Best 9 Instagram Email Scrapers 2025

Instagram email scrapers give businesses access to contact details from the platform’s 700 million monthly active users. Manual collection of email addresses from Instagram profiles feels like finding needles in a digital haystack – it’s slow and wastes time.

These tools act like digital detectives that scan Instagram profiles automatically. They pull out email addresses, phone numbers, and contact details that would take hours to find otherwise. The right Instagram email extractor can revolutionize your lead generation, particularly if you’re a small business owner or digital marketer who wants to grow. Phantombuster stands out as the top Instagram email scraper and extractor in 2025. This comes from thorough testing of its speed, accuracy, and reliability.

The best tool choice comes down to your needs, budget, and tech skills. Some Instagram email extractors come with user-friendly browser extensions. Others pack more powerful scraping features but take longer to learn. The pricing varies substantially between platforms. You’ll find options from $49 monthly for simple features up to $500+ for enterprise-level solutions.

This piece breaks down the 9 best tools that ever spread for scraping Instagram emails in 2025. We compare their features, pros, cons, and pricing to help you pick the perfect tool for your business.

1. IGLeads.io
2. PhantomBuster
3. Bright Data
4. ScrapingBee
5. Smartproxy
6. Oxylabs
7. ParseHub
8. WebHarvy
9. ScraperAPI

Quick comparison between competitors

Here’s a side-by-side breakdown of the top platforms based on pricing, key features, pros, cons, and data export options, so you can choose the best fit for your workflow and budget.

Feature
Best For	Social & local lead scraping	Custom-coded data extraction	Visual, no-code scraping	Workflow-based automation
Starting Price	$60/month	Credit-based	$89/month	Page-based pricing
Key Features	– Scrapes from Instagram, LinkedIn, GMaps & more – CSV & Excel exports – Built-in for beginners	– Developer-friendly API – JavaScript rendering – Proxy rotation	– Point-and-click UI – Cloud & local runs – Schedule tasks	– Workflow editor – Selector-based logic – Cloud support
Notable Pros	– Easy to use – Accurate contact data – Focused on sales leads	– Scales well for developers – Supports custom logic – Headless browser support	– Beginner-friendly – Visual task flow – Pre-built templates	– Good for complex websites – Cross-platform use – Cloud & desktop combo
Notable Cons	– No outreach tool – Focused only on lead gen	– Requires coding – No GUI interface	– Windows-only desktop app – Occasional crashes reported	– Learning curve – Selector config can break easily

Each tool has its strengths, but the best choice depends on your use case, whether it’s affordability, automation, scale, or ease of use.

IGLeads.io

IGLeads.io is our cloud-based email scraping solution that works across multiple social media platforms. Since launching, we’ve gained significant attention because users can extract contact information without any technical expertise.

IGLeads key features

While Instagram scraping is one of our most popular features, IGLeads.io supports seven major social media platforms—Instagram, Facebook, LinkedIn, Twitter, YouTube, TikTok, and also Google Maps and generic search engines, all through our unified cloud dashboard. You can pull emails from Instagram, Facebook, LinkedIn, Twitter (X), TikTok, YouTube, and Google Maps. Our tool targets ideal leads in any niche through keywords, hashtags, and location-based filtering.

With higher-tier plans, you can extract unlimited emails, making it easy to scale outreach campaigns. Everything runs in the cloud after setup, so your computer doesn’t need to stay on, and results usually arrive within 8 hours.

To help new users get started quickly, we include an AI-powered keyword generator that instantly creates effective, niche-specific keywords. Once your lead list is ready, our one-click export lets you download it as a CSV file that works with most CRM systems.

Our Instagram scraping feature collects usernames, emails, and phone numbers from public profiles only. We strictly collect publicly available information in line with platform guidelines and privacy best practices—no login-required content is ever scraped.

IGLeads pros and cons

Pros: great

• Scrapes multiple platforms beyond just Instagram
• User-friendly design requires no coding skills
• Cloud-based system works independently
• AI-powered keyword generation for targeting
• Legal compliance with data privacy regulations

Cons:

• Some users report lead quality problems
• Free plan supports limited languages
• Website shows different prices than actual plans
• Customer service gets mixed reviews
• Platform limits: can’t scrape IGTV, reels, or private profiles

IGLeads pricing

Our pricing structure is built to support businesses of all sizes. The Starter Plan costs USD 59.00 per month, with discounts available for annual payments. It includes 10,000 emails monthly plus scrapers for Instagram, Facebook, and LinkedIn — along with job title scraping and priority queueing.

The Business Plan is USD 149.00 per month and increases your email allowance to 50,000 while keeping all the Starter Plan’s core features. The Unlimited Plan is USD 299.00 per month and removes all extraction limits.

If you choose annual billing, you can save up to 47%. The Starter Plan drops to USD 49.00/month, the Business Plan to USD 79.00/month, and the Unlimited Plan to USD 239.00/month. Every plan includes two scraping seats.

We deliver results quickly, though scraping speed depends on server load and the number of profiles in your search.

Phantombuster

PhantomBuster is a cloud-based automation platform that excels at data extraction from social media platforms of all types, including Instagram. This code-free tool helps businesses get valuable lead information without technical expertise.

Phantombuster key features

PhantomBuster has over 100 pre-made automation tools (called “Phantoms” and “Flows”) to extract data from social media platforms. The Instagram Profile Scraper Phantom extracts publicly available information from a list of Instagram profile URLs, including email addresses listed on profiles.

Users can chain multiple automations together to create efficient workflows that need minimal manual work. The platform works around the clock in the cloud and produces results without constant monitoring or running on your computer.

The platform works with LinkedIn, Twitter, Facebook, and other platforms beyond Instagram. Businesses can extract contact information, enrich data with verified emails, and trigger outreach campaigns through integrations with services like HubSpot.

Phantombuster pros and cons

Pros:

• Ethical data extraction approach
• Cloud-based system that runs independently
• Helpful integrations with other tools
• Fast and efficient scraping capabilities
• Detailed tutorials make it easy to start

Cons:

• No free forever plan
• New users face a steep learning curve
• Some platforms might suspend your account during scraping
• Limited slots to run multiple tasks at once
• Security concerns due to cookie access requirements

Phantombuster pricing

PhantomBuster gives you a 14-day free trial with 5 Phantom slots and 2 hours of execution time. The platform offers three main pricing tiers after the trial:

• Starter: $69 per month ($56/month with annual billing) with 20 hours of execution time, 5 Phantom slots, and 500 email credits
• Pro: $159 per month ($128/month with annual billing) offering 80 hours of execution time, 15 Phantom slots, and 2,500 email credits
• Team: $439 per month ($352/month with annual billing) with 300 hours of execution time, 50 Phantom slots, and 10,000 email credits

Every plan comes with priority support. Pro and Team plans also offer expert campaign advice. The execution-time model charges you for the total automation time rather than specific features or extraction numbers.

Bright Data

Bright Data runs on a reliable infrastructure with over 72 million residential IPs and provides a specialized Instagram Scraper API that extracts contact information from public profiles. This proven platform serves more than 20,000 companies worldwide and maintains an impressive 99.99% uptime.

Bright Data key features

The Instagram Scraper API from Bright Data excels with its built-in unblocking capabilities. Users don’t need to manage complex proxy infrastructure because the system takes care of IP rotation, solves CAPTCHAs, and handles user agent rotation to prevent blocks during scraping.

Data comes in multiple formats including JSON, NDJSON, and CSV files. Companies can receive this information through several delivery methods such as Webhook, API, Amazon S3, Google Cloud Storage, Microsoft Azure, and Snowflake.

Bright Data goes beyond simple extraction with specialized APIs for different Instagram elements. These APIs collect profile details, posts, comments, and reels data. Each API targets specific data points from public Instagram profiles and captures email addresses that appear in bios or contact information.

The platform stands out by letting users scrape Instagram from specific locations in 195 countries. This feature helps businesses run location-based campaigns effectively.

Bright Data pros and cons

Pros:

• Rich third-party integration options
• Network of over 72 million IPs worldwide
• Outstanding 24/7 global customer support
• Reliable security features that comply with GDPR and CCPA
• Adaptable infrastructure that handles high-volume requests with ease

Cons:

• Price point sits higher than most competitors
• Limited 7-day free trial (only for registered companies)
• Main menu feels disorganized and cluttered
• New users face a challenging learning curve
• Unblocker tool sometimes fails according to user reports

Bright Data pricing

Bright Data’s Instagram scraping solutions start at USD 0.00 per record, with rates based on volume and domain type. Their Web Scraper API comes in three standard plans: Growth (USD 499.00/month), Business (USD 999.00/month), and Premium (USD 1,999.00/month).

The pay-as-you-go option costs USD 1.00 per 1,000 requests without monthly commitments. This makes the service available for smaller projects or occasional scraping needs.

Bright Data also sells pre-collected datasets from USD 500.00 monthly. This unique offering helps enterprises get ready-made data without managing the scraping process themselves.

ScrapingBee

ScrapingBee delivers a simplified web scraping API that manages headless browsers and rotates proxies automatically. Developers can focus on data extraction instead of infrastructure management. The platform handles thousands of headless Chrome instances that render web pages well.

ScrapingBee key features

ScrapingBee’s API excels at JavaScript rendering capabilities. Users can scrape single-page applications built with React, AngularJS, or Vue.js with a simple parameter toggle. This feature helps extract Instagram emails since many modern websites depend on JavaScript.

The platform added AI-powered extraction. Users describe their desired data in plain English rather than creating complex CSS selectors. This means you can simply request “extract all emails from Instagram profiles” without writing custom code.

ScrapingBee’s substantial proxy pool helps bypass rate limiting and reduces blocking risks when scraping Instagram profiles. The platform’s specialized features like screenshots and Google search scraping capabilities add flexibility to complete data collection campaigns.

ScrapingBee pros and cons

Pros:

• Beginners can implement it without code
• Google Sheets integration creates smooth workflows
• Great customer support and extensive knowledge base
• Clear documentation with straightforward API implementation
• Premium and regular proxies are separate to optimize costs

Cons:

• Failed requests lack detailed information which makes debugging tough
• Premium proxies and JavaScript rendering lead to steep price increases
• The original interface might seem basic to some users
• The free tier falls short compared to competitors
• Users want pay-as-you-go options for smaller projects

ScrapingBee pricing

ScrapingBee’s pricing starts at $49 monthly for the base plan that has 150,000 API credits. Advanced plans cost up to $599+ monthly for business packages with 8,000,000+ API credits.

Features determine the credit cost per request. Standard requests with rotating proxies cost 1 credit without JavaScript rendering. JavaScript rendering (the default setting) needs 5 credits per request. Premium proxies without JavaScript use 10 credits, with JavaScript 25 credits, and their stealth proxy with JavaScript uses 75 credits per request.

New users can try the service through a freemium model that offers 1,000 API credits without a credit card. ScrapingBee charges only for successful requests that return 200 or 404 status codes. Users don’t pay for failed scraping attempts.

Smartproxy

Smartproxy offers a detailed solution to extract Instagram data through its specialized Social Media Scraping API. The platform helps businesses collect emails and valuable information without dealing with proxy management or IP blocks.

Smartproxy key features

Smartproxy’s Social Media Scraping API supports both Instagram and TikTok data collection. Users can choose between synchronous requests that retrieve data instantly or asynchronous requests with callback functions.

The system provides multiple targeting options for Instagram. Users can extract data from profiles, posts, and reels in JSON format. The API also supports GraphQL endpoint scraping for profiles, posts, and hashtags, which gives deeper access to Instagram’s data structure.

Developers can integrate the tool with Python, PHP, and Node.js, and find ready-to-use code examples for each language. This flexibility makes the platform available to developers of different technical backgrounds.

Smartproxy pros and cons

Pros:

• Simple integration with excellent documentation
• Great reviews on both G2 and Trustpilot
• 14-day money-back guarantee
• Quick data collection with minimal blocking risks
• Access to 115M+ IP addresses in 195+ locations worldwide

Cons:

• All but one of these features are limited compared to specialized competitors
• Price information differs between sources
• Higher starting cost compared to simple scraping tools
• No free trial (only money-back guarantee)
• Some regions have limited proxy types

Smartproxy pricing

Smartproxy’s social media scraping plans come in several tiers. The starter plan costs USD 50.00 monthly for 5,000 requests, though some sources mention it includes 25,000 scraping requests.

Additional plans include:

• USD 100.00/month for 62,500 requests
• USD 280.00/month for 200,000 requests
• USD 480.00/month for 400,000 requests

The company often provides discount codes that can cut costs by up to 50%. Each plan includes access to their extensive residential proxy network, which powers their scraping capabilities.

Smartproxy’s reliable infrastructure and straightforward implementation make it a solid mid-tier choice among specialized scraping tools for businesses starting with Instagram email extraction.

Oxylabs

Oxylabs started its journey in 2015 and provides a reliable web scraping infrastructure that helps businesses extract Instagram contact information at scale. The platform’s proxy network covers 195 countries and lets users access localized Instagram data without triggering anti-scraping systems.

Oxylabs key features

The Oxylabs Web Scraper API excels with its ML-driven proxy selection and rotation capabilities that make the data collection process simple. The service takes care of everything like automatic retries and CAPTCHA bypassing to ensure you get Instagram emails and contact details without interruption.

The platform introduced OxyCopilot, an AI-powered assistant that creates code for scraping requests and parsing instructions automatically. This tool is a great way to get results especially when you have to extract emails from Instagram profiles with different structures.

You can render JavaScript-based pages with just one line of code, which removes the need for complex browser development or third-party automation tools. Users can also boost their scraping control by adding custom headers and cookies without extra charges.

Oxylabs pros and cons

Pros:

• Extensive proxy network with over 100 million IPs
• ISO/IEC 27001:2017 certified for data security
• Reliable and fast service with clear documentation
• Advanced web scraping tools with broad feature set
• Pay only for successfully delivered results

Cons:

• Higher pricing compared to many competitors
• Steeper learning curve for beginners
• Limited free trial period of only 7 days
• Technical knowledge needed to use features fully

Oxylabs pricing

The Web Scraper API plans start at USD 49.00 monthly with the Micro plan. You can choose from Starter (USD 99.00/month), Advanced (USD 249.00/month), Venture (USD 499.00/month), Business (USD 999.00/month), and Corporate (USD 2000.00/month) plans.

Each plan bases charges on successful results, with costs ranging from USD 1.60 to USD 2.80 per 1,000 requests based on your subscription. You get a 10% discount on all plans if you pay yearly.

New users can try a free 7-day trial with 5,000 results without a credit card. This makes it easy to test how well Oxylabs extracts Instagram emails before you commit.

ParseHub

ParseHub stands out as a point-and-click visual web scraper that doesn’t need any coding knowledge. This desktop app works on Windows, Mac, and Linux platforms, so it’s available to users whatever their operating system.

ParseHub key features

ParseHub really shines with complex websites that have dynamic content loaded through JavaScript and AJAX. This makes it perfect for Instagram email extraction since Instagram’s content loads dynamically.

The tool lets you schedule runs with automatic IP rotation to help you avoid detection while scraping Instagram profiles. You can export your data in CSV, Excel, and JSON formats, or connect it straight to Dropbox.

Going beyond simple extraction, ParseHub comes with conditional expressions and regex capabilities to clean data better. The REST API and webhooks help you connect with other apps if you want to automate. You can also extract content from behind login pages, which comes in handy when you need authenticated Instagram data.

ParseHub pros and cons

Pros:

• Free version that handles up to 200 pages per run
• Works on Windows, Mac, and Linux
• User-friendly point-and-click interface
• Great customer support with live training
• Cloud-based system that runs on its own

Cons:

• Steep learning curve at first
• Hard to fix extraction failures
• Uses lots of resources, especially in free version
• Not great with JavaScript and regex integration
• Takes time to extract specific pages

ParseHub pricing

ParseHub’s pricing starts with a surprisingly good free plan that lets you handle 200 pages per run (taking about 40 minutes). The free version has 5 public projects and keeps your data for 14 days.

The Standard plan runs $189.00 monthly and speeds things up (200 pages in 10 minutes). You’ll get 10,000 pages per run and 20 private projects. Want more? The Professional plan at $599.00 monthly is even faster (200 pages in under 2 minutes) with unlimited pages per run and 120 private projects.

Big companies can check out ParseHub Plus with custom pricing that includes “done-for-you” scraping services and a dedicated account manager. Every paid plan comes with IP rotation, scheduling options, and cloud storage connections.

WebHarvy

WebHarvy provides a visual web scraping solution that extracts Instagram emails through an accessible point-and-click interface. This Windows-based desktop application needs no coding skills, unlike API-based alternatives. Non-technical users can easily gather Instagram contact information.

WebHarvy key features

The software’s built-in browser lets users load Instagram pages and select data elements with simple mouse clicks. WebHarvy smartly recognizes patterns in web pages and automatically detects and extracts repeating data such as usernames, emails, and contact information.

WebHarvy can extract both text data (including email addresses) and download images directly from Instagram. Users can set it up to scrape Instagram profiles by searching specific tags (like #newyork) and gather contact details from public profiles.

The software handles multiple pages effectively through its pagination support, including infinite scroll and “load more” buttons that Instagram commonly uses. WebHarvy also supports proxy servers for anonymous scraping, which helps users avoid IP blocks while extracting Instagram emails in bulk.

Users can export the extracted data in Excel, XML, CSV, JSON, or TSV formats, with smooth integration into SQL databases for better workflow.

WebHarvy pros and cons

Pros:

• Data extraction without coding or scripting
• Pattern detection happens automatically for repeating data
• Built-in scheduler automates periodic scraping
• Database integration with multiple export formats
• Quick performance and responsive support team

Cons:

• Software runs on Windows only (Mac/Linux users need workarounds)
• Extraction sometimes stops and needs manual restart
• Setup takes time to learn despite visual interface
• Large-scale extraction needs monitoring
• Cloud-based alternatives provide better automation

WebHarvy pricing

WebHarvy uses a one-time payment system instead of subscriptions. A Single User License costs $129.00 and allows installation on up to three personal computers (not at once). More options include 2 User ($219.00), 3 User ($299.00), 4 User ($359.00), and Site License for unlimited users ($999.00).

Each license comes with free updates for one year and lifetime access to all versions released during that time. The company provides a 15-day money-back guarantee without questions. Users also get one year of email technical support to help set up extraction tasks.

ScraperAPI

ScraperAPI processes over 11 billion requests monthly with its network of 40M+ proxies in more than 50 countries. This cloud-based solution tackles technical scraping challenges so users can concentrate on data analysis instead of managing infrastructure.

ScraperAPI key features

ScraperAPI turns websites into structured JSON data and delivers only essential information without extra HTML tags. The platform handles proxy rotation, solves CAPTCHAs, and manages browsers automatically. The system pulls emails, phone numbers, and contact details from public Instagram profiles.

Users can process millions of requests asynchronously, which makes the platform perfect for large Instagram data collection projects. On top of that, it lets you target specific regions among 50+ countries so you can extract Instagram data from particular locations.

ScraperAPI pros and cons

Pros:

• Automatic proxy rotation and IP management
• Built-in CAPTCHA solving capabilities
• Easy API integration with multiple programming languages
• Immediate data scraping with quick response times
• Manages JavaScript-heavy sites well

Cons:

• Monthly credits expire if unused
• Smaller pool of geolocations than competitors
• Charges apply for blocked requests
• Complex credit cost structure
• High starting price at USD 49.00

ScraperAPI pricing

The service has several pricing options and starts with a free 7-day trial that gives you 5,000 API credits. The Hobby plan costs USD 49.00 monthly with 100,000 API credits and 20 concurrent threads. Users who need more can choose the Startup plan at USD 149.00 per month (1,000,000 credits, 50 concurrent threads) or the Business plan at USD 299.00 monthly (3,000,000 credits, 100 concurrent threads).

Large-scale operations can use the Scaling tier for USD 475.00 monthly which includes 5,000,000 credits and 200 concurrent threads. Enterprise customers get custom pricing packages that come with premium support and a dedicated account manager.

What makes an email scraper great?

A great Instagram email scraper should combine accuracy, speed, ease of use, and compliance, all while fitting your specific business needs and technical skill level.

The best tools do more than just pull emails from public profiles. They handle key challenges like JavaScript rendering, CAPTCHA bypassing, and proxy rotation behind the scenes. For non-technical users, a clean interface and simple setup can make or break the experience. Meanwhile, advanced users might prioritize API access, large-scale automation, and granular filtering.

Another vital element is data quality. The most effective scrapers don’t just collect emails, they verify them in real-time, helping you avoid hard bounces, spam traps, and low deliverability. That’s why tools with built-in email verification and targeting filters tend to deliver better ROI long-term.

Legal compliance is also non-negotiable. Scraping tools should respect privacy laws like GDPR, CCPA, and Instagram’s own policies. The ideal solution balances ethical data collection with performance.

Finally, multi-platform support adds major value. For example, IGLeads.io doesn’t just scrape Instagram, it works across 11 different platforms and includes features like AI-powered keyword targeting and cloud-based operation. This lets businesses scale smarter without needing custom dev setups.

At the end of the day, the right Instagram scraper depends on your workflow. But if you want a fast, no-code tool that’s built for practical lead generation, IGLeads.io is one of the most complete, affordable, and user-friendly options available in 2025.

What to look for in an Instagram email scraper

An effective Instagram email scraper doesn’t just grab emails. It finds the right ones — verified, up-to-date, and actually tied to accounts that matter for your business. If you’re getting irrelevant or outdated data, you’re wasting time and potentially hurting deliverability.

It should let you get specific. Can you search by hashtag? By location? Can you enter a keyword and see who’s talking about it — and then grab their public contact info? If not, you’ll end up sifting through junk manually. That defeats the whole point.

Ease of use matters too. A clean dashboard, quick CSV exports, and straightforward pricing — these are the details that make a good scraper worth paying for. No credits. No fluff. Just actionable data you can plug into your outreach.

What’s the best option for small teams?

If you’re a solo founder, freelancer, or startup marketer, you don’t need complexity — you need results. The best tool for small teams is one that’s fast, affordable, and doesn’t force you through hoops just to get a few hundred quality leads.

That’s why IGLeads works so well. You open the dashboard, run a targeted search — maybe “yoga instructors in Barcelona” or “wedding photographers in Austin” — and in a few minutes, you have names, emails, bios, and follower counts.

No credits. No confusing UI. No waiting around for “exports to process.” You get what you need, when you need it, and move on to your real job — selling, connecting, or closing deals.

Instagram email scraping best practices & compliance

Let’s clear something up: scraping can be ethical. But it’s only ethical when done with respect. That starts with sticking to public data — emails in bios, links to websites, or contact buttons users chose to display.

What it doesn’t include is hidden or private information. Good tools, like IGLeads, don’t cross that line. They work with what’s already visible, and that’s it.

Outreach matters too. Don’t spam. Don’t mass-send without any personalization. If you’re cold emailing, be clear, relevant, and give recipients a way to opt out. It’s not just about staying legal — it’s about not being annoying. Respect builds trust. And trust drives conversions.

Which email scraper is the right one for you?

The best Instagram email scraper should balance quality, compliance, and business goals. New users need tools that confirm emails automatically. Bad or outdated contact details can lead to spam traps, poor engagement, and higher bounce rates. Your IP address or domain might even end up blacklisted.

Quality should be your top priority, ahead of price or ease of use. To name just one example, companies that run targeted email campaigns with properly confirmed leads have seen their revenue jump by up to 760%. These numbers show why premium solutions are worth the investment compared to cheaper options that give you unverified contacts.

You should test different options before making a decision. Most companies offer free trials or money-back guarantees. This lets you review how well they match your needs without any risk. Trial periods help you understand the user experience, check data accuracy, and see how well they work with your marketing tools.

Legal compliance is a crucial factor many people overlook when choosing tools. Green practices that follow platform rules and privacy laws protect your business. They also help you avoid potential legal issues.

Instagram scrapers come in three main types: no-code visual tools work best for non-technical users, unofficial API solutions give developers more flexibility, and custom-built scrapers offer complete control. Your technical skills and project size should help you pick the right type.

The 2025 digital world is competitive. Companies that don’t use these tools miss out on great opportunities. Social platforms keep growing their user base and are excellent sources for new leads. A good scraper doesn’t just collect contacts – it helps you create targeted campaigns that reach interested prospects.

Give IGLeads a try

You don’t need to overthink it. If you’re looking for fast, reliable Instagram lead data, IGLeads is one of the few tools that actually delivers.

You type in your audience. You get a list of contacts. You start outreach within the hour.

Register free to download sample CSVs and explore our dashboard, when you’re ready to run live scrapes, choose from our Starter, Business, or Unlimited plans.