Instagram Profile Scraper - Followers Count & Engagement Rate

Instagram profile scraper for handles and profile links, one row per account: the bio, exact follower, following and post counts, the verified and private flags, the business category and the bio's links. Tick the contact box and each profile is also checked for the e-mail, phone and address on its contact buttons. Private accounts come back with their bio, counts and flags, never their posts.

One thing to know before you build on it. The engagement figures are worked out from the recent posts Instagram shows a logged-out visitor, which is 6 to 12 of them at most. That makes them a picture of current form, not a lifetime average, and on some accounts those posts do not come back at all. Every row carries postsAnalysed so you can see which you got.

Input	Handles, @handles or instagram.com/... profile links
Output	One row per profile: bio and bio links, exact counts, verified and private flags, category, engagement over recent posts, and the e-mail, phone and address from the contact buttons as a paid extra
Ceiling	1,000 profiles per run
Speed	Roughly 4 to 9 profiles a minute, so 100 handles take 11 to 25 minutes
Account needed	None
Price	$0.70 per 1,000 profiles on the free plan, down to $0.67 on Business. The free plan's $5 a month covers about 7,000

Using an AI agent?
Actor	dami_studio/instagram-profile-scraper
Set one field	usernames, labelled "Instagram usernames or profile URLs" in the Console
Cap the bill	maxTotalChargeUsd on the run, for example 0.25: it never charges past that
MCP, one link	https://mcp.apify.com/?tools=fetch-actor-details,dami_studio/instagram-profile-scraper
How often	Weekly, to track follower counts

🔍 What Instagram Profile Scraper does

You hand it a list of accounts, it hands back a table. nasa, @nasa, instagram.com/nasa and https://www.instagram.com/nasa/ all mean the same thing, so you can mix whatever forms your list already has. Duplicates are dropped before anything is charged.

Counts come back exact, not rounded the way the app prints them: 104,282,031 followers, not "104M". A field that no public page reports for an account comes back null rather than guessed.

Every row also carries two worked-out blocks at no extra cost, engagement and signals, so you can sort a list of accounts without doing the arithmetic yourself.

📋 What data you get from each Instagram profile

What you get	Field
Handle, display name and the numeric account id	username, fullName, id
Bio, and every link in it	biography, externalUrl, externalUrls
Exact follower, following and post counts	followersCount, followsCount, postsCount
Verified, private, business and creator flags	verified, private, isBusinessAccount, isProfessionalAccount
Category	categoryName, businessCategoryName
Business e-mail, phone and address from the contact buttons, as a paid extra, and whether they were checked	businessEmail, businessPhoneNumber, businessAddress, contactDetailsChecked
Every e-mail and phone number found, published or written into the bio	emailsFound, phonesFound
Hashtags and @mentions in the bio	bioHashtags, bioMentions
Profile picture, normal and large	profilePicUrl, profilePicUrlHD
Accounts Instagram lists as related	relatedProfiles
Highlight and video counts	highlightReelCount, igtvVideoCount
Average and median likes and comments, engagement rate, posts per week, last post date, top hashtags and mentions, best recent post	engagement
Follower tier, follower-to-following ratio, contact route, link count, bio length	signals
Account type: personal, creator or business	accountType
Median views of the recent videos, those views against followers, days since the last video	videoStats
Country, join date (as text and as a timestamp) and former-username count, as a paid extra	accountAbout
The recent posts themselves, when you switch them on	latestPosts
The handle a related profile was found under, when you ask for related profiles	relatedOf

▶️ How to scrape Instagram profiles

1. Open Instagram Profile Scraper and click Try for free.
2. Paste your handles into Instagram usernames or profile URLs, one per line.
3. Set Maximum profiles while you are testing, since you pay per profile.
4. Click Start.
5. Download the dataset as JSON, CSV or Excel, or pull it from the Apify API.

Want to see the row shape first? Clear the list and start it empty. You get one labelled sample row, and it is not charged.

💰 How much does it cost to scrape Instagram profiles?

$0.70 per 1,000 profiles. That is the free plan's price; paid plans pay a little less: $0.69 on Starter, $0.68 on Scale and $0.67 on Business. On the free plan, the $5 Apify gives you each month covers about 7,000 profiles.

Two boxes add paid extras, charged for every profile checked, whether or not the account has that data:

Extra	On top, per 1,000 profiles checked
Country, join date and former usernames	$4.95 on Starter, $4.90 on Scale, $4.85 on Business. Paid Apify plans only
E-mail, phone and address from the contact buttons	$1.10 on every plan. On the free plan it checks one profile per run

Leave both boxes alone and you pay the profile price only.

What the run did with a profile	Charged
Delivered it	as a profile
Read it, and your filters checked it and left it out	as a profile, because it was read
Left it out because a value your filters need did not come back, such as a private account's posts	not as a profile
Checked it for contact details, with that box ticked	contact details too, even when your filters then left it out
Read it as a related profile you asked for	as a profile, filters included
The same handle twice in your list	once
A handle that does not exist, or one that was not served	no

The sample row and the diagnostic rows cost nothing. To cap what a run can spend, set a maximum cost in its run options (maxTotalChargeUsd in the API). The run stops once it reaches it.

📥 What you give it

{
  "usernames": ["nasa", "@gopro", "https://www.instagram.com/natgeo/"],
  "maxItems": 50
}

Field	Default	What it is
usernames	none	One entry per profile, in any of the forms above. Up to 1,000 per run.
includeAccountAbout	false	Adds country, join date and how many handles the account has used before. Priced separately, and it needs a paid Apify plan.
includeContactDetails	false	Adds the e-mail, phone and address on the account's contact buttons. $1.10 per 1,000 profiles checked, whether or not one is shown. One profile per run on the free Apify plan.
includeLatestPosts	off	Adds the recent posts themselves to each row, with the same field names as our post scraper. They also get their own tab in the output.
maxRelatedProfiles	none, off	Up to 50. After your list, also read that many of the accounts Instagram lists as related to it, skipping any already in your list. One step only, never follower lists. Each is charged as a profile.
maxItems	none	Stop after this many profiles, counting from the top. Leave it empty to read the whole list.
minFollowers, maxFollowers	none, off	Keep only profiles with at least, or at most, this many followers.
accountType	none, off	Keep only personal, creator or business accounts, or creatorOrBusiness.
minEngagementRate	none, off	Keep only profiles whose engagement.engagementRate is at least this. 1 means 1%.
postedWithinDays	none, off	Keep only profiles whose newest recent post is at most this many days old.
bioOrNameContains	none, off	Keep only profiles whose bio or name contains one of these words, in any case.
categoryContains	none, off	Keep only profiles whose category contains one of these words, such as product.
concurrency	empty, runs as 6	How many profiles are read at once, 1 to 12. Higher finishes a long list sooner, and 6 keeps the rows most complete.
sessionCookies	none	Optional. Your own Instagram cookie, used only to retry a handle that could not be read logged out.
proxyUrls	none	Leave it empty unless you have your own servers you want the traffic to leave through.

📤 What you get back

A real row from a run on 2 October 2026, with the picture links and the bio cut short and the long lists trimmed (relatedProfiles had 49 entries).

{
  "ok": true,
  "charged": true,
  "recordType": "profile",
  "inputUrl": "https://www.instagram.com/nasa/",
  "id": "528817151",
  "username": "nasa",
  "url": "https://www.instagram.com/nasa/",
  "fullName": "NASA",
  "biography": "Making the seemingly impossible, possible. ...",
  "externalUrl": "https://www.nasa.gov/",
  "externalUrls": [
    {"title": "NASA.gov Homepage", "url": "https://www.nasa.gov", "linkType": "external"},
    {"title": "MAX POWER", "url": "https://www.nasa.gov/maxpower", "linkType": "external"}
  ],
  "followersCount": 104282031,
  "followsCount": 89,
  "postsCount": 4940,
  "verified": true,
  "private": false,
  "isBusinessAccount": true,
  "isProfessionalAccount": true,
  "categoryName": "Government Agencies",
  "businessCategoryName": "Government Agencies",
  "businessEmail": null,
  "businessPhoneNumber": null,
  "businessAddress": null,
  "profilePicUrl": "https://scontent-iad6-1.cdninstagram.com/v/t51.2885-19/...",
  "profilePicUrlHD": "https://scontent-iad6-1.cdninstagram.com/v/t51.2885-19/...",
  "highlightReelCount": 6,
  "igtvVideoCount": 171,
  "hasChannel": false,
  "joinedRecently": false,
  "pronouns": [],
  "relatedProfiles": [
    {"id": "36407544", "username": "sciencechannel", "fullName": "Science Channel", "isVerified": true, "isPrivate": false, "profilePicUrl": "https://scontent-iad3-2.cdninstagram.com/v/t51.2885-19/..."}
  ],
  "emailsFound": [],
  "phonesFound": [],
  "bioHashtags": [],
  "bioMentions": [],
  "latestPosts": [],
  "fbid": "17841401474538262",
  "dataSource": "profile-api",
  "limitedData": false,
  "scrapedAt": "2026-10-02T23:37:45.893Z",
  "accountAbout": {"available": false, "country": null, "dateJoined": null, "accountAgeDays": null, "accountAgeYears": null, "formerUsernames": [], "formerUsernameCount": null, "verifiedOnAboutPanel": null},
  "engagement": {
    "postsAnalysed": 12,
    "avgLikes": 278080.25,
    "medianLikes": 183589,
    "avgComments": 1012.92,
    "medianComments": 870.5,
    "engagementRate": 0.2676,
    "engagementPerPost": 279093.17,
    "videoSharePct": 8.3,
    "avgCaptionLength": 446.9,
    "postsPerWeek": 3.5,
    "lastPostAt": "2026-10-02T20:52:45.000Z",
    "daysSinceLastPost": 0,
    "activeLast30Days": true,
    "topHashtags": [{"tag": "nasa", "count": 5}, {"tag": "galaxy", "count": 2}, {"tag": "space", "count": 2}],
    "topMentions": [{"tag": "astrokomrade", "count": 3}, {"tag": "iss", "count": 3}, {"tag": "astro_frankrubio", "count": 2}],
    "topPost": {"url": "https://www.instagram.com/p/DdWyDLcGiqo/", "shortCode": "DdWyDLcGiqo", "likesCount": 744422, "commentsCount": 1777, "timestamp": "2026-09-16T17:05:45.000Z"}
  },
  "signals": {"followerTier": "celebrity", "followerToFollowingRatio": 1171708.21, "followsPerPost": 0.02, "hasContactInfo": false, "contactEmailCount": 0, "contactPhoneCount": 0, "externalLinkCount": 5, "bioLength": 44, "hasBioLink": true}
}

Field	How to read it
id	The numeric account id. It survives a rename, so track it rather than the handle.
followsCount	null on a small share of rows rather than a guess. A re-run usually fills it.
externalUrls	Every link in the bio when the account uses several. externalUrl is just the first.
profilePicUrlHD	The largest picture on offer. Signed and time limited, so download what you want to keep.
engagement.engagementRate	A percentage: average likes plus comments per recent post, against followers. 0.2676 means 0.27%.
engagement.postsAnalysed	How many recent posts the figures rest on. 0 means none came back, and the rest of the block is null rather than zero.
signals.hasContactInfo	true when at least one e-mail or phone number was found. A bio link alone does not count.
accountType	business, creator or personal, from the account's own settings. null when Instagram did not say, as on limitedData rows.
videoStats	Over the videos among the recent posts: recentVideos, videosWithViews, medianVideoViews, viewsToFollowersPct (the median against followers, in percent) and daysSinceLastVideo. View counts come with some answers and not others, so a row can have videos and null views. Everything is null when there are no recent videos.
accountAbout.dateJoinedAt	Only on rows that came back with the paid About panel: the join date as a timestamp, the first of that month, so "August 2013" reads 2013-08-01T00:00:00.000Z.
relatedOf	Only on rows read as related profiles: the handle from your list they were found under.
contactDetailsChecked	true when the contact buttons were read for this row. false with the three contact fields empty means nobody looked, which is not the same as the account showing none.
limitedData	true on a row with the name, followers, post count, picture and recent posts only: no bio, following count, category, links or contact fields. Run that handle again later for the rest.
dataSource	Which public pages answered for this row. Useful when you want to know why a field is null.
latestPosts	Only with includeLatestPosts on: up to 12 recent posts, each with url, caption, likesCount, commentsCount, timestamp, hashtags, mentions, taggedUsers, coauthorProfiles, locationName, musicTitle, isPinned, likesAndViewCountsDisabled and isCommentsDisabled. A flag Instagram did not send is null, not false.

🧾 Reading the output

Three kinds of row land in your dataset, and recordType tells them apart.

Row	How to spot it	Billed
A real profile	recordType: "profile", charged: true	yes
The sample row	recordType: "sample", _sample: true	no
A diagnostic	recordType: "diagnostic", _diagnostic: true, an errorCode	no

Filter on recordType == "profile" and you have your profiles. charged: true marks a real row; read it as that, not as a receipt.

Code	What it means
NOT_FOUND	No public account at that handle any more.
NOT_SERVED	This profile was not served this run. Re-run it later. Runs before 13 October 2026 wrote BLOCKED here.
TIME_BUDGET	The run reached its time limit before the end of your list. The profiles it read are in the dataset; raise the timeout or split the list. The run still ends as succeeded, with an amber status message, even when the time limit stopped it before any profile came back.
STOPPED_EARLY	A long run of handles in a row could not be read, so the run stopped instead of working through the rest. unreadUsernames lists the handles it never reached.
BAD_INPUT	Nothing in your list could be read as a handle or a profile link, or a filter value could not be used. Nothing was read.
FILTERED_OUT	One row at the end listing who your filters left out: leftOutUsernames were read and charged as profiles, uncheckedUsernames were not. With the contact box ticked, both were charged for contact details if they were checked for them, and details says how many.
ABOUT_PLAN_REQUIRED	You ticked the About box on a free Apify plan. Everything else still arrives.
ABOUT_PARTIAL, ABOUT_RATE_LIMITED, ABOUT_UNAVAILABLE	The About lookup stopped part way through the run. The profile rows are unaffected.
FREE_PLAN_LIMIT	You ticked the contact box on the free Apify plan, so only one profile was checked. profilesWithoutContactDetails says how many came back without them.
CONTACTS_PARTIAL, CONTACTS_UNECONOMIC, CONTACTS_UNCONFIGURED	Contact details stopped part way, for example at the cost limit you set, or are paused on the actor. The profiles still arrive, and contacts are charged only on the profiles checked.
PROXY_INPUT_ADJUSTED	A connection setting in your input could not be used and was replaced. The run carried on.
CHARGE_ERROR	Some charges could not be recorded, so some rows may have arrived unbilled.
UNEXPECTED_ERROR	Something broke inside the run. It is not charged. If nothing had come back yet, the run ends as failed.

A diagnostic row is never billed.

💡 What people use it for

• Shortlisting creators. Drop in a few hundred handles, sort by follower count or category, and open Instagram only for the ones worth it.
• Weekly tracking. Schedule the list and diff followersCount and postsCount to see who is growing and who has gone quiet; Make, Zapier or n8n can move each week's rows into your sheet. For up to 15 accounts a run, Instagram Competitor Monitor does the diff for you.
• Cleaning a list. verified, private and the NOT_FOUND rows tell you which handles are still real accounts.

From a hashtag to a shortlist, in three runs:

1. Run Instagram Hashtag Scraper on a tag in your niche and copy the ownerUsername column.
2. Paste those handles here and sort on followersCount.
3. Put the engagement.topPost.url of each account you kept into Instagram Comments Scraper and read how its audience actually talks.

🚧 What it does not do

• No follower or following lists. The counts only.
• No posts unless you ask. latestPosts is empty unless you turn it on, and even then it covers the recent handful rather than a full history.
• Nothing behind a private account. A private profile returns its bio, counts and flags. The content stays private, with latestPosts empty and the engagement block null.
• Some rows come back with fewer fields. Those rows carry limitedData: true, are charged like any other row, and a later re-run usually returns the full profile.
• Country does not show on every account. Instagram puts that line on larger accounts. Smaller ones still return the join date with country null.
• Former usernames come back as a count, not as names.
• Contact details only where the account shows them. Personal accounts rarely do, and each checked profile is charged anyway.
• Entries that are not handles are dropped quietly, so check your list if a row is missing.
• 1,000 profiles per run, and up to four hours by default. If you set a shorter time limit in the run options, a long list can outlast it, so split the list.
• It is not an official Instagram tool. Dami's Studio is independent and is not affiliated with or endorsed by Instagram or Meta, or by any other company named on this page.

🧭 Which Instagram scraper do you need?

If you want	Use
One row per account from a list of handles	This one
A profile plus the posts on its grid	Instagram Scraper
What changed on up to 15 accounts since your last run	Instagram Competitor Monitor
Handles to start from, found under a hashtag	Instagram Hashtag Scraper
Comments under a post or reel	Instagram Comments Scraper
The same kind of row for TikTok accounts	TikTok Profile Scraper
Threads profiles and posts	Threads Scraper

❓ Questions people ask

Do I need an Instagram account to scrape profiles?

No. Profiles are read logged out.

Can it get e-mails and phone numbers from Instagram profiles?

Yes, with the contact box ticked: the e-mail, phone and address on each profile's contact buttons. Without it, only what is written into the bio.

Why do the numbers differ from what I see in the app?

The app rounds big counts and the row does not. Counts also keep moving, so two runs an hour apart disagree slightly on a big account and neither is wrong: compare against the row's scrapedAt. If a field is missing, open the profile in a private browser window. What a logged-out visitor sees there is what this actor can read.

Can I call it from code or connect it to an AI assistant?

The API tab has code for Python, JavaScript and the CLI. MCP clients like Claude and ChatGPT use https://mcp.apify.com/?tools=fetch-actor-details,dami_studio/instagram-profile-scraper; coding assistants can load our skill file. All three bill your Apify account at the same price.

# pip install apify-client
from apify_client import ApifyClient

client = ApifyClient("YOUR_APIFY_TOKEN")
run = client.actor("dami_studio/instagram-profile-scraper").call(
    run_input={
        "usernames": ["nasa"],
    },
    max_total_charge_usd=0.25,  # the most this run may spend
)
for row in client.dataset(run["defaultDatasetId"]).iterate_items():
    if row.get("ok") is False:  # free note rows, not results
        continue
    print(row.get("username"), row.get("followersCount"))

Is scraping Instagram legal?

This reads what accounts show on their profiles, never private accounts or messages. Results can still contain personal data, which GDPR and similar laws cover, so have a reason for collecting it. Before any cold contact, check the anti-spam rules. Apify's write-up on the legality of web scraping is a good starting point, and we are not lawyers.

🆘 If something breaks

Open the Issues tab on the actor page. Include the handles you used and the run ID, and the log is enough for us to see what happened.