Instagram scraping has become a popular method for gathering data from the platform. Whether you’re a digital marketer, social media manager, or researcher, scraping Instagram can provide valuable insights. However, scraping Instagram comes with its own set of challenges, such as avoiding bans and ensuring data privacy. In this article, we will explore Instagram scraping, its uses, and the best tools available to help you scrape data efficiently.
Why Invest in Instagram Scraping?
Instagram scraping provides several benefits, including:
- Data for Analysis: Scraping allows you to collect large datasets from Instagram profiles, which can be analyzed to gain insights into user behavior, content trends, and engagement strategies.
- Influencer Marketing: By scraping Instagram, you can identify potential influencers by analyzing their follower count, engagement rate, and content type.
- Market Research: Scraping can provide information about competitors, helping businesses understand what content works best for their audience and what strategies are being used by their competitors.
- Automated Data Collection: Scraping saves time by automating data collection, allowing businesses to gather and store data without manual effort.
FYI: Instagram’s anti-scraping measures can make this process challenging, and scraping without permission can result in account bans or restrictions.
Top 5 Instagram Scraping Services
To help you get started, here are the top five Instagram scraping services, each offering unique features and capabilities:
ScraperAPI

ScraperAPI is an API service designed to simplify the process of scraping Instagram and other websites without getting blocked. It provides automatic IP rotation, bypasses CAPTCHAs, and integrates proxy management for seamless scraping.
With its easy-to-use API, developers can quickly start scraping Instagram data such as posts, comments, followers, and more. ScraperAPI allows users to avoid detection by Instagram’s anti-scraping measures by rotating proxies, ensuring that your scraping activities remain undetected and uninterrupted.
For smaller scraping projects, it may not be the most budget-friendly option. However, for large-scale scraping or continuous data collection, ScraperAPI offers robust features that ensure high success rates.
| Pros | Cons |
|---|---|
| ✅ High success rate. | ❌ Not budget-friendly. |
| ✅ Perfect for both small and large-scale scraping operations. | ❌ May require code. |
| ✅ Built-in proxy rotation. | ❌ Performance might drop on sites with very aggressive anti-scraping measures |
| ✅ Good uptime support. | |
| ✅ Offers dynamic rendering and geotargeting. |
Octoparse

Octoparse is a powerful web scraping tool designed to make Instagram scraping accessible even to users without technical expertise. With its no-code interface, Octoparse allows you to scrape Instagram data like posts, comments, followers, and hashtags using a point-and-click interface.
You can extract data in multiple formats such as CSV, Excel, and JSON, which makes it easier to analyze the results. The service also provides proxy integration, allowing you to mask your IP address and avoid detection during the scraping process.
Though great for beginners, some users may find that the tool slows down when scraping large datasets, which can be a limitation if you need to scrape data on a massive scale.
| Pros | Cons |
|---|---|
| ✅ User-friendly, suitable for beginners. | ❌ Limited free plan. |
| ✅ Customizable workflows. | ❌ Can be slow on large data sets. |
| ✅ Multiple data export formats. | ❌ Lack of support for macOS and Linux. |
| ✅ Responsive customer support. | |
| ✅ Automation Features. |
Scraping Bee

ScrapingBee is a cloud-based scraping solution that simplifies the process of extracting data from websites, including Instagram. Unlike many other tools, ScrapingBee provides an API that handles the proxy rotation and CAPTCHA challenges for you.
With its focus on ease of use, ScrapingBee makes it simple to scrape Instagram data like posts, followers, comments, and hashtags with minimal setup. The service handles the complex parts of scraping, including managing IPs and rotating proxies, allowing you to focus on collecting the data you need.
One of the standout features of ScrapingBee is its smart proxy handling. The service automatically switches proxies to ensure that Instagram doesn’t detect and block your requests.
| Pros | Cons |
|---|---|
| ✅ Smart proxy rotation | ❌ Can get expensive for large-scale operations. |
| ✅ User-friendly interface for non-technical users. | ❌ Limited free plan. |
| ✅ Supports large-scale scraping. |
Apify’s Instagram Scraper
Apify’s Instagram Scraper is a well‑known scraping solution built on the powerful Apify platform, designed for extracting public Instagram data like profile details, posts, comments, hashtags, and more. It provides a pre‑built scraping “actor” that handles the heavy lifting — you simply send your target (usernames, hashtags, etc.) and receive structured data in return.
As part of the broader Apify ecosystem, the tool integrates easily with other scraping workflows, scheduling systems, and export formats, which makes it especially popular among scraping professionals and developers.
While Apify’s scraper offers more flexibility than basic tools, it still maintains the simplicity and ease of setup.
| Pros | Cons |
|---|---|
| ✅ No complicated configurations are required. | ❌ Lacks advanced features compared to other tools. |
| ✅ One of the more budget-friendly scraping tools. | ❌ Can be slower when scraping large datasets. |
| ✅ Ideal for smaller scraping projects. |
Bright Data
Bright Data is one of the leading providers of high-quality residential proxies and an advanced scraping platform, designed for professional users who require large-scale data extraction from platforms like Instagram.
The service provides access to residential proxies, which ensures your scraping activities are more likely to remain undetected by Instagram’s anti-scraping measures.
Bright Data offers a suite of tools that can handle everything from scraping to data collection, making it ideal for enterprises or businesses involved in market research, competitor analysis, and social media tracking.
Despite its high-quality features, Bright Data is one of the more expensive Instagram scraping tools, particularly for small businesses or individual users. While it offers powerful proxies and advanced scraping capabilities, those with smaller budgets or less technical expertise may find the learning curve and pricing a bit daunting.
| Pros | Cons |
|---|---|
| ✅ Bright Data’s residential proxies are known for their reliability. | ❌ Bright Data is one of the more expensive scraping tools available. |
| ✅ Ideal for large-scale scraping operations. | ❌ Requires technical expertise to set up and configure for optimal results. |
| ✅ Offers a suite of professional tools for scraping. |
Quick Comparison
Here’s a quick comparison of the top 5 Instagram scraping services based on pricing, features, and ease of use:
| Service | Pricing | Key Features | Proxy Support | Ease of Use | Target Audience |
|---|---|---|---|---|---|
| ScraperAPI | €5.8/month | Proxy rotation, CAPTCHA bypass, API | Built-in proxies | Medium | Developers |
| Octoparse | $75/month (Pro Plan) | No-code interface, multiple exports | Requires external proxies | Easy | Beginners, marketers |
| Social Search | $99/month | Instagram analytics, hashtag analysis | Limited proxy options | Medium | Marketers, businesses |
| InstaScraper | $15/month | Post, comment, follower scraping | External proxies required | Easy | Small businesses, researchers |
| Bright Data | Starting at $500/month | High-quality residential proxies, advanced tools | Premium proxies | Advanced | Professionals, enterprises |
Conclusion
Instagram scraping can unlock a wealth of data for your marketing or research needs, but it’s crucial to use the right tool to avoid running into issues like bans or slow scraping speeds. The five services reviewed above—ScraperAPI, Octoparse, Social Search, InstaScraper, and Bright Data—each offer unique advantages depending on your scraping requirements, budget, and technical expertise.
If you’re a developer looking for a customizable solution, ScraperAPI is a great choice. If you’re just starting out or need an easy interface, Octoparse and InstaScraper might be your best bet. For businesses and marketers seeking in-depth insights and analytics, Social Search could provide the data you need. For large-scale, enterprise-level scraping, Bright Data offers robust solutions with premium proxies.
Frequently Asked Questions
Does Instagram allow scraping?
No, Instagram prohibits scraping in its Terms of Service, and using automated tools to scrape data without permission violates their rules.
Will Instagram ban you for scraping?
Yes, Instagram can ban or block accounts or IP addresses that are detected using scraping tools, especially if the scraping activity violates its Terms of Service.
Is Instagram hard to scrape?
Yes, Instagram has advanced anti-bot measures like CAPTCHAs, IP blocking, and rate limits that make scraping difficult and require tools that can bypass these protections.
How much does Instagram scraper cost?
The cost varies depending on the tool, but it typically ranges from €5–€50/month for basic scrapers to $500+/month for premium services with advanced features like proxies and CAPTCHA solving.
How to scrape data from an Instagram account?
To scrape data from Instagram, you can use scraping tools or APIs that extract publicly available data, like profiles, posts, and comments. Be sure to comply with Instagram’s Terms of Service.
Is deleted Instagram data gone forever?
No, deleted Instagram data can sometimes be retrieved, especially if Instagram has backups or the data has been cached elsewhere before deletion.
Can you scrape data from social media?
Yes, you can scrape data from social media, but it’s subject to platform rules and legal limitations. Always check the platform's terms and use tools that respect its guidelines.
Is data scraping illegal?
Data scraping itself is not inherently illegal, but scraping protected data, violating Terms of Service, or infringing on copyrights can lead to legal issues or penalties.