Instagram Profile Scraper

Turn a list of Instagram usernames or profile links into clean profile rows. Every profile becomes one row with its full name, bio, follower count, following count, number of posts, verified badge, business category, website and bio links, profile picture and the 12 latest posts with their links, captions and, where Instagram shows them, publish time, likes, comments and views.

Use it to vet influencers before a campaign, track follower growth for your own brand and your competitors, enrich a lead list with bios and website links, or build a list of accounts in a niche. Only public profile information is collected and no Instagram account is needed.

Quick Start

{
  "usernames": [
    "natgeo",
    "nike",
    "https://www.instagram.com/nasa/"
  ],
  "maxItems": 100,
  "includeLatestPosts": true,
  "completeProfiles": true
}

Usernames can be written as natgeo, @natgeo or as a profile link such as https://www.instagram.com/natgeo/. Links copied from the app with extra parameters (?hl=en, ?igsh=...) work too.

Input

Input	Type	Default	Meaning
usernames	array	required	Instagram usernames or profile links. Duplicates are removed.
maxItems	integer	100	Total cap on profile rows for the run (up to 5,000).
includeLatestPosts	boolean	true	Add the profile's latest posts (up to 12) to each row. Turn it off for smaller rows when you only need the profile figures.
completeProfiles	boolean	true	When a profile's details are slow to load, make one extra attempt to fill in the bio, following count and links before returning a partial row.

What it returns

The dataset contains one row per profile:

Field	Meaning
username, url, userId	The username (lower case), the profile link and Instagram's numeric account id.
inputUrl	What you supplied.
fullName, biography	The display name and the bio text.
followersCount, followsCount, postsCount	Followers, accounts followed and the total number of posts.
isVerified, isPrivate	Verified badge and private-account flag. Private accounts return their profile figures but no posts.
isBusinessAccount, businessCategory	Whether it is a business or creator account and the category shown on the profile (for example Government Agencies or Sportswear Store).
businessEmail, businessPhone	Public contact details, when the account shows them.
externalUrl, externalUrls	The main website link and every bio link with its title.
profilePicUrl	Profile picture link.
latestPosts	Up to 12 latest posts: shortCode, url, type (image, video or carousel), caption, takenAt, likesCount, commentsCount, videoViewCount, displayUrl and ownerUsername (differs from the profile for collaboration posts).
missingFields	Profile fields Instagram did not show for this profile during the run. Empty for a complete row.
scrapedAt	Collection time (UTC, ISO 8601).
error	Always null in the dataset. Failures are reported in the run summary instead.

Fields the profile leaves empty (no bio, no website) are null or an empty list, never guessed. A field that is null because Instagram did not show it is also named in missingFields, so you can tell the two apart.

The run summary (OUTPUT) reports profilesRequested, profiles (rows delivered), partialProfiles (rows with a non-empty missingFields), errors and the list at profileErrors.

Example queries

• Influencer vetting: paste the creators you are considering and compare followersCount, postsCount and the likes and comments on their latest posts.
• Competitor watch: schedule a daily run over your brand and your competitors and chart followersCount over time.
• Lead enrichment: add bios, categories and website links to a list of business accounts, then export to CSV or Excel.
• Quick profile figures: set includeLatestPosts to false when you only need follower and post counts for a long list.

Output example

{
  "username": "nasa",
  "url": "https://www.instagram.com/nasa/",
  "inputUrl": "https://www.instagram.com/nasa/",
  "userId": "528817151",
  "fullName": "NASA",
  "biography": "Making the seemingly impossible, possible. ✨",
  "followersCount": 104380790,
  "followsCount": 90,
  "postsCount": 4968,
  "isVerified": true,
  "isPrivate": false,
  "isBusinessAccount": true,
  "businessCategory": "Government Agencies",
  "externalUrl": "https://www.nasa.gov/",
  "externalUrls": [
    {
      "title": "NASA.gov Homepage",
      "url": "https://www.nasa.gov"
    },
    {
      "title": "How to Watch NASA Livestreams",
      "url": "http://nasa.gov/ways-to-watch"
    }
  ],
  "businessEmail": null,
  "businessPhone": null,
  "profilePicUrl": "https://scontent-dfw5-1.cdninstagram.com/v/t51.2885-19/29090066_159271188110124_1152068159029641216_n.jpg",
  "latestPosts": [
    {
      "shortCode": "DeTUk4sDSp-",
      "url": "https://www.instagram.com/p/DeTUk4sDSp-/",
      "type": "video",
      "caption": "POV: you're watching the Earth set\n\nWe just released hundreds of new images and hours of new audio from our Artemis II m…",
      "takenAt": "2026-10-10T15:15:02Z",
      "likesCount": 712273,
      "commentsCount": 7097,
      "videoViewCount": 3089092,
      "displayUrl": "https://scontent-dfw5-2.cdninstagram.com/v/t51.82787-15/842191580_18656578867049152_4200499629839780998_n.jpg",
      "ownerUsername": "nasa"
    }
  ],
  "missingFields": [],
  "scrapedAt": "2026-10-19T23:53:20Z",
  "error": null
}

Failed profiles

A profile that cannot be retrieved (for example a mistyped, renamed, deleted or deactivated username, an account Instagram hides from signed-out visitors, or an age-restricted account) is reported in the run summary at OUTPUT.profileErrors with its input, username, code and message. Failed profiles are never dataset rows and are not charged. If no profile at all could be collected, the run ends with an error instead of finishing green with an empty dataset.

Limits and caveats

• Only what Instagram shows publicly on a profile is returned. Followers lists, stories, highlights and comments are not included.
• latestPosts holds up to the 12 latest posts; older posts are not collected. For some profiles only the 6 latest posts carry likes and publish time.
• Instagram does not always show every detail. The business category, account type and contact details are often unavailable, especially in larger runs; when that happens they are listed in missingFields. Follower, following and post counts, bio and links are still returned.
• Counts are exact numbers as Instagram reports them at collection time.
• Instagram shows a small share of existing accounts to signed-out visitors as if they did not exist. Those come back as NOT_FOUND in OUTPUT.profileErrors and are not charged.
• Automated access is subject to Instagram's terms; use this actor only where you have the necessary permissions and a lawful basis, and handle any personal data in line with the privacy laws that apply to you.

FAQ

Do I need an Instagram account or cookies? No. Only public profiles are read.

What happens with private accounts? You get the profile figures (name, bio, counts, verified badge), but no posts, as Instagram shows them to anyone.

Can I mix usernames and links? Yes. Usernames, @ handles and profile links can all go in usernames; duplicates are returned once.

How fast is it? About 5 seconds per profile; 1,000 profiles take roughly 1 to 1.5 hours. The default run timeout is 4 hours, enough for about 2,500 profiles; raise it in the run options for longer lists.

Price

$0.0025 per profile delivered, plus $0.005 per run start. The run-start event is charged per GB of memory; the default 512 MB run is one start event. The start is charged even if the run saves no results. Failed profiles are not charged. Platform usage is included in these prices.