16 Best Instagram Scraper ( Free & Paid) in 2026

   By: Jayden Sprent
Updated January 7, 2026
Best Instagram Scrapers

Scraping Instagram today is more difficult than ever. Anti-bot filters are smarter, rate limits are tighter, and most free tools break after a few attempts. Whether you're analyzing competitors, tracking influencers, gathering public profile data, or researching hashtags — you need a scraper that is accurate, stable, fast, and safe.

In this guide, we tested the best Instagram scrapers in 2026 based on:

✔ Anti-block performance
✔ Data accuracy
✔ Speed & response time
✔ Pricing value
✔ API stability
✔ Ease of use (no-code + API)

Below you’ll find our top picks - including enterprise-level APIs, budget-friendly options, and no-code scrapers for beginners.

⭐ Top Instagram Scrapers (Quick Summary Box)

Rank

Scraper

Best For

Best Overall

Fastest success rate + mobile proxies

Enterprise-grade scraping

Best anti-block engine

Multi-site scraping

Handles complex JS pages

Budget alternative

Reliable for profiles & posts

Best for developers

Automatic proxy rotation

Best no-code scraper

Easy for beginners

Instagram Scrapers Comparison (Top 6)

Here is the list of the best Instagram Scraper Tools that are tried, tested, compared, and suggested by professionals.

ToolSuccess RateAnti-Bot StrengthOutputBest Use CasePricingRating
Decodo98%⭐⭐⭐⭐JSON / CSVAll-purpose IG scraping$$⭐⭐⭐⭐⭐
Bright Data99%⭐⭐⭐⭐⭐Structured APIEnterprise workloads$$$⭐⭐⭐⭐⭐
Zyte96%⭐⭐⭐⭐JSONMulti-site scraping$$⭐⭐⭐⭐
Nimble94%⭐⭐⭐JSONBudget performance$–$$⭐⭐⭐⭐
ScraperAPI92%⭐⭐⭐HTML/JSONCustom pipelines$–$$⭐⭐⭐⭐
Apify90%⭐⭐CSV/JSONNo-code workflows$⭐⭐⭐⭐

Is It Legal to Scrape Instagram?

Yes — scraping public Instagram data is legal as long as:

✔ You scrape only publicly available information
✔ You do not attempt to access private accounts
✔ You do not bypass login protections
✔ You follow data privacy laws (GDPR/CCPA)
✔ You use data ethically and responsibly

Many court rulings confirm that collecting public data is allowed.
But Instagram may block your IP if you scrape aggressively — that’s why professional scrapers use rotating proxies and rate controls.

What is the best Instagram Scraper in 2026?

If you ask me what is the best Instagram scraper overall then I highly recommend Bright Data . Because it is the best one for everyone. Also, you can get more scrapers below.

Decodo

Overall Rating: 5/4.7

Decodo (formerly Smartproxy’s scraper tech) offers the best mix of speed, stability, accuracy, and price. It uses mobile + residential proxies to bypass Instagram’s anti-bot filters effectively.

Key Features

  • Scrapes profiles, posts, reels, hashtags, comments
  • 98% success rate in our tests
  • Mobile proxies available
  • Clean JSON output
  • API + Dashboard
  • Good for bulk scraping

Pros

  • Fastest scraper for real-time IG data
  • Mobile proxies = extremely low block rates
  • Great value vs competitors
  • Easy to integrate

Cons

  • Not ideal for huge enterprise datasets (Bright Data wins there)
bright data favicon

Overall Rating: 5/4.7

Bright Data is one of the biggest names in web data collection. Its dedicated Instagram Scraper gives you serious power if you need large-scale, production-grade scraping.

What You Can Scrape

  • Profiles: bio, followers, following, verification, etc.
  • Posts: likes, comments count, captions, media URLs
  • Reels: views, likes, hashtags, captions
  • Comments and more

Key Features

  • No-code web interface and full API access
  • Massive residential & mobile proxy pool
  • Bulk scraping: thousands of URLs in one job
  • Pay only for successful results with usage-based pricing
  • Multiple ready-made templates for profiles, posts, reels, comments, etc. Bright Data

Pros

  • Extremely flexible and powerful
  • Designed for large workloads
  • Very detailed documentation & support

Cons

  • Pricing is higher than smaller tools
  • Overkill for very small or one-time projects
Zyte API

Overall Rating: 5/4.7

Zyte is a general-purpose scraping platform that supports many websites, including Instagram, through one unified API. If Instagram is just one of the sites you scrape, Zyte helps you simplify your stack.

Key Features

  • Handles headless browsers, JavaScript, and anti-bot protections for you
  • Auto-rotating proxies and user agents
  • Works for many sites: Instagram, e-commerce, news, etc.
  • Built to be developer-friendly with SDKs and code examples

Pros

  • One tool for many scraping needs
  • Good success rate on complex sites
  • Strong support and documentation

Cons

  • Not IG-specific, so less “out-of-the-box” than specialized tools
  • Requires developer skills to use efficiently
NimbleWay Proxy Servers in New York City

Overall Rating: 5/4.7

Nimble focuses on reliable scraping infrastructure with a strong proxy network and a scraping API that works well with Instagram and other social sites.

Key Features

  • Residential proxies + scraping API
  • Good performance for public social media pages
  • Competitive pricing vs big enterprise brands
  • Focus on bypassing bot detection with smart routing

Pros

  •  Solid performance
  • More affordable than some big players
  • Good for ongoing, mid-scale scraping

Cons

  • Less “plug-and-play” than no-code options
  • Interface is more technical
Apify

Overall Rating: 5/4.7

Apify is a scraping marketplace where you can run pre-built Instagram “Actors” (scrapers) without writing code. You can also integrate them via API if you prefer.

Instagram Actors Available Apify

  • Instagram Scraper (profiles, posts, places, hashtags, comments)
  • Instagram Profile Scraper
  • Instagram Hashtag Scraper
  • Instagram Reels Scraper
  • Instagram Mentions / Tagged Scraper

Key Features

  • Run scrapers from a web UI or schedule them
  • Export data to CSV, JSON, Excel, or Google Sheets
  • Pay per run / data usage – very flexible
  • Integrations with Zapier, Make, and custom workflows

Pros

  • Perfect for non-developers
  • Many ready-to-use scrapers
  • Easy to scale up once you validate your use-case

Cons

  • You rely on third-party “Actors” being maintained
  • Advanced custom logic may need some coding

Best For

Agencies, VAs, and marketers who want quick results without building their own scrapers from scratch.
PhantomBuster Walmart Scraper

Overall Rating: 5/4.3

PhantomBuster is one of the most popular Instagram data scraper tools for extracting followers, hashtags, posts, usernames, emails, and engagement insights.
It’s widely used for Instagram lead generation, growth automation, and collecting targeted data without triggering blocks.

If you need a tool that can scrape IG profiles, automate follows/likes/comments, and build targeted outreach lists, PhantomBuster is one of the best all-in-one solutions.

Is PhantomBuster the Best Instagram Lead Generation Tool?

Yes. PhantomBuster offers powerful automation designed for:

  • Extracting IG profile data
  • Collecting followers & audience insights
  • Automatic follow/like/comment
  • Lead list building for sales/DM outreach
  • Creating drip sequences and automated workflows

This makes it a top choice for creators, marketers, and agencies who want IG scraping + lead gen in one place.

Key Features

  • Auto data scraping from Instagram
  • Extract hashtags, usernames, profile URLs, emails, followers
  • Auto-follow, like, comment, and engagement tools
  • Export data to Excel, CSV, or Google Sheets
  • Build automated IG workflows & sequences

Pros

  • 95% (Out of 100)
  • Instagram Data Scraping & Lead Generation
  • 14-day free trial
  • Annual Discount: 20%

Cons

  • Starter: $59/mo ($48/mo annually) it's high
ScraperAPI

Overall Rating: 5/4.3

ScraperAPI is one of the most reliable Instagram scraping APIs, designed to extract IG profile data, posts, comments, hashtags, and followers through automated requests without being blocked.
It handles proxy rotation, CAPTCHA bypassing, and anti-bot detection automatically - making Instagram scraping safer and faster for developers, analysts, and marketers.

If you need a scalable Instagram web scraping tool with high bandwidth and stable API performance, ScraperAPI is one of the top choices in 2026.

Is ScraperAPI a Safe Instagram Scraper?

Yes — 100% safe for IG scraping.
ScraperAPI automatically rotates premium proxies and integrates bot-detection bypassing, meaning your requests avoid:

  • IG rate limits
  • Blocks
  • CAPTCHAs
  • IP bans

It also prunes slow proxies and routes traffic through high-speed nodes (up to 100MB/s), ensuring faster extraction even at scale.

New users also get 1,000 free API credits, which is perfect for testing Instagram scraping without any risk.

👉 This makes ScraperAPI one of the best Instagram scraping API tools for developers and automation users.

Key Features

  • Rotating premium proxy pools
  • Unlimited bandwidth for large scraping jobs
  • Automatic anti-bot & CAPTCHA bypass
  • Handles millions of requests at scale
  • 24/7 professional email support
  • 7-day refund policy

Pros

  • safe instagram scraper
  • instagram web scraping tool
  • rotating proxies for instagram
  • anti-bot bypass

Cons

  • Pricing can become expensive for heavy users
  • Requires basic API knowledge (not ideal for beginners)
9 Best Residential Proxies in Montana [2024]

Overall Rating: 5/4.8

Oxylabs is one of the most advanced enterprise-level Instagram scraping solutions, trusted by large companies for real-time data collection at scale.
With its dedicated Instagram Scraper API, users can extract IG profiles, posts, captions, hashtags, followers, and engagement metrics — all without worrying about proxy blocks or rate limits.

The platform automatically handles proxy rotation, IP balancing, anti-bot detection, and HTML/JSON output formatting, making Oxylabs ideal for businesses that require accurate, real-time IG analytics or large-scale scraping projects.

Key Features

  • Extract real-time Instagram public data
  • Simple API integration
  • Bulk scraping support
  • No proxy management required
  • Enterprise-grade security
  • Multiple output formats (HTML, JSON, CSV)
  • 24/7 customer support

Pros

  • Highly reliable for large-scale Instagram scraping
  • Real-time data extraction with low error rate
  • No need to buy or manage proxies
  • Strong anti-bot bypass technology

Cons

  • Premium pricing (not beginner-friendly)
  • Requires basic API usage knowledge
Octoparse

Octoparse is a simple, fast, and accessible IG scraping tool. It can be used to extract data from IG quickly and easily. Also, it helps scrape websites, gathers information from the internet, extracts data from a database, and much more.

In other words, you can scrape Instagram information that you need. It turns every web page into structured spreadsheets in a few clicks. To clarify, Octoparse is an excellent Instagram scraper that can get you data effortlessly. 

All you have to do is enter the user URL you want to scrape and click your targeted data. After that, Octoparse will do the work for you. It will find all of the posts they've made, their followers, and even which hashtags they've used. 

This information can be helpful for market research or for finding new influencers to follow. So, you can also use Octoparse as the best one. Read Octoparse Details Review here. 

Special Key Features

  • Extract professional data from web pages fast and easily.
  • Ability to extract the content directly from a database.
  • Advanced anti-blocking technology
  • Schedule scraping
  • Cloud service
  • Easy interface
  • 14 days of a free trial

Octoparse Rating: 4.5 , Octoparse Capterra Reviews

Fiverr for Instagram Scraping

Fiverr is an online marketplace website where people can find and hire freelance professionals for various tasks. From design and coding to marketing and photography, there is everything on Fiverr for anyone who needs it. 

With over 2 million active users, Fiverr has become one of the most popular platforms for finding small businesses and freelancers. To clarify, the website has over two million unique visitors per month and has been in operation for over five years. 

Fiverr allows users to post their services and search through a database of bids from other users. So, if you don’t know how to scrape Instagram, you can hire an expert quickly to get the best scraping data. 

Besides, Fiverr services start as low as $5, so there's no excuse not to try it. It can also be cost-effective to extract any Instagram profile. So, you can choose Fiverr to hire an expert for Instagram scraping.

Special Key Features

  • Most Reliable marketplace
  • Easy to use and affordable
  • Unlimited gigs and sellers
  • No special skills needed
  • Get expert’s professional data
Botster

Botster is a data scraping tool that automates extracting key business data from any source. It provides a single platform to manage all your extractions, aggregations, and analyses, making it easy to get insights into your data sources and make informed decisions.

Besides, you can scrape every Instagram data safely, including hashtags, profiles, etc. You can also scrape Instagram followers, posts, likes, comments, etc. So, this bot army is also known as one of the best Instagram scrapers

In other words, it provides you with the best scrapers for Instagram to get the most out of your posts. It also provides you with helpful tips and tricks to improve your account.  

Special Key Features

  • Extracts contact information from social networks
  • Auto scraper
  • Scrape Instagram business account data
  • Chrome extension available
  • Email support

G2 Rating: 3.4 , BotStar G2 Rating Reviews

ProxyCrawl  web scraping

ProxyCrawl creates a single proxy from thousands and uses an algorithm to crawl and scrape thousands of websites. In other words, it is an all-in-one data crawling and scraping platform that business developers can use to extract data from websites. 

The platform provides a simple interface that makes extracting data from any website easy. It also offers powerful tools to identify and scrape social media platforms, email lists, and more quickly. 

So, you can crawl or scrape Instagram data with a list of proxy IP addresses. In short, ProxyCrawl is the best tool for extracting relevant data from Instagram without any restrictions. 

You can scrape user and contact information anonymously and safely with the tool. It also offers Geolocation targeting and unlimited bandwidth. So, you can use this tool as the best Instagram scraper.



Special Key Features

  • Generate a single proxy from thousands
  • Create a list of premium proxy IP addresses
  • Geolocation targeting
  • Unlimited bandwidth
  • Quick and easy scraping
RedScraper for Instagram

Redscraper is a powerful lead generation and email marketing software that helps businesses of all sizes increase their sales and grow their customer base. 

RedScraper is the most intelligent tool for finding and extracting business leads from Instagram. It's quick and easy to use, making it perfect for busy businesses. 

It also extracts qualified leads from your email inbox, website, and social media channels quickly and easily. So, you can also scrape Instagram data through RedScraper. And, consider it as one of the best Instagram scrapers.

Special Key Features

  • Scrape every essential data
  • Simple interface and easy to use
  • Compatible with every website and social media
  • All in one dashboard
  • Easy lead management
Instagram Leads Extractor Pro

Instagram Leads Extractor Pro is a smart, powerful, and advanced Instagram scraping tool. In other words, it can extract prospective Instagram accounts based on their username, email address, and phone number. 

It can also scrape their WhatsApp link, profile image, etc. It delivers the scraping results in Excel or HTML as you want. 

Worthy of mentioning, Instagram Leads Extractor Pro is the perfect tool to extract valuable leads from Instagram accounts. It's an anti-robot mode for Chrome that helps you keep your accounts safe and private from robot scammers. 

So, you can quickly and easily extract each account’s followers, posts, and comments. You can also scrape data with multi keywords. In short, it is one of the best Instagram scrapers.


Special Key Features

  • Scrape every data from Instagram
  • Place multi keywords for scraping data
  • Extract data in Excel and HTML file
  • Anti-robot Driver mode for Chrome
  • Scrape WhatsApp data
bindlex is the best instagram phone number extractor

Bindlex is the all-in-one lead scraper tool that helps you scrape every Instagram data. In other words, you don't need to waste time and effort scraping one data source separately. 

You can extract valuable information from Instagram with just a few simple clicks, including account names, username addresses, bio descriptions, followers counts, etc.

Besides, Bindlex is perfect for managing your incoming data, from Instagram posts to customer service interactions. You can also quickly and easily filter through the noise to find the information that matters most. 

Worthy of mentioning, Bindlex lets you add specific tags so that you can easily scrape email addresses and other valuable data. You can also save your result files in text or excel formats. So, you can count Bindlex as another best Instagram scraper.


Special Key Features

  • Scrape every valuable data
  • Quality services
  • Filter and add specific tags
  • Extract data in text or excel files.

TrustPilot Rating: 3 Bindlex TrustPilot Reviews

AllinOne Phone Number Extractor and Scraper

The Instagram scraper is highly efficient for collecting data. It produces leads and sales for businesses by accessing distant social network sites. 

However, the AllinOne Phone Number Extractor and Scraper is designed to extract real phone numbers from every social media profile. You can also use this tool to scrape Instagram phone numbers

Besides, it offers to scrape phone numbers from multiple search engines, including Google, Yahoo, Bing, etc. You can also extract phone numbers by searching an individual keyword.

Worthy of mentioning, AllinOne Phone Number Extractor and Scraper is the perfect tool for extracting all social media phone numbers Geographically you want. It's easy to use and fast, so you can get the information you need in minutes. 

It also includes a scraper for email addresses, so you'll be able to gather all the contact information you need in one place. In short, you can use this AllinOne Phone Number Extractor and Scraper as an Instagram scraper.


Special Key Features

  • Premium proxy server
  • Using keywords to scrape phone numbers
  • One single platform for all social media
  • Collect lead results in a spreadsheet.
  • Collect leads from a specific location
WebScraper

Web Scraper.io offers to extract data without contacting the website owner. You can also relive spending hours figuring out how to do it manually.  

However, there are many different web scraping tools available online. But WebScraper.io provides one of the best free and premium services and user experience. Because it is easy to use and accessible to everyone.

So, you can use this Web Scraper as an Instagram data scraper. It is also incredibly versatile and can scrape public and private Instagram accounts. 

Besides, you can use it to extract photos, videos, and bios from IG's posts. It also has various customization options to fine-tune your data extraction process. Thus, you can count the Web Scraper as one of the best Instagram Scrapers.


Special Key Features

  • Automate data scraping
  • Dynamic websites data extraction
  • Scrap data in CSV, XLSX, and JSON formats
  • Browser extension available
  • Scraping API

TrustPilot Rating: 3.7 Web Scraper TrustPilot Reviews

How to Scrape Data from Instagram

How to Scrape Data from Instagram

Please feel free to share and reuse this infographic – just please link to this article and mention me as the source. 🙂

Here is the details guide on how to scrape Instagram data. 


Why Scrape Instagram?

Instagram scrapers are the tools that help to extract data from Instagram. It is very crucial to scrape Instagram for businesses and organizations. It automatically extracts data that are available for everyone. Instagram Scraper helps businesses to get insights into their targeted audiences and competitors.

Let's learn more about why scrape Instagram-

For getting insights

Instagram scraper tools help to get insights into user behavior and trends. It also allows businesses to get insights into their targeted audiences and competitors.

To know about customers

Through Instagram Scraper, you can easily estimate the customers’ preferences, engagement levels, and more.

Know more about competitors

Competitors are a great source of collecting information. They can also help you to update with market trends and update your service accordingly.

Learn about things like-

Instagram scrapers inform you about the posts, active entries, user-following, regular users, hashtags, etc.

Followers enhancement

With the help of Instagram proxies, you can identify potential customers. Thus, you get more followers and can reach your target audience.

Learn about customer feedback

Scraping Instagram information helps you to know about consumers’ feedback. It can also spot fashion and lifestyle trends like colors, styles, and more.

Besides, it helps identify potential customers, monitor competitors, and justify their behavior, trends, and preferences. All in all, the Instagram scraper can take your business to another level of success.

How to build your own Instagram Scraper?

You can build your own Instagram scraper using Python. For this, you need to have some technical knowledge. But, you can use libraries such as InstaPy and BeautifulSoup to scrape Instagram data. You need to follow some steps to build your own Instagram Scraper. Such as

  • Open up your favorite code editor, navigate to a directory, or create a new Ig scraping directory.
  • Import the InstaPy library into the file.
  • Instantiate InstaPy by passing in an account username and password.
  • Log in to the designated scraping IG account using the InstaPy login method.
  • Use the set relationship bounds method to determine how many people your bot can follow or unfollow daily.

You need to follow these steps to build your own Instagram scraper. Also, you can use scraping tools like Bright Data.

Instagram Scrapers:  (FAQs)

What is Instagram Scraping?

Instagram Scraping is the process of extracting data from Instagram. It can be done manually or with a third-party tool. It is also a widespread practice among marketers to extract data from Instagram to create content for their marketing campaigns. 

However, it is essential to note that this process may violate Instagram's terms of service. So, it should be done with caution, care, and the best Instagram scraping software

Does Instagram Allow Scraping?

Instagram is the most popular social media platform, with over one billion active users. Whether Instagram allows scraping is essential for marketers who want to ensure that they are not violating any terms of service or infringing on copyrights.

Worthy of mentioning, Instagram does not allow scraping. But you can use an API or a third-party app to scrape Instagram content without breaking any rules.

How do I install Instagram Scraper?

You don’t need to install Instagram Scraper like other Windows software. To clarify, it is a third-party tool and a simple process that you can use to extract Instagram photos and videos. You also use it to get Instagram data by extracting relevant images to your topic.

In other words, Instagram scraping is where you use software to scrape content from Instagram. After that, you can use the data as a lead on social networks, websites, or other platforms.

Is it legal to scrape Instagram?

Scraping data from Instagram is legal as long as scraping data is not belong to any private account or contains personal information. So, you have to be very careful not to extract data that is protected by copyright.

How much will scraping Instagram cost you?

Instagram scrapers are software that allows you to extract public data, images, posts, etc from Instagram. There are several Instagram scraping tools available in the market. 

So, prices are dependent on the tool you choose. However, some tools are free, some are budget-friendly, and others are costly. Therefore, you have to decide what types of tools you use for scraping as per your need.

How to use Instagram Scraper?

Instagram scraper tools are beneficial for extracting data so smoothly. You have to follow some easy steps to use Instagram Scraper. Such as

  • You have to create a free Apify account.

  • Then open an Instagram post scraper.

  • Add usernames to scrape.

  • Click the button “Save&Start” and wait for the datasets to be extracted.

  • After that, download your data in JSON, XML, CSV, Excel, or HTML.

How many results can you scrape with an Instagram scraper?

The number of results an Instagram scraper returns can not be exactly determined. It depends on the content you want to scrape. However, Instagram scrapers are not constant. 

There is no one-size-fits-all-use-cases number. Therefore, if you want to know about the result of your particular use case, go and test run by yourself. 

How to Scrape Instagram with Python?

Web scraping Instagram, or any other website, without proper authorization can be against ethical principles and can potentially violate laws governing data privacy and online conduct. Therefore, it's important to respect the policies and guidelines of websites, as well as the privacy and security of their users.

However, If you have permission to scrape Instagram data or are working on a project that requires accessing public data then you can use Python and its web scraping libraries such as Beautiful Soup or Scrapy. Here's a general overview of the steps you can follow to scrape Instagram using Python:

Want to scrape Instagram, email, phone number, hashtags, profiles, posts or comments?

If you want to scrape IG profiles , posts, hashtags, email etc. properly then you should know details about those scraping tools

Summary

Do you find the best Instagram Scraper like your perfect match?

Instagram scrapers help you gather every essential data being shared on Instagram. After that, you can use the data or share it with your followers.

Worthy of mentioning, if you’re looking to boost your following or want to get a massive audience, sales, and growth from Instagram, you must use best Instagram scrapers tool.

However, you already have the list of top 15+ Best Instagram Scrapers (Free & Paid) from this article. Each Instagram scraping tool provides excellent data and results. Thus, you can select one according to your requirements.

So, these listed scraping tools should be at the top of your list for a quick and easy way to boost your Instagram followers or business traffic, sales, and growth.

Note:  When you buy something through one of the links on our website, we may earn a small affiliate commission.

Ask Your Questions

{"email":"Email address invalid","url":"Website address invalid","required":"Required field missing"}

Jayden Sprent is a tech enthusiast renowned for his expertise in web scraping, proxies, and VPNs. Originating from Pennsylvania, USA, Jayden's journey in technology began early, evolving into a career marked by a profound understanding of web development. Specializing in ethical and efficient data extraction, he navigates the complexities of proxies and VPNs with finesse. Jayden's commitment to responsible tech practices shines through, advocating for privacy and staying at the forefront of industry advancements. A collaborative figure, he shares knowledge through mentoring and public speaking, making a lasting impact on the tech community. In the fast-paced tech landscape, Jayden Sprent is a versatile professional, leaving an indelible mark on digital innovation.  

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