxy is enabled, the actor uses residential proxies with retries for fewer blocks and more stable results — ideal for an instagram related accounts API workflow.

• 🔁 Resilient retry & anti-block logic
  Built-in backoff and block detection help ensure clean runs, even at scale — a reliable instagram related accounts scraper for continuous operations.

• 💻 Developer-friendly on Apify
  Run via UI or programmatically with the Apify API/CLI, then connect results to pipelines, BI tools, or your instagram related accounts csv export workflow.

How to use Instagram Related Person Scraper - step by step

1. Sign in to Apify
   Create or log in to your Apify account to access the actor.

2. Open the actor in the Apify Store
   Search for Instagram Related Person Scraper and click Try for free.

3. Add input profiles
   In the Input, fill urls with one or more profiles. Accepted formats:

• Full URL: https://www.instagram.com/username/
• Handle: @username
• Plain: username

4. Set max_profiles
   Choose how many related profiles to fetch per input user. Default is 10 (max 10,000). Larger values return more data but may run longer.

5. Configure proxy (recommended)
   Enable proxyConfiguration with Apify Proxy for more reliable runs. The actor uses residential proxies with retries when proxy is enabled.

6. Start the run
   Click Start. The actor boots a lightweight web session, requests profile info, and extracts related profiles for each input.

7. Monitor progress
   Watch logs for per-username progress and counts. The actor handles backoff and retry automatically.

8. Export results
   When finished, open the dataset and export to JSON, CSV, or Excel for analysis, CRM enrichment, or integrations.

Pro Tip: Batch multiple creators in urls to map entire communities in one run and feed the dataset to your automation stack via the Apify API.

Use cases

Use case name	Description
Influencer marketing – lookalike discovery	Identify similar creators to a target account to scale outreach and partnerships faster.
Competitor analysis – ecosystem mapping	Map competitor-adjacent profiles for share-of-voice analysis and campaign benchmarking.
Audience overlap analysis – network graphing	Build “people also follow” lists for audience overlap and affinity modeling.
Social research – community identification	Collect related profiles around public figures for academic or market research.
Growth teams – prospect lists at scale	Generate structured lead lists using an instagram related users finder and export to CRM.
Data pipelines – API ingestion	Orchestrate runs via the Apify API and push results into warehouses or BI tools.

Why choose Instagram Related Person Scraper?

This tool focuses on precision, automation, and reliability for extracting Instagram’s related/similar profiles at scale.

• 🎯 Accurate similar-profile extraction using Instagram’s web_profile_info edges
• 📈 Built for scale with multi-profile input and per-user limits
• 🔌 Developer-ready on Apify (API/CLI) for automated pipelines and integrations
• 🛡️ Production-grade reliability with residential proxies and retry logic
• 💾 Easy exports to JSON/CSV/Excel from the Apify dataset
• ⚖️ Public-data approach: designed for suggested/related profiles on public accounts
• 🔄 Better than flaky extensions: no manual browser steps or unstable plugins

In short: a purpose-built instagram related profiles extractor that’s stable, scalable, and integration-friendly.

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

Yes — when used responsibly. This actor collects related/similar profiles from publicly available Instagram endpoints and does not log in or access private profiles. Always ensure your usage complies with Instagram’s Terms of Service and applicable regulations (e.g., GDPR, CCPA). Avoid scraping private or non-public data, respect rate limits, and consult your legal team for edge cases or jurisdiction-specific requirements.

Input parameters & output format

Example JSON input

{
  "urls": [
    "https://www.instagram.com/ishowspeed/",
    "@mrbeast",
    "nasa"
  ],
  "max_profiles": 20,
  "proxyConfiguration": {
    "useApifyProxy": true
  }
}

Parameters

Field	Type	Required	Default	Description
urls	array	No	—	Enter one or more Instagram profiles in mixed formats: full URL, @handle, or plain username. Use multiple entries to map networks across several creators.
max_profiles	integer	No	10	How many related profiles to fetch per input username. Range: 0–10,000. Higher values return more data but may run slower.
proxyConfiguration	object	No	{ "useApifyProxy": true } (prefill)	Enable Apify Proxy for reliability. Residential proxies reduce blocks and rate limits and are strongly recommended.

Example JSON output

[
  {
    "username": "ishowspeed",
    "limit": 20,
    "related_profiles_count": 20,
    "related_profiles": [
      {
        "id": "1234567890",
        "full_name": "John Doe",
        "is_private": false,
        "is_verified": true,
        "profile_pic_url": "https://instagram.fxyz1-1.fna.fbcdn.net/v/t51.2885-19/abc.jpg",
        "username": "johndoe"
      },
      {
        "id": "987654321",
        "full_name": "Jane Creator",
        "is_private": false,
        "is_verified": false,
        "profile_pic_url": "https://instagram.fxyz1-1.fna.fbcdn.net/v/t51.2885-19/def.jpg",
        "username": "jane.creator"
      }
    ]
  }
]

Notes:

• error is included only when a fetch fails for a given username; when present, related_profiles will be an empty array.
• Some nested fields can be null or omitted if Instagram doesn’t provide them for a profile.

FAQ

Do I need to log in to use this?

No. The actor works without login and targets public endpoints. For consistent results, enabling Apify residential proxy is strongly recommended due to Instagram throttling and blocks.

How many related profiles can I fetch per user?

You control this with max_profiles. The default is 10 and the maximum is 10,000 per input username.

What input formats are supported?

You can mix profile URLs, @handles, and plain usernames in the urls array, for example: https://www.instagram.com/username/, @username, or username.

Can I run this in bulk for many accounts?

Yes. Add multiple entries to urls and the actor will process each input, acting as an instagram similar accounts finder for batch discovery.

What does the output include?

Each dataset row contains username, 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 something went wrong for that profile.

Can I export results to CSV or Excel?

Yes. Open the run’s dataset on Apify and export to JSON, CSV, or Excel for your instagram related accounts csv export workflow.

Does it work for private accounts?

Results rely on public data. Private or restricted profiles may return limited or no related profiles.

Is there an API or Python integration?

Yes. You can orchestrate runs and fetch results via the Apify API, or integrate with your codebase (e.g., Python) as an instagram related accounts api workflow in your pipelines.

Is there a Chrome extension?

No. This is an Apify actor (server-side). It’s more reliable than an instagram related accounts chrome extension and better suited for automation and scale.

Is there a free trial?

According to the listing metadata, the actor includes 120 trial minutes and offers a flat monthly price. Check the Apify Store page for current details.

Closing CTA / Final thoughts

Instagram Related Person Scraper is built to discover similar and suggested Instagram profiles around any public account — fast. Use it to accelerate influencer discovery, competitor network mapping, and audience overlap analysis with clean, structured outputs. Marketers, researchers, and developers can run it in bulk, export to CSV/JSON/Excel, and automate via the Apify API. Start extracting smarter related-profile datasets and integrate them into your growth, research, or analytics workflows today.