Instagram Hashtag Scraper

How to find micro influencers on Instagram, starting from hashtags

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The most reliable way to find micro influencers is to look where they already post: under the hashtags your buyers use. Pick five to ten niche tags, collect the recent posts under each, count which accounts show up again and again with real comments, and then check each of those profiles by hand. That gives you a shortlist of people who already talk to your audience about your category, which is a better starting point than a list sorted by follower count. This guide covers how to find micro influencers step by step, the free manual way first, then a faster way to build the candidate list, and the cases where a paid influencer database is the better tool.

What counts as a micro influencer

There is no official definition. Most marketers use the term for creators with a modest, focused following, often somewhere between 10,000 and 100,000 followers, and "nano" for accounts smaller than that. The exact range matters less than three traits:

Write down your own range before you start. It stops you from drifting toward big accounts just because they look impressive.

Why hashtags are the right place to look

A follower count tells you how large an account is. A hashtag tells you what the account is about this month. When you want to find micro influencers in your niche, the second fact is the useful one.

Small creators rely on niche tags to be discovered, so they use them consistently. Large accounts often skip tags entirely. That means the recent posts under a specific tag lean toward exactly the people you are looking for.

Choose specific tags over broad ones. #running is a firehose of every kind of account. #trailrunninguk or #couchto5k is a community. A good test: open the tag in the app and scroll for a minute. If most posts are from individual people showing their own work, keep it. If it is mostly brands, reposts and giveaways, drop it. Our free hashtag checker shows a tag's live recent posts without opening the app, which makes that first pass quicker.

How to find micro influencers by hand

You can do the whole job with the Instagram app and a spreadsheet. It takes an afternoon for a small niche.

  1. List five to ten niche tags. Include the product category, the activity, the local version if you sell locally, and any community tags you see repeated in captions.
  2. Open each tag and read the recent posts. Skip the top grid, which favours accounts that are already large.
  3. Log every promising post as a row. Record the account name, the post link, the date, the like and comment counts, and the tag you found it under.
  4. Count the repeats. An account that appears three times across your tags in two weeks is active in the niche. One that appears once may have been passing through.
  5. Open each repeat account's profile. Note the follower count, how often they post, and whether they have worked with brands before.
  6. Check your own corners too. Look at who tags your brand, who comments on your posts, and who already follows you. A customer with an engaged following is the warmest lead you will find.

The manual way has clear limits. A busy tag gathers hundreds of posts a day, scrolling is slow, and the counting in step 4 is the part people skip because it is tedious. That is also the part that does most of the work.

A faster way to build the candidate list

The slow part is copying posts into rows. A scraper does that part for you. Instagram Hashtag Scraper takes one hashtag and writes its recent posts to a dataset on Apify, one row per post. Each row carries the account name, the post link, the publish time, the caption, the hashtags used, the like count, the comment count and the media type. The output page lists every field.

Three settings make it suit this job:

Be clear about what it does not give you. The rows do not include follower counts, bios or contact details, because the tool reads hashtag feeds and leaves profiles alone. It also handles one hashtag per run, and it needs a session cookie from an Instagram account you control, since Instagram does not serve hashtag feeds without a login. The limits page spells all of that out, and getting started shows where to find the cookie. So the tool builds the candidate list, and the profile check in the next section stays a human job.

Once you have a dataset per tag, export each as CSV or Excel and stack them in one sheet. The Excel export guide covers the export, and searching multiple hashtags covers merging tags and removing duplicates.

Turn the rows into a shortlist

With a few hundred rows in a sheet, three passes produce a shortlist:

  1. Pivot on the account column. Count posts per account and sum their comments. Accounts with several posts in your window are the regulars.
  2. Sort by comments per post. Divide total comments by post count. This favours accounts whose audience talks back over accounts that simply post a lot.
  3. Remove the obvious non-creators. Delete brands, shops, repost pages and giveaway accounts. What remains is your candidate list.
Signal in the sheetWhat it suggestsWhat to do
Many posts, steady commentsAn active creator in the nicheOpen the profile first
One post, very high likesA large account passing throughUsually skip
Many posts, almost no commentsA habit poster or a shopLow priority
Appears under several of your tagsDeep in the communityStrong candidate
Uses a rival's branded tag oftenAlready works with a competitorCheck for exclusivity

Aim for 20 to 40 candidates. That is enough to vet properly and still leaves room for the ones who never answer.

Vet each candidate before you message anyone

This step is manual whichever way you built the list. Open each profile and check:

Then send a short, specific message. Mention a post of theirs you liked, say what you sell, and propose one concrete thing, such as a free product in exchange for an honest post. Keep a column in the sheet for the date you wrote and the reply.

When the manual way is enough

You do not need any tool if:

In those cases an afternoon of scrolling and a simple sheet will do the job well.

When an influencer database is the better choice

Some teams need more than a hashtag-based list can offer. A paid influencer discovery platform is the better fit when you need:

Those platforms sell access to a searchable index of creators, usually as a monthly subscription. If you run influencer campaigns every month across many niches, that is worth paying for. If you work in one niche and want to know who is posting in it right now, the hashtag method gets you there with a spreadsheet.

A routine you can repeat each quarter

  1. Refresh your tag list. Add the tags that kept appearing in captions last time.
  2. Collect the last 30 days of posts under each tag.
  3. Pivot, sort and trim to a candidate list.
  4. Vet the new names, and recheck the partners you already have.
  5. Message five to ten people, and log every reply.

Communities shift, and new creators appear all the time. If you want to watch the same tags between those reviews, the social listening guide describes a weekly habit built on the same sheet. Running this once a quarter keeps your list current without turning influencer research into a full-time job.

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