Top 5 Instagram Likes Scrapers in 2024: Features and Reviews

Instagram email scrapers

Instagram-like data can be a goldmine for marketers and analysts. It offers insights into audience engagement, competitor strategies, and popular trends. However, manually collecting this data is tedious and time-consuming. That’s where Instagram likes scrapers come in.

These tools automate the process of extracting likes data from Instagram posts. But, choosing the right one can be overwhelming with so many options available. This blog dives into the top 5 Instagram likes scrapers in 2024, highlighting their features and user reviews.

What is an Instagram Likes Scraper?

An Instagram Likes Scraper is a tool designed to automate the process of collecting data on users who have liked a particular Instagram post. This data typically includes usernames and profile links.

Here’s a breakdown of how it works:

  • Target Selection: You provide the scraper with the URL of the Instagram post you’re interested in.
  • Data Extraction: The scraper then interacts with Instagram’s website (or app) to access the list of users who have liked the post.
  • Data Collection: It extracts those users’ usernames and profile links and compiles them into a format you can use, such as a CSV or Excel spreadsheet.

Why Use an Instagram Likes Scraper?

There are several reasons why someone might use an Instagram Likes Scraper:

  • Market Research: Analyze audience demographics and interests based on who likes a post. This can be valuable for brands and marketers trying to understand their target audience.
  • Influencer Marketing: Identify potential influencers by finding users with a large number of likes on relevant posts.
  • Competitor Analysis: See who is engaging with your competitor’s posts and gain insights into their marketing strategies.
  • Lead Generation: Some scrapers, like LeadStal, can extract additional data points beyond likes, such as follower information, which can be used for lead generation (**Note: Use with caution and prioritize ethical data collection practices).

Factors to Consider When Choosing an Instagram Likes Scraper

  • Ease of Use: Is it a cloud-based solution, browser extension, or standalone software? How comfortable are you with technical aspects?
  • Data Accuracy: Does the scraper handle Instagram’s anti-scraping measures effectively? How reliable is the extracted data?
  • Features: Does it offer bulk scraping, filtering options, and data export in usable formats like CSV or Excel?
  • Cost: Freemium models exist, but paid plans often offer advanced features and higher scraping limits.

Top 5 Instagram Likes Scrapers

Instagram likes scraper by LeadStal

  1. Bright Data | Instagram Scraper API

  • Features: Beginner-friendly interface, adapts to Instagram layout changes, seamless integration, reliable data collection due to anti-scraping measures handling.
  • Pricing: Starts at $50/month (basic plan), with higher tiers offering increased data allowance and functionality.
  • Reviews: “Great for those new to scraping. Easy to use and gets the job done.” – Sarah M., Marketing Manager. “Reliable data and keeps up with Instagram’s updates.” – John L., Social Media Analyst.

Instagram likes scraper

  1. Apify | Scrape Instagram Likes

  • Features: Ideal for technical users who enjoy customization. Supports JavaScript rendering for complex tasks and integrates with webhooks for real-time data updates.
  • Pricing: Freemium model with limited scraping credits. Paid plans start at $49/month and offer increased credits and features.
  • Reviews: “Powerful scraper with a lot of flexibility. Perfect for those comfortable with coding.” – David C., Data Scientist. “Great for automating complex scraping tasks, but the learning curve can be steep.” – Lisa P., Web Developer.

Instagram likes scraper

  1. PhantomBuster | Instagram Photo Likers

  • Features: Cloud-based scraper with pre-built “Phantoms” specifically designed for Instagram tasks. Excels in automation, offering powerful filtering options for targeted data extraction.
  • Pricing: Freemium model with limited Phantoms and runs. Paid plans start at €30/month and offer increased usage and advanced features.
  • Reviews: “Love the Phantoms! Saves so much time on repetitive tasks. Great value for money.” – Emily K., Social Media Manager. “Easy to use and user-friendly interface. Great for automating basic scraping needs.” – Michael T., Marketing Specialist.

Instagram likes scraper

  1. ScraperAPI | Instagram Likes Scraper API

  • Features: Prioritizes speed with high-speed connections and rotating proxies for fast data extraction. User-friendly interface simplifies the scraping process.
  • Pricing: Pay-as-you-go pricing based on data usage (starts at $0.005 per credit). Different credit packages are available for bulk purchases.
  • Reviews: “Incredibly fast! Perfect for large-scale scraping projects.” – William S., Data Analyst. “Simple to set up and use. A great option for those needing quick data extraction.” – Katherine B., Content Creator.

LeadStal Instagram likes scraper

  1. LeadStal | Instagram Likes Scraper

  • Features: A versatile option, LeadStal goes beyond likes. It extracts user information, comments, and follower data alongside likes. Powerful scraping capabilities are beneficial for lead generation.
  • Pricing: Starts at $49/month (basic plan) with additional features and data allowance in higher tiers.
  • Reviews: “LeadStal is a powerhouse for data extraction. Perfect for generating leads and competitor analysis.” – Daniel O., Marketing Consultant. “Love the additional data points beyond likes. Makes for a more comprehensive analysis.” – Jane H., Social Media Strategist.

Frequently Asked Questions(FAQ)

  1. Is it legal to use Instagram Likes Scrapers? The legality of using Instagram Likes Scrapers depends on Instagram’s terms of service and local laws. Many scraping activities are against Instagram’s terms of use and can lead to account suspension or legal action. Using such tools responsibly and in compliance with applicable regulations is important.
  2. What are the benefits of using an Instagram Likes Scraper? An Instagram Likes Scraper can help businesses and influencers track engagement metrics, identify trends, optimize content strategies, and understand audience preferences. It can also save time compared to manual data collection.
  3. How do I choose the best Instagram Likes Scraper? When choosing an Instagram Likes Scraper, consider data accuracy, ease of use, customer reviews, support, and compliance with legal standards. It’s also important to choose a tool that offers the specific features you need, such as filtering options or detailed analytics.
  4. Are there any risks associated with using Instagram Likes Scrapers? Yes, there are risks such as violating Instagram’s terms of service, which can result in account suspension or banning. Additionally, there are privacy concerns and the potential for data misuse. It’s crucial to use reputable tools and follow ethical guidelines when scraping data from social media platforms.

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Final Remarks


  • Instagram’s Terms of Service: Review Instagram’s terms before using a scraper. Respect rate limits and avoid scraping private data.
  • Ethical Considerations: Use scraped data ethically and responsibly. Always prioritize user privacy.

By considering these factors and exploring the features of the top contenders, you can choose the Instagram likes scraper that best suits your specific needs and budget.

Published By: Tuhin K. Chakma(

Published Date: 28/05/2024