Snapchat Followers Scraper

Snapchat Followers Scraper

Snapchat Followers Scraper is a production-ready Apify actor that extracts structured data from public Snapchat profiles — fast, reliable, and built for scale. It solves the challenge of turning profile pages into clean, analytics-ready records so marketers, developers, data analysts, and researchers can automate influencer research, competitor analysis, and growth tracking at scale. With built-in proxy fallback and robust error handling, it delivers consistent profile metadata for large lists without manual effort.

What data / output can you get?

Below are the core fields this actor saves to the Apify dataset for each processed profile. Values are extracted from the public profile page and normalized for easy analysis and export (CSV/JSON).

Data type	Description	Example value
username	Snapchat handle normalized from URL or input	mrbeast
scrapedAt	ISO timestamp when the profile was processed	2026-04-12T07:15:10.123Z
title	Display title of the public profile	MrBeast
bio	Public biography/description	Creating the best content on the internet
subscriberCount	Subscriber/follower count shown on the profile	1310300
websiteUrl	Website URL listed on the profile	https://www.mrbeast.com
profilePictureUrl	Direct URL to the profile picture	https://cf-st.sc-cdn.net/aps/bolt/...
categoryStringId	Category identifier for the public profile	public-profile-category-v3-people
subcategoryStringId	Subcategory identifier (if present)	public-profile-subcategory-v3-creator
snapcodeImageUrl	Snapcode image URL	https://app.snapchat.com/web/deeplink/snapcode?username=mrbeast&type=SVG
squareHeroImageUrl	Cover/hero image URL	https://cf-st.sc-cdn.net/aps/bolt/...
mutableName	Profile name (derived from “name” when found)	MrBeast
publisherType	Classified type: user/people/entrepreneur (fallback logic)	user
primaryColor	Primary color code (fallback default if missing)	#000000
hasCuratedHighlights	Highlights presence flag	true
hasStory	Story presence flag	false
badge	Numeric badge/verification indicator (if present)	1
hasSpotlightHighlights	Raw JSON string representing spotlight highlights array	[]
success	Per-item success flag	true

Notes:

• On failures, the actor emits a record with success set to false and an error message.
• Some fields may be unavailable for certain profiles; the actor will fill them with sensible defaults (empty string, false, 0, or "[]").
• Export via Apify dataset supports CSV and JSON for easy downstream use.

Key features

• 🔄 Automatic proxy fallback Starts without a proxy, falls back to datacenter proxies on blocks, then to residential proxies with retries. The scraper sticks with the working proxy type and logs transitions for transparency.

• ⚙️ Robust retry & backoff Built-in exponential backoff with up to 3 retry attempts per profile and smart delay between requests to improve reliability.

• ⚡ Async architecture for stability Uses aiohttp + lxml to fetch and parse pages efficiently with careful blocking detection and resilient HTML/JSON parsing strategies.

• 🧩 Clean, structured output Emits a consistent schema with profile identity, bio, category metadata, images, color, story/highlights flags, and per-item success status.

• 🛡️ No login required Scrapes publicly available Snapchat profiles without authentication or cookies.

• 💾 Live dataset saving Pushes each profile to the dataset as it’s processed, so you can monitor progress and export results immediately in CSV/JSON.

How to use Snapchat Followers Scraper - step by step

1. Sign in to Apify at https://console.apify.com.
2. Go to Actors and open “snapchat-followers-scraper”.
3. In Input, paste Snapchat profiles in startUrls:
   • URLs like https://www.snapchat.com/add/username or https://www.snapchat.com/@username
   • Or plain usernames like username
4. (Optional) Configure proxyConfiguration:
   • By default, {"useApifyProxy": false}. The actor will automatically fall back to datacenter and residential proxies if blocks occur.
5. Click Start to run the actor.
6. Watch progress in the Log tab; each profile is processed with retries and fallback if needed.
7. Open the Dataset tab to view and export your results to JSON or CSV.

Pro Tip: For long lists, leverage the actor’s automatic proxy fallback and short inter-request delays to maintain high success rates across large batches.

Use cases

Use case name	Description
Influencer marketing + discovery	Build target lists by collecting profile bios, subscriber counts, categories, and imagery for outreach.
Competitor analysis + tracking	Monitor competitor presence, content signals, and profile changes over time for strategy insights.
Social analytics + reporting	Aggregate profile metadata at scale for dashboards that track growth and engagement signals.
Brand monitoring + benchmarking	Compare category and subcategory placements across profiles to benchmark brand positioning.
Academic research + social studies	Collect public profile metadata to analyze creator ecosystems and platform dynamics.
Data enrichment for CRMs	Enrich existing records with profile URLs, snapcodes, and imagery for downstream tools and workflows.

Why choose Snapchat Followers Scraper?

Built for precision, automation, and reliability, this actor turns public Snapchat profiles into structured, analytics-ready data.

• ✅ Accurate field extraction with resilient HTML/JSON parsing
• 🔄 Automatic proxy fallback (no proxy → datacenter → residential) with detailed logging
• ⚡ Resilient retries and smart pacing to reduce blocks
• 🧱 Per-item success/error status for dependable pipelines
• 💾 Dataset-first workflow with easy CSV/JSON exports
• 🔒 No login or cookies required — public data only
• 🧰 Production-ready stability for bulk runs without brittle browser automation

Bottom line: a reliable, code-friendly alternative to fragile extensions and manual copy-paste workflows.

Is it legal / ethical to use Snapchat Followers Scraper?

Yes — when used responsibly. This actor accesses only publicly available profile pages and does not attempt to scrape private or authenticated content.

Guidelines for compliant use:

• Collect public data only; do not attempt to access private profiles.
• Review and respect Snapchat’s terms and applicable laws (e.g., GDPR, CCPA).
• Avoid excessive request rates and abusive behavior; the actor includes built-in delays and proxy management.
• Consult your legal team for edge cases and ensure your use of data is permitted.

Input parameters & output format

Example JSON input:

{
  "startUrls": [
    "https://www.snapchat.com/add/mohsenalnssar",
    "mrbeast"
  ],
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}

Input parameters:

• startUrls (array, required)
  • Description: List one or more Snapchat profile URLs (e.g., https://www.snapchat.com/add/username) or usernames (e.g., username).
  • Default: none
• proxyConfiguration (object, optional)
  • Description: Choose which proxies to use. By default, no proxy is used. If Snapchat blocks requests, the actor will automatically fallback to datacenter, then residential proxies.
  • Default: {"useApifyProxy": false}

Example JSON output (success item):

{
  "username": "mrbeast",
  "scrapedAt": "2026-04-12T07:15:10.123Z",
  "title": "MrBeast",
  "bio": "Creating the best content on the internet",
  "subscriberCount": "1310300",
  "websiteUrl": "https://www.mrbeast.com",
  "profilePictureUrl": "https://cf-st.sc-cdn.net/aps/bolt/...",
  "address": "United States",
  "categoryStringId": "public-profile-category-v3-people",
  "subcategoryStringId": "public-profile-subcategory-v3-creator",
  "snapcodeImageUrl": "https://app.snapchat.com/web/deeplink/snapcode?username=mrbeast&type=SVG",
  "squareHeroImageUrl": "https://cf-st.sc-cdn.net/aps/bolt/...",
  "mutableName": "MrBeast",
  "publisherType": "user",
  "primaryColor": "#000000",
  "hasCuratedHighlights": true,
  "hasStory": false,
  "badge": 1,
  "hasSpotlightHighlights": "[]",
  "success": true
}

Example JSON output (failure item):

{
  "username": "nonexistent_user_123",
  "success": false,
  "error": "Failed to fetch profile: HTTP 404",
  "scrapedAt": "2026-04-12T07:15:22.456Z"
}

Notes:

• If a field isn’t available on the profile page, it may be returned as an empty string, false, 0, or "[]".
• On failures, the record includes success: false and an error message; processing continues for the rest of the list.

FAQ

Do I need to log in to use this scraper?

No. The actor works without login or cookies and collects data from publicly available Snapchat profiles only.

What formats can I export to?

You can export results from the Apify dataset in CSV and JSON, enabling easy ingestion into analytics tools and workflows.

How many profiles can I process in one run?

There’s no hard-coded limit in the actor. It processes lists sequentially with short delays and retries to reduce blocks. For very large batches, run multiple jobs or schedule recurring runs.

Will I get blocked by Snapchat?

The actor includes automatic proxy fallback (no proxy → datacenter → residential) and retry logic to minimize blocking. It also spaces requests with short delays. While no solution can guarantee zero blocks, this actor is designed for resilience.

Which data fields are guaranteed?

For successful extractions, the actor normalizes output with all expected fields present. If specific fields aren’t found on a profile, they are filled with defaults (empty string, false, 0, or "[]") and success remains true.

Can it scrape private accounts or require authentication?

No. It targets public profile pages only and does not access private or authenticated content.

How are errors handled?

Each profile is attempted with retries; if all attempts fail, the actor pushes a failure record with success set to false and an error message, then continues with the next profile.

Can I use proxies?

Yes. By default, no proxy is used. If blocks occur, the actor automatically falls back to datacenter proxies and then residential proxies with multiple retries.

Closing CTA / Final thoughts

Snapchat Followers Scraper is built to turn public Snapchat profiles into clean, structured data for analysis and automation. With automatic proxy fallback, robust retries, and live dataset outputs, it empowers marketers, analysts, and developers to run reliable, large-scale profile collection. Export to CSV/JSON, plug results into your pipelines, and start tracking creators and competitors with confidence — begin your next run now and extract smarter insights from Snapchat.