What Data Can You Scrape from Instagram?

Instagram is a goldmine of public data that can be leveraged for analytics, influencer marketing, competitor research, and automation projects. Tools like scrape-data-from-instagram
make this process easier by automating the extraction of publicly available information.

1. Profile Information

You can scrape detailed public profile data such as:

Username and full name

Bio and external website link

Profile picture URL

Follower count and following count

Post count and engagement metrics
This information is useful for audience analysis or building influencer databases using tools like scrape-data-from-instagram
.

1. Post Details

From public feeds and hashtags, scrapers can extract:

Captions and hashtags used

Image or video URLs

Post likes, comments, and views

Timestamp of the post

Geolocation tags
With scrape-data-from-instagram
, marketers can monitor trends or study viral content patterns automatically.

1. Comments and Engagement Data

Comments are valuable for sentiment and engagement analysis. Scraping this layer provides:

Comment text

Username of the commenter

Timestamp

Reply chains and user mentions
Such insights can help brands evaluate audience response on Instagram posts.

1. Hashtags and Mentions

Hashtag and mention data help identify trending topics or communities.
You can scrape:

Popular hashtags used in your niche

Accounts frequently mentioned in posts

Hashtag engagement rates
The GitHub scraper
simplifies this process for research or campaign tracking.

1. Stories and Highlights (Limited Access)

While stories are time-sensitive, tools can sometimes extract metadata like:

Story views count

Mentioned accounts

Media URLs (when public)

Why Use Instagram Scraping?

Scraping Instagram data helps:

Discover influencers and monitor competitors

Track engagement and sentiment

Collect marketing insights at scale

Automate lead or trend discovery

Final Thoughts

Ethically scraping publicly available Instagram data can unlock valuable business insights when done responsibly. If you want to explore a ready-to-use scraper, check out the full project on GitHub:
👉 scrape-data-from-instagram

It’s a powerful starting point for marketers, researchers, and developers looking to build automation around Instagram analytics.