How to scrape Instagram leads in 2026 (step-by-step)

Every outreach campaign starts with a list, and most people build theirs the slow way: scrolling, opening profiles one at a time, and copying usernames into a spreadsheet. Scraping does the same thing in minutes. A tool collects the accounts that follow, comment on or like something relevant, and hands you a list you can filter and message.

This guide explains where to find the best leads on Instagram, how to collect them, and how to separate the ones worth contacting from the rest. The video above walks through it on screen.

Where the best Instagram leads come from

The best leads have already raised their hand. They follow an account that sells to the same people you do, or they reacted to a post about the problem you solve. There are three places to look, and they are not equally good.

• Commenters on a post: the warmest. Someone who took the time to write a comment on a post about getting clients is thinking about that problem right now.
• Likers of a post: interested, with less effort. Larger lists, lower intent.
• Followers of an account: the largest lists. Useful when the account is narrowly about your niche, weaker when it is a general celebrity account.

You can also search by hashtag, or describe your ideal customer in plain English and let AI find matching accounts. That last option works best for B2B, where the business's own account is the customer.

How to pick the right source

Start from your competitors and the creators your customers already follow. Open one of their recent posts that is about the problem you solve, and look at the comments. If the commenters look like your customers, that post is a source. One good post from a mid-sized account in your niche usually beats a viral post from a huge one, because the people commenting are there for the topic and not the personality.

Step by step: scraping a comment section

1. Install the Nousify.ai Chrome extension and log into Instagram in the same browser.
2. Open Lead Finder and choose the Commenters scraper.
3. Paste the link to the post you picked.
4. Choose how many accounts to collect.
5. Tell the AI what a qualified lead looks like for you, for example "runs a marketing agency" or "sells coaching to business owners".
6. Start the run. A Lead List is created and fills in as it works.

You can leave the page while it runs, and you can close the Instagram tab. Keep Chrome open and your computer awake until the list is finished. If the computer sleeps, the run pauses and continues from where it stopped.

What you get for each lead

A username on its own is not much to work with. Each lead in the list is enriched with what you need to decide whether to message them and what to say:

• Name, username and bio.
• Follower, following and post counts.
• Whether the account is private or verified.
• The comment they left and the post it was on, when they came from a comment section.
• An AI qualification, with the reason it gave.

The comment and the post matter more than they look. They are what lets the first message refer to something the person actually did, which is the difference between a message that gets a reply and one that gets ignored.

Qualifying: who is worth a message

A comment section holds customers, competitors, friends of the author and bots. Messaging all of them wastes your daily sending limit on people who will never buy.

Describe your customer once, and the AI reads every profile against that description and marks each lead as a high, medium or low fit, with a short reason. Filter the list to the high and medium ones before you build a campaign. A list of 300 qualified leads is worth more than 3,000 unfiltered ones.

Staying safe while scraping

• Scrape at a human pace. Nousify.ai adds pauses between pages and profiles so the account does not look automated.
• Go easy on new accounts. In its first three weeks an account collects fewer leads per run, and the amount rises each week.
• Use one Chrome profile per Instagram account if you run several.
• If Instagram asks the account to slow down, stop for a few hours. The run waits and resumes on its own.

What to do with the list

A Lead List feeds straight into a campaign. Choose it as the audience, let AI write a first message for each lead from their profile and their comment, set a daily limit, and launch. Replies arrive in the Inbox, where you can answer them and move the good ones into your pipeline.