Snapchat Profile Scraper Pro

Snapchat Profile Scraper Pro

Snapchat Profile Scraper Pro extracts structured metadata from Snapchat public profile pages. Provide one or multiple Snapchat usernames or profile URLs, and the Actor processes each profile and returns organized profile information that can be used for research, data collection, analysis, and dataset creation.

The Actor can return profile identity details, account type, subscriber information, biography, website, address information, profile image URLs, Snapcode and Bitmoji URLs, and available Spotlight, curated highlight, and latest story snap data. Results are saved to the default Key-Value Store under OUTPUT and are also pushed individually to the dataset.

The input is intentionally simple: add Snapchat usernames, @username values, or supported Snapchat profile URLs. This makes the Snapchat Profile Scraper suitable for collecting information from one profile or processing multiple profiles in a single run.

What Is the Snapchat Profile Scraper Pro?

The Snapchat Profile Scraper Pro is a profile data extraction Actor designed to collect publicly surfaced Snapchat profile metadata in a structured format.

Instead of manually opening individual Snapchat profile pages and recording information, you can provide a list of usernames or profile URLs and let the Actor organize the returned information into consistent records.

For each processed profile, the Actor attempts to collect identity and profile metadata such as the username, display name, account type, subscriber count, bio, website URL, address, profile picture URL, Snapcode URL, and Bitmoji URL. When available, it also processes Spotlight highlights, curated highlights, and latest story snap information.

Because the available information can differ between profiles, some fields may be empty, null, or contain no items.

Key Features

Feature	Description	User Benefit
Multiple profile inputs	Process one or multiple Snapchat usernames or profile URLs in a run.	Useful for batch profile research.
Username normalization	Accepts bare usernames and @-prefixed usernames.	Reduces formatting work before a run.
Profile URL support	Supports Snapchat profile URLs using common profile paths such as /@username and /add/username.	Lets you work directly from profile links.
Profile metadata	Returns identity and public profile information when available.	Provides structured profile records for analysis.
Subscriber information	Extracts the available subscriber count.	Helps organize audience-related profile data.
Profile media URLs	Returns profile picture, Snapcode, and Bitmoji-related URLs.	Makes profile media references easy to access.
Highlight data	Processes available Spotlight and curated highlight sections.	Adds content-related metadata to profile records.
Key-Value Store output	Saves the complete results list under the OUTPUT key.	Provides a convenient place to retrieve the run results.
Dataset output	Pushes each processed profile as a dataset item.	Makes individual records easier to work with.

What Data Can You Extract?

The Snapchat Profile Scraper focuses on profile-level metadata and available public profile content references.

The main result can include:

• Username — the normalized Snapchat username associated with the input.
• Name — the available display or profile name.
• Account type — the detected account type, normally represented as a string.
• Subscriber count — the available subscriber count when surfaced by the profile.
• Bio — profile biography or description information.
• Website URL — the website associated with the profile when available.
• Address — address information exposed through the profile data when available.
• Profile picture URL — a reference to the profile image.
• Snapcode URL — a generated Snapchat Snapcode reference URL.
• Bitmoji URL — a generated Snapchat Bitmoji-related reference URL.
• Spotlight highlights — available highlight sections containing snap references.
• Curated highlights — available curated highlight sections and their associated snaps.
• Latest story snaps — latest story snap information when available.
• Highlight availability — hasSpotlightHighlights indicates whether Spotlight highlight sections were returned.
• Error status — each record contains an error object describing whether processing encountered a problem.

Highlight sections can contain a section title, thumbnail URL, and snap entries. Snap entries include an index, media URL, upload timestamp, and media type when those values are available.

Why Use This Snapchat Profile Scraper?

Manual Snapchat profile research can become repetitive when you need to review many usernames and keep the information in a consistent format. This Actor converts a list of profile inputs into structured records that are easier to review and process.

It is especially useful when your workflow needs repeatable Snapchat profile data collection rather than manually copying individual profile details.

The output can support profile research, public data analysis, audience research, structured dataset creation, content research, and other workflows where Snapchat profile metadata is relevant.

Benefits

The Actor provides a straightforward input-to-output workflow. You supply Snapchat profile identifiers, the Actor processes them, and the results are returned as structured records.

Multiple usernames can be supplied in the same run, which is useful when building a profile dataset. The returned records also preserve error information for individual profiles, making it easier to distinguish successful results from profiles that could not be processed.

Storing the full result list under OUTPUT in the Key-Value Store also provides a convenient way to retrieve the complete run output, while dataset items provide individual records for downstream analysis.

How to Use the Snapchat Profile Scraper Pro

Using the Actor is straightforward:

1. Open the Actor input.
2. Add one or more values to the usernames field.
3. Use a bare Snapchat username, @username, or a supported Snapchat profile URL.
4. Start the Actor.
5. Review the resulting profile records.
6. Retrieve the complete result list from the Key-Value Store OUTPUT key or use the dataset records.

For a first run, testing one or two profiles is a practical way to confirm that your inputs produce the expected profile information.

Input

The Actor currently defines one public input field: usernames.

This field is an array, so multiple Snapchat profiles can be submitted in a single run.

Input Fields

Field	Type	Required	Default	Description
usernames	Array of strings	Yes for processing profiles	[]	One or multiple Snapchat usernames or supported profile URLs.

The Actor accepts several input styles. Examples include:

• loganpaul
• @markielucas
• https://www.snapchat.com/@realmadrid
• https://www.snapchat.com/@mohsenalnssar
• https://www.snapchat.com/add/loganpaul

The Actor normalizes usernames before processing. URL-based inputs are converted into the corresponding username, while @ prefixes are removed.

Input Example

{
  "usernames": [
    "loganpaul",
    "@markielucas",
    "https://www.snapchat.com/@realmadrid",
    "https://www.snapchat.com/add/mohsenalnssar"
  ]
}

Output

The Snapchat Profile Scraper returns one structured object for each submitted profile.

The complete collection of results is stored in the Key-Value Store using the key OUTPUT. In addition, every processed profile is pushed to the dataset as an individual item.

Output Fields

Field	Description
error	Object containing isError and errorMsg for the profile.
accountType	Detected account type.
username	Normalized Snapchat username.
name	Available display or profile name.
snapcodeURL	Snapchat Snapcode reference URL for the username.
bitmojiURL	Snapchat Bitmoji-related reference URL for the username.
subscriberCount	Available subscriber count as a string.
bio	Profile biography or description.
websiteUrl	Available website URL, or a Snapchat profile reference when no website is available.
profilePictureUrl	Profile picture URL.
address	Available profile address information.
hasSpotlightHighlights	Boolean indicating whether Spotlight highlight sections were returned.
publicAccountData	Structured public profile information and available highlight/story data.

Inside publicAccountData, the Actor returns address, bio, profilePictureURL, subscriberCount, websiteURL, spotlightHightlightSnaps, curatedHighlightSnaps, and latestStorySnaps.

Spotlight and curated highlight sections can contain title, thumbnail, and a snaps array. Each processed snap can include index, snapURL, uploadTimestamp, and type.

Output Example

{
  "error": {
    "isError": false,
    "errorMsg": null
  },
  "accountType": "public",
  "username": "exampleuser",
  "name": "Example User",
  "snapcodeURL": "https://app.snapchat.com/web/deeplink/snapcode?username=exampleuser&type=SVG",
  "bitmojiURL": "https://app.snapchat.com/web/deeplink/snapcode?username=exampleuser&type=SVG&bitmoji=enable",
  "subscriberCount": "125000",
  "bio": "Example public profile",
  "websiteUrl": "https://example.com",
  "profilePictureUrl": "https://example.com/profile.jpg",
  "address": "",
  "hasSpotlightHighlights": true,
  "publicAccountData": {
    "address": "",
    "bio": "Example public profile",
    "profilePictureURL": "https://example.com/profile.jpg",
    "subscriberCount": "125000",
    "websiteURL": "https://example.com",
    "spotlightHightlightSnaps": [
      {
        "title": "Spotlight",
        "thumbnail": "https://example.com/thumbnail.jpg",
        "snaps": [
          {
            "index": 0,
            "snapURL": "https://example.com/media.mp4",
            "uploadTimestamp": "1720000000",
            "type": "video"
          }
        ]
      }
    ],
    "curatedHighlightSnaps": [],
    "latestStorySnaps": []
  }
}

Values in the example are illustrative. Actual values depend on the profile data returned for the submitted username.

Use Cases

The Snapchat Profile Scraper can support several practical data workflows:

• Profile research — collect structured metadata from multiple Snapchat profiles.
• Market research — organize publicly available profile information for research projects.
• Audience research — review available subscriber-related information across selected profiles.
• Content research — examine available Spotlight and highlight references.
• Dataset creation — build structured profile datasets from a list of usernames or URLs.
• Business intelligence — combine profile metadata with other research sources for analysis.
• Competitive research — organize public profile information for comparison within a broader research workflow.
• Automation — integrate recurring profile collection into a larger Apify-based process.

The Actor provides data extraction support; any interpretation or business decision based on that data should be handled separately.

Advantages

The main practical strengths of this Actor are its simple input model, support for multiple profile identifiers, structured output, and inclusion of both profile metadata and available highlight-related information.

The dataset and Key-Value Store outputs also provide two useful ways to work with the same run results. Users who need the complete result collection can retrieve OUTPUT, while users working record-by-record can use dataset items.

Limitations

Results depend on the information that is available for each Snapchat profile at processing time. Not every profile will necessarily expose the same fields or content sections.

Subscriber counts, bios, websites, addresses, profile images, Spotlight highlights, curated highlights, and story data may be empty when the corresponding information is unavailable.

Latest story data is retained in the returned structure because its structure can vary. Highlight sections may also contain no snaps when none are available.

Invalid, unavailable, or inaccessible profiles can return an error object instead of a complete profile record. A successful Actor run therefore does not necessarily mean that every submitted profile produced complete metadata.

Pros and Cons

Pros	Cons
Supports multiple Snapchat usernames or URLs in one run	Returned fields can vary by profile
Produces structured profile-level records	Some metadata may be empty
Includes profile and highlight-related information	Story data may vary in structure
Saves the full result collection in Key-Value Store	Individual profiles can return errors
Also provides dataset records	Results depend on publicly surfaced profile information

Comparison With Alternative Approaches

Capability	This Actor	Manual / Typical Alternative
Multiple profile processing	Supported	Often requires repeated manual work
Username normalization	Supported	Usually handled manually
Structured profile records	Supported	May require manual formatting
Dataset-oriented output	Supported	Often requires separate collection and organization
Key-Value Store result collection	Supported	May require an additional storage step
Highlight-related metadata	Supported when available	Requires separate manual review

This comparison describes workflow characteristics rather than performance claims or guarantees.

Competitive Advantages

A user may choose the Snapchat Profile Scraper Pro when the goal is to turn a list of Snapchat profile identifiers into consistent structured records without designing a separate profile-data collection workflow.

Its support for bare usernames, @username values, and common Snapchat profile URLs reduces input preparation. The output combines core profile metadata with additional fields such as Snapcode, Bitmoji, profile picture, and available highlight information.

Having both Key-Value Store and dataset output also gives users flexibility in how they consume the collected records.

Best Practices

Start with a small number of valid usernames or profile URLs before processing a larger list. This makes it easier to verify the output structure and confirm that your chosen inputs are correct.

Use consistent input formatting whenever possible, especially when creating larger profile lists. Review the returned error object for individual failures instead of assuming every submitted profile contains complete information.

For analysis workflows, treat empty fields as unavailable data rather than assuming that an empty value means the profile has no corresponding information.

Troubleshooting

Invalid Input: Confirm that usernames is an array containing strings. Use a bare username, @username, or a supported Snapchat profile URL.

No Results: Check that at least one username or URL was supplied. The Actor exits when the usernames array is empty.

Profile Not Found: A submitted username may return a profile-not-found error. Verify the spelling and try the current Snapchat profile URL when available.

Partial Results: Profiles can expose different amounts of information. Review each returned record independently.

Missing Fields: Empty or null fields can indicate that the relevant information was not available in the profile data returned for that profile.

Temporary Request Failure: Review the individual record's errorMsg. Rechecking the input and running the affected profile again can help distinguish a temporary failure from an unavailable profile.

Frequently Asked Questions

What does the Snapchat Profile Scraper Pro do?

It processes Snapchat usernames or supported profile URLs and returns structured public profile metadata, including identity information, subscriber data, biography, website information, media references, and available highlight-related data.

What inputs does the Snapchat Profile Scraper support?

The public input schema uses the usernames array. Each item can be a Snapchat username, an @username, or a supported profile URL.

Can I process multiple Snapchat profiles?

Yes. The usernames field is an array, so you can provide multiple usernames or profile URLs in the same Actor run.

Does it support Snapchat profile URLs?

Yes. The Actor handles common Snapchat profile URL formats including /@username and /add/username.

What data does the Snapchat Profile Scraper return?

Returned data can include username, name, account type, subscriber count, bio, website URL, address, profile picture URL, Snapcode URL, Bitmoji URL, and available Spotlight, curated highlight, and latest story information.

Where are the results stored?

The complete list of processed profile objects is saved in the Key-Value Store using the key OUTPUT. Each profile is also pushed individually to the dataset.

Are all Snapchat fields always populated?

No. Available profile information can vary. Some values may be empty or null, and some profiles may not contain Spotlight, curated highlight, or story data.

What happens when a profile cannot be processed?

The returned record contains an error object with isError and errorMsg, allowing you to identify profile-specific processing problems.

Is this suitable for automation?

Yes. The Actor's structured input and output make it suitable for automated data collection, research pipelines, and dataset-building workflows.

Should I test a small number of profiles first?

Yes. A small test run is useful for validating your input format and confirming which profile fields are available for the profiles you are researching.

NLP Keywords

• Snapchat profile scraper
• Snapchat profile data
• Snapchat public profile data
• Snapchat metadata extraction
• Snapchat profile extraction
• Snapchat username scraper
• Snapchat profile information
• Snapchat subscriber count
• Snapchat bio data
• Snapchat profile URL scraper
• Snapchat account metadata
• Snapchat profile dataset
• Snapchat public account
• Snapchat profile picture URL
• Snapchat Snapcode data
• Snapchat Bitmoji URL
• Snapchat Spotlight data
• Snapchat curated highlights
• Snapchat story data
• Snapchat data collection

Related Keywords

• Snapchat profile scraper tool
• scrape Snapchat profiles
• Snapchat username data extractor
• Snapchat public profile scraper
• Snapchat profile information extractor
• extract Snapchat account data
• Snapchat profile metadata scraper
• Snapchat profile URL extractor
• Snapchat subscriber data scraper
• Snapchat bio scraper
• Snapchat account data collection
• Snapchat profile research
• Snapchat profile dataset builder
• Snapchat public data extraction
• Snapchat Spotlight scraper
• Snapchat highlight data extractor
• Snapchat story metadata
• bulk Snapchat profile scraping
• multiple Snapchat username scraper
• Snapchat profile data automation

Final Overview

Snapchat Profile Scraper Pro provides a structured way to collect publicly surfaced Snapchat profile metadata from one or multiple usernames or supported profile URLs. It combines core profile information with available subscriber, website, media, Spotlight, curated highlight, and story-related data.

The Actor is designed around a simple input workflow and produces records that can be stored, reviewed, analyzed, or incorporated into broader research and automation workflows. Because profile availability can vary, users should review individual records and error information when working with larger collections.

Contact me: Alphascraper69@gmail.com