What Data Can an Instagram Scrape Tool Collect?

An Instagram scraper tool collects information displayed on accessible Instagram pages and converts it into structured fields. Depending on the input and Worker, those fields may cover public profiles, posts, carousel items, Reels, comments, hashtags, media links, account details, and visible engagement metrics.

The exact output varies by page type and public availability. A profile URL produces different data from a post or Reel URL, and a visible follower count is not the same as a complete follower list. CoreClaw’s collection of ready-made Instagram scraper Workers lets teams select a workflow based on the data layer they actually need.

Instagram Data Types at a Glance

Public Profile and Account Data

A profile scraper works with public Instagram usernames or profile URLs. Depending on availability, it may collect:

• Username, display name, profile ID, and canonical URL
• Biography and hashtags used in the biography
• External website and bio links
• Profile picture
• Follower and following counts
• Total post count
• Verification and private-account flags
• Business or professional account status
• Business category and address
• Related public profiles

The CoreClaw Instagram Profile Data Scraper returns one structured record per resolved profile. Its documented output can also include recent posts, carousel children, media links, engagement fields, and related accounts.

A follower count does not identify every follower. Complete follower-list collection requires a separate workflow and should not be assumed from a standard profile scraper.

Instagram Post and Carousel Data

A post scraper starts with individual post URLs or public profile sources, depending on the Worker. Common post fields include:

• Post ID, shortcode, and source URL
• Caption and alternative text
• Hashtags and mentions
• Author username and profile URL
• Publication timestamp
• Image, thumbnail, or video URLs
• Media dimensions and content type
• Likes, comments, and views when applicable
• Tagged users and collaborators
• Location and paid-partnership fields

Carousel posts can contain several child images or videos. A useful structured result preserves each child item while keeping it connected to the parent post.

Teams with exact post links can use the Instagram Post Scraper by Post URL. Projects beginning with public account URLs can use the Instagram Bulk Post Scraper to collect recent posts from multiple profiles.

Instagram Reels Data

Reel records combine content, creator, media, and engagement fields. Depending on the Worker, the output may include:

• Creator username and profile details
• Reel ID, shortcode, and URL
• Caption, hashtags, and tagged accounts
• Publication date
• Thumbnail and video URL
• Audio URL and duration
• Like and comment counts
• Views and play counts
• Creator follower and post counts
• Collaboration or paid-partnership status

The Instagram Reels Bulk Scraper is designed for trend analysis, competitor monitoring, and batch collection. It supports result limits and date ranges, helping teams avoid collecting unnecessary historical records.

Visible views and play counts are point-in-time observations. They are not the same as private reach, watch-time, or conversion insights available only to an authorized account owner.

Instagram Comments and Reply Data

Comments provide qualitative context that total engagement cannot show. A comment scraper may collect:

• Comment text and ID
• Author username and profile-picture URL
• Comment timestamp and direct URL
• Like count
• Reply count
• Nested reply threads
• Parent post or Reel URL
• Owner-detail objects

The Instagram Comment Scraper accepts public post and Reel URLs and supports a configurable number of comments per source. It does not download media, access private posts, or interact with Instagram accounts.

Comment data can support customer-language research, sentiment analysis, content moderation, and reputation monitoring. Sarcasm, emojis, spam, and missing context mean that important conclusions still require manual review.

What an Instagram Scraper Usually Cannot Collect

A responsible public-data workflow should not be expected to retrieve:

• Private profiles or private posts
• Direct messages
• Passwords or login credentials
• Hidden account information
• Private reach, watch-time, or conversion insights
• Deleted or unavailable content
• Complete follower identities unless specifically supported
• Guaranteed permanent copies of every media file

Instagram page structures and public availability can change. A field listed in a schema may still be empty when the source does not display it.

Meta’s terms restrict automated data collection without permission or explicit authorization. Teams should review current platform terms, privacy requirements, copyright considerations, and the intended use before collecting data.

How to Choose the Right CoreClaw Worker

Start with the source already available:

The unified Instagram Content and Profile Scraper supports profile, post, Reel, comment, mention, hashtag, place, and search-result workflows. It documents adjustable result limits, date filters, structured outputs, and parent-source tracking.

After collection, remove duplicates, irrelevant fields, unavailable records, and inconsistent values. CoreClaw organizes results into cleaner structured fields rather than requiring teams to parse raw webpage content manually.

Results can be downloaded through CSV, JSON, or Excel export or retrieved programmatically through the CoreClaw API. CoreClaw documents eight export formats, while applicable Workers use pay-only-for-successful-results pricing.

Conclusion

An Instagram scraper can collect much more than usernames and follower counts. Public profile details provide account context, posts and Reels provide content and engagement data, and comments add visible audience feedback.

With CoreClaw, teams can select ready-made Workers for each Instagram data layer, obtain cleaned and filtered structured outputs, export results into spreadsheet or developer formats, and automate recurring collection through an API. When a published Worker does not support the required source or schema, teams can request a custom Worker.