Instagram Hashtag Scraper: 5 Best Tools

1. Bright Data

Bright Data is a leading provider of residential and mobile proxies that allow you to access the internet anonymously and securely.

Its Instagram Hashtag Scraper tool enables you to extract data from Instagram hashtags and profiles and analyze the data using advanced analytics tools.

One of the advantages of Bright Data is that it offers a high level of anonymity and security, making it ideal for users who need to collect sensitive data or access geo-restricted content.

As a social media scraper tool, it allows you to extract crucial data from Instagram that can be used for market research, understanding customers, and performing sentiment analysis.

With Bright Data, you can easily retrieve profiles, URLs, images, timestamps, comments, and marketplace postings. The platform's proprietary site unlocking technology allows you to access as much data as you need for your research and analysis. 

I recommend reading the Bright Data Details review.

Benefits of Bright Data Hashtag

• Scraper API
• 24/7 live support
• Built-in proxy unblocking infra
• GEO Targeting Hashtag

2. Apify

Apify is a cloud-based web scraping and automation platform that offers a variety of tools and services for data extraction and analysis.

Its Instagram Hashtag Scraper tool allows you to extract hashtags from Instagram profiles and analyze the data to gain insights into Instagram trends and user behavior.

One of the advantages of Apify is that it supports multiple programming languages, including Python, JavaScript, crapy, Selenium, Playwright, or Puppetee.js, making it accessible to a wide range of users with different levels of programming expertise.

Thus if you're looking to scrape Instagram hashtags for data analysis or marketing research, Apify is one of the best tools. 

With Apify's pre-built scrapers for Instagram, you can extract data quickly and efficiently. You can also scrape Instagram posts, users, and hashtags to collect information like account data, post content, engagement, and more.

I recommend reading the apify details review.

Benefits of Apify Hashtag

• Instagram hashtags to scrape
• starting $5 free usage
• locations
• timestamps

3. PhantomBuster

PhantomBuster is a web automation and data extraction tool that allows you to automate repetitive tasks on the web and extract data from social media platforms, including Instagram.

Its Instagram Hashtag Scraper tool enables you to extract posts, comments, and hashtags from Instagram profiles and analyze the data to gain insights into Instagram trends and user behavior.

One of the advantages of PhantomBuster is that it offers a user-friendly interface and a wide range of pre-built 100+ automation templates, making it easy to use even for users with no programming experience.

With PhantomBuster, you don't need to write any code to get started, and the platform is cloud-based, so you can access it from anywhere.

Even if you need to become more technically savvy, you'll find that PhantomBuster is easy to navigate, thanks to its intuitive interface.

I recommend reading the PhantomBuster Details review.

Benefits of PhantomBuster Hashtag

• user-friendly
• Scrape posts mentioning Location
• automatic Instagram posts
• Starting Price $56

4. ScrapingBee

ScrapingBee is a web scraping service that offers a variety of tools and services for data extraction and analysis.

Its Instagram Hashtag Scraper tool allows you to extract posts, comments, and hashtags from Instagram profiles and analyze the data using advanced analytics tools.

One of the advantages of ScrapingBee is that it offers a high level of scalability and reliability, making it ideal for users who need to extract large amounts of data quickly and efficiently.

As someone who regularly uses Instagram for marketing purposes, I've found that ScrapingBee is the most reliable and efficient way to extract valuable data from the platform.

I recommend reading the Scrapingbee Details review.

Benefits of ScrapingBee Hashtag

• Large proxy pool
• Extract data without getting blocked 
• Dynamic proxies ensure no rate limit barriers
• The API is easy to use,
• Supports multiple languages 
•  Lead generation directly from Google Sheets

5. SmartProxy

SmartProxy is a leading provider of residential proxies that allow you to access the internet anonymously and securely. Its Instagram Hashtag Scraper tool enables you to extract data from Instagram hashtags and profiles and analyze the data using advanced analytics tools.

One of the advantages of SmartProxy is that it offers a high level of anonymity and security, making it ideal for users who need to collect sensitive data or access geo-restricted content.

The platform offers many features that make Instagram hashtag scraping easy and effective. With SmartProxy, I can scrape hashtags based on a target location, posts, related hashtags, and more.

I recommend reading the SmartProxy Details review

Benefits of SmartProxy Hashtag

•  Real-time  
• Asynchronous requests 
• Ensuring I get the data I need quickly
• Start pricing $7.0/GB
• Businesses of all sizes
• Best Instagram Hashtag scraper