Instagram LikersEmail Scraper
How Scravio Extracts Emails from Post Likers
Target people who already showed interest in specific content — no code, no extensions, no Instagram login required.
What is an Instagram Likers Email Scraper?
Build a list of leads from those who liked a particular Instagram post — post-specific targeting for high-intent discovery.
Input
One Instagram public post URL — photos, reels, or carousels.
Source
The list of people who liked that specific post — engagement-based targeting.
Output
Structured export with emails (when publicly available), profile data, and business indicators.
Important Notes
- • Not every profile includes an email — many users never put one on public display
- • This technique extracts public data only (no private profiles/posts)
- • Match rates vary by niche — business accounts typically have more public emails
Email Quality: Verification + Deduplication
Scraping is only useful if the output is clean and usable. Scravio provides exports you can actually send outreach from.
Built-in Verification
Scravio validates extracted emails and adds an is_email_valid field so you can focus on quality contacts.
Deduplication
Scravio automatically removes duplicates across runs and campaigns. Your export stays clean even when scanning multiple posts.
Clean & Segment
Segment your list before outreach for better reply rates. Common filters:
How to Improve Email Match Rate
You might scan 1,000 likers and receive fewer emails than expected — here's how to maximize your results.
Target the right posts
Choose posts that attract professionals and business accounts.
Choose email-forward niches
Some niches naturally have more public emails.
Scan multiple posts
One post can be noisy. 3-10 posts in the same niche gives better coverage.
Deduplication ensures you don't export duplicates.
When to Use Likers Scraping
Likers scraping is ideal when you want leads from people who have already shown interest in specific content.
Competitor audience capture
Scan likers on competitor posts (product launches, promos) to find people already interested in similar offers.
Micro-influencer discovery
Find creators and niche accounts that regularly like content in your area. Great for partnerships and affiliates.
Warm prospecting at scale
Likes are a lighter signal than comments but get more volume. Build lists faster and cover wider top-of-funnel topics.
Launch targeting
Build lists from posts about webinars, new drops, limited releases, tools or templates — then segment by bio keywords.
Audience validation
Testing a niche? Likers scraping helps see who is engaging quickly — and if there is enough contact data to reach them.
Explore Other Methods
Different goals need different sources. Use the approach that fits your targeting.
Followers Email Scraper
Best for reaching everyone following a specific account (competitors, communities, influencers).
Try Followers →Hashtag Email Scraper
Best for topic-based discovery at scale (#weddingphotographer, #bangkokcafe).
Try Hashtags →Commenters Email Scraper
Highest intent — people who took time to comment show the most engagement.
Try Commenters →Start free with 25 credits
Run your first likers email extraction campaign — no credit card required.
Email Scrapers for Other Platforms
Need emails from other social networks? Explore our full suite of email extraction tools.
Frequently Asked Questions
1Does Scravio scrape emails from Instagram post likers?
Yes—Scravio can find emails that are publicly available from profiles of users who liked a public Instagram post.
2Why don't all likers have an email address?
Because many users don't post an email in public. Scravio only extracts emails that users have made public (bio/contact fields/linked public pages).
3Can I scrape emails from a private post?
No. Private or Restricted Posts cannot be scanned and Scravio does not support scraping private profiles.
4Does it work for Reels and Photos?
If you can paste in the post's URL that is public and accessible, then it can be used as a source.
5What format can I export the results in?
You can export your results as CSV or Excel (.xlsx).
6How do I increase my email match rate?
Select posts and niches where business accounts are common, scan more relevant posts, and prioritize profiles with websites + business signals.
7Will I get duplicates if I scan multiple posts?
Normal overlaps are found among posts. Scravio has built-in deduplication to ensure that your export is clean.
8How many likers can I scan from a post?
It depends on the post size, campaign settings, and processing limits. Scravio supports campaign controls so you can set how many profiles to process per run.
9Is this safe to use for outreach?
Scravio only extracts publicly-available data. However, laws and outreach rules vary by country/region. You are responsible for complying with applicable regulations.
10Can I combine Likers with Followers/Hashtag scraping?
Yes, and it's usually the best approach. Likes show interest in specific posts, while Followers and Hashtags help you reach more people.
11What data is included in the export?
Common fields include username, display name, profile URL, email (if public), website, bio, follower/following counts, business indicators, and country.
12How long does it take to scan post likers?
Timing depends on the post size, filters applied, and platform rate limits. Many runs complete in minutes, but larger scans may take longer.
Start Extracting Emails from Post Likers
Copy the URL of a public Instagram post, let Scravio scan the likes, and export a list of email addresses.
Try Likers Scraper

