Snapchat Followers Scraper

Snapchat Followers Scraper

Snapchat Followers Scraper is a production-ready Apify actor that extracts publicly available profile data from Snapchat public profiles — including usernames, display names, follower/subscriber counts, and profile links — in bulk. It solves the hassle of manual data collection by automating reliable, structured scraping for marketers, developers, data analysts, and researchers. With proxy fallback and resilient parsing, this Snapchat profile scraping tool enables scalable influencer research, competitor analysis, and growth tracking with exportable results.

What data / output can you get?

Below are the exact fields this actor saves to the Apify dataset for each processed profile. These match the data pushed by the actor during a successful run.

Data type	Description	Example value
username	Snapchat username normalized from input	mrbeast
scrapedAt	ISO 8601 UTC timestamp of extraction	2026-04-04T10:30:12.000Z
title	Display title of the public profile	MrBeast
bio	Profile biography text	Creating the best content on the internet
subscriberCount	Public subscriber/follower count (as rendered)	1310300
websiteUrl	Website URL listed on the profile	https://www.mrbeast.com
profilePictureUrl	URL of the profile picture image	https://cf-st.sc-cdn.net/aps/bolt/...
address	Publicly listed address or location text	United States
categoryStringId	Profile category identifier	public-profile-category-v3-people
subcategoryStringId	Profile subcategory identifier	public-profile-subcategory-v3-creator
snapcodeImageUrl	URL of Snapcode image	https://app.snapchat.com/web/deeplink/snapcode?username=mrbeast&type=SVG
squareHeroImageUrl	URL of the square hero image	https://cf-st.sc-cdn.net/aps/bolt/...
mutableName	Display name extracted from payload	MrBeast
publisherType	Profile publisher type (user/people/entrepreneur)	user
primaryColor	Primary color hex code if available/derived	#000000
hasCuratedHighlights	Whether curated highlights are present	true
hasStory	Whether a Story is indicated	false
badge	Numeric badge value if present	1
hasSpotlightHighlights	Raw JSON array string if present, otherwise "[]"	[]
success	Success flag for this item	true

Bonus: On failures, the actor records an error item with success=false and an error message. You can export results as JSON or CSV directly from the Apify dataset.

Key features

• 🔄 Automatic proxy fallback Starts with no proxy, then gracefully falls back to datacenter and finally residential proxies when blocks or challenges are detected — with clear logging of each switch.

• ⚙️ Resilient parsing & retries Multi-strategy extraction using Next.js payloads and script inspection, with exponential backoff and up to 3 retry attempts per profile for robust coverage.

• 📦 Structured JSON output Consistent schema with 18+ fields, including subscriberCount, images, category metadata, story/highlights flags, and scrape timestamps — ready for analytics.

• 📈 Bulk processing Feed one or many usernames/URLs; the actor processes them sequentially with smart delays and live dataset saving.

• 🧑‍💻 Developer friendly Built on Apify’s Python SDK and dataset APIs, making it easy to integrate into data pipelines or trigger via API.

• 🔐 No login required Scrapes only publicly available Snapchat profile data without authentication.

• 🧰 Export-ready Download your dataset as JSON or CSV in a few clicks from the Apify platform.

• 🛡️ Production reliability Network timeouts, maintenance pages, and common anti-bot responses are detected and handled with clear error reporting.

How to use Snapchat Followers Scraper - step by step

1. Create or log in to your Apify account.
2. Open the Snapchat Followers Scraper actor (snapchat-followers-scraper) in the Apify Console.
3. In the Input tab, paste Snapchat profile URLs or usernames into startUrls.
   • Accepted formats: https://www.snapchat.com/add/username, https://www.snapchat.com/@username, or just username.
4. (Optional) Configure proxyConfiguration if needed. By default, the actor starts without a proxy and will automatically fall back to datacenter then residential proxies if blocks occur.
5. Click Start to launch the run. You’ll see live logs as each profile is processed.
6. Open the Dataset tab to see items appearing in real time as they’re pushed.
7. Export your results as JSON or CSV for use in analytics tools or spreadsheets.

Pro Tip: Use Apify’s scheduling and API to automate periodic runs (e.g., weekly influencer tracking) and pull datasets programmatically into your BI pipeline.

Use cases

Use case name	Description
Influencer marketing – profile vetting	Build and refresh influencer shortlists by extracting subscriberCount, titles, and bios from public profiles, then export to CSV for evaluation.
Competitor analysis – brand monitoring	Track competitor presence and profile changes over time using scraped timestamps and metadata.
Market research – audience mapping	Aggregate public profile metadata at scale to study categories, subcategories, and regional signals.
Social analytics – growth tracking	Run scheduled extractions and compare subscriberCount across time for growth trend analysis.
Data enrichment – CRM augmentation	Enrich internal records with websiteUrl, profilePictureUrl, and display names for better outreach context.
Academic research – public social data	Collect structured, public profile data for studies of content creators and digital ecosystems.
API pipeline – automated ingestion	Trigger actor runs via API and funnel dataset JSON into your data warehouse for downstream processing.

Why choose Snapchat Followers Scraper?

This actor prioritizes precision, automation, and reliability for clean, structured Snapchat profile data at scale.

• 🎯 Accurate public profile extraction with multi-strategy parsing and validation.
• 🌍 Works without login, scraping only publicly available information.
• 📊 Scales from a few profiles to large batches with live dataset saving.
• 🧑‍💻 Developer access via Apify SDKs and REST APIs for easy integration.
• 🛡️ Ethical by design: no private data, no authentication, public pages only.
• 💸 Export-friendly results in JSON or CSV without extra transformation.
• 🧱 More robust than extensions or ad-hoc scripts thanks to proxy fallback and retry logic.

In short: it’s a production-ready Snapchat profile scraping tool vs unstable alternatives, built for dependable data collection.

Is it legal / ethical to use Snapchat Followers Scraper?

Yes — when used responsibly. This actor collects data only from publicly accessible Snapchat profile pages and does not access private or authenticated content.

Guidelines for responsible use:

• Collect public data only and avoid private profiles.
• Comply with applicable regulations (e.g., GDPR, CCPA) and your organization’s policies.
• Review Snapchat’s terms of service and ensure your use case aligns with them.
• Use scraped data responsibly and avoid misuse or spam.
• Consult your legal team for edge cases or jurisdiction-specific requirements.

Input parameters & output format

Example JSON input

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

Input parameters

• startUrls
  • Type: array
  • Description: List one or more Snapchat profile URLs (e.g., https://www.snapchat.com/add/username) or usernames (e.g., username).
  • Default: none
  • Required: yes
• proxyConfiguration
  • Type: object
  • 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}
  • Required: no

Example JSON output (success item)

{
  "username": "mrbeast",
  "scrapedAt": "2026-04-04T10:30:12.000Z",
  "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 (error item)

{
  "username": "unknownuser12345",
  "success": false,
  "error": "Failed to fetch profile: HTTP 404",
  "scrapedAt": "2026-04-04T10:31:45.000Z"
}

Notes:

• On successful extraction, the actor ensures all expected fields are present; missing booleans default to false, badge defaults to 0, and hasSpotlightHighlights defaults to "[]".
• On failures, the actor records a minimal item with success=false and an error message.
• Export your dataset as JSON or CSV from the Apify Console.

FAQ

Do I need to log in to scrape Snapchat profiles?

No. The actor works without login and only accesses publicly available profile pages. It does not use cookies or authenticated sessions.

Can this scraper collect follower lists?

No. It extracts public profile metadata and follower/subscriber counts (subscriberCount), not follower lists. Each dataset item includes a success flag and scrape timestamp.

How does the proxy fallback work?

The actor starts without a proxy by default. If it detects blocks or maintenance/challenge pages, it automatically falls back to datacenter proxies, then residential proxies, retrying up to three times and logging each step.

What happens if a profile can’t be scraped?

The run continues, and the actor pushes an error item for that username with success=false and an error field describing the issue. This ensures full auditability of processed inputs.

Which export formats are supported?

You can export the Apify dataset as JSON or CSV directly from the Console, making it easy to plug into spreadsheets or BI tools.

Is there an API to run this programmatically?

Yes. You can start actor runs via Apify’s API and then fetch the resulting dataset programmatically. This actor is built on the Apify platform and its dataset/storage APIs.

How many profiles can I process in one run?

There’s no hard-coded limit in the actor. Practical limits depend on your plan resources and platform quotas. The actor processes profiles sequentially with smart delays and retries.

Is it compliant to use this data?

Yes, when you collect and use only public data and comply with applicable laws and Snapchat’s terms. The actor avoids private or authenticated content by design.

Closing CTA / Final thoughts

Snapchat Followers Scraper is built for accurate, scalable extraction of public Snapchat profile data. With robust proxy fallback, resilient parsing, and structured JSON/CSV exports, it’s ideal for marketers, developers, data analysts, and researchers who need reliable profile intelligence.

Spin up a run in minutes, export clean datasets, and integrate with your pipelines via the Apify API. Start extracting smarter Snapchat insights at scale today.