8 Best Instagram Scraper Tools in 2026

Instagram is one of the most useful public data sources for influencer discovery, brand monitoring, content research, competitor analysis, and social trend tracking. But copying profile details, post captions, Reels metrics, comments, hashtags, and engagement signals by hand is slow and difficult to scale.

An Instagram scraper helps teams collect public Instagram data and convert it into structured formats such as CSV, JSON, or spreadsheet-ready tables. The best tool depends on your workflow: some teams need a no-code scraper, some need an API, some need enterprise infrastructure, and others need clean data they can export directly into research, CRM, or AI workflows.

Quick Comparison of the Best Instagram Scraper Tools

8 Best Instagram Scraper Tools in 2026

1. CoreClaw

CoreClaw is a web scraping platform built around ready-made data Workers. Instead of building a scraper from scratch, users choose a Worker, enter the required input, run the task, and export structured results.

For Instagram workflows, CoreClaw offers Instagram scraping tools for public profiles, posts, comments, Reels, and hashtag-related content. Its Instagram product page positions these Workers for influencer discovery, brand monitoring, content trend analysis, and structured export.

CoreClaw’s Instagram Post Scraper extracts public post data through URLs, including user information, engagement, and profile details, with one-click CSV/JSON export and batch scraping. Its Instagram Profile Data Scraper supports profile URLs and can export structured results in CSV or JSON, while also supporting API integration and third-party synchronization.

Key Features

• Ready-made Instagram Workers
• No coding required
• Public profile, post, comment, Reel, and hashtag workflows
• CSV and JSON export
• API integration
• Custom Worker option
• Pay only for successful results

Pros

CoreClaw is practical for teams that want cleaned and filtered structured data instead of raw page content. It is especially useful when Instagram data needs to move into spreadsheets, dashboards, influencer lists, AI datasets, or internal research workflows.

Cons

CoreClaw works best when a ready-made Worker matches the target workflow. For highly specific Instagram use cases, teams may need a custom Worker.

Best For

CoreClaw is best for marketers, researchers, ecommerce teams, growth teams, and non-technical users who want Instagram data without managing scraping scripts.

2. Bright Data

Bright Data offers an Instagram scraper for collecting public data such as followers, comments, account details, hashtags, posts, profile data, views, timestamps, likes, and biographies. It supports both API and no-code scraping options and includes bulk request handling.

Key Features

• Instagram Scraper API
• No-code scraper option
• Bulk URL handling
• Multiple output formats
• Enterprise infrastructure

Pros

Bright Data is strong for large-scale Instagram data collection and enterprise workflows.

Cons

It may be more complex than smaller teams need, especially if the goal is a simple spreadsheet-ready dataset.

Best For

Bright Data is best for enterprises and data teams that need large-scale public Instagram scraping.

3. Apify

Apify provides an Instagram Scraper Actor that can collect data from Instagram profiles, posts, locations, search results, comments, mentions, hashtags, likes, photos, and Reels. It supports exporting data, running via API, scheduling tasks, monitoring runs, and integrating with other tools.

Key Features

• Instagram Actor marketplace
• API access
• Task scheduling
• Monitoring
• Export options
• Custom automation support

Pros

Apify is flexible. Users can start with a ready-made Actor and later customize workflows if needed.

Cons

Some Actors require testing and configuration, so beginners may face a learning curve.

Best For

Apify is best for technical marketers, developers, and automation teams.

4. Octoparse

Octoparse is a no-code scraping tool often used by business users who prefer visual workflows. SERP results commonly position Octoparse as a beginner-friendly Instagram scraping option, with point-and-click setup and cloud scraping for users who do not want to code.

Key Features

• No-code scraper builder
• Visual workflow setup
• Cloud scraping
• Prebuilt templates
• Spreadsheet-style export

Pros

Octoparse is easier for non-technical users than developer APIs.

Cons

Complex Instagram workflows may still require testing, adjustments, and workflow maintenance.

Best For

Octoparse is best for users who want a visual no-code scraping interface.

5. PhantomBuster

PhantomBuster offers Instagram automation tools such as the Instagram Profile Scraper. Its profile scraper can collect public profile data, including profile picture, username, full name, bio, follower count, following count, mutual followers, post count, and emails when they are publicly listed in bios.

Key Features

• Instagram profile scraping
• CSV-style output
• Public bio data extraction
• Lead research workflows
• Automation sequences

Pros

PhantomBuster is useful for prospecting and influencer research workflows.

Cons

It is more focused on profile and automation workflows than broad Instagram data extraction.

Best For

PhantomBuster is best for sales teams, growth teams, and influencer prospecting.

6. ScrapingBee

ScrapingBee is a developer-focused web scraping API. It handles proxies, headless browsers, JavaScript rendering, and anti-bot logic, so developers can focus on extraction logic and data processing.

Key Features

• Web scraping API
• Proxy handling
• JavaScript rendering
• Headless browser support
• Backend automation

Pros

ScrapingBee is useful when developers want scraping infrastructure without building proxy and browser systems themselves.

Cons

It is not a ready-made Instagram scraper for business users. Developers still need to build the extraction workflow.

Best For

ScrapingBee is best for developers creating custom Instagram data pipelines.

7. Zyte

Zyte offers social media scraping services and API-based data extraction. Its social media scraping page emphasizes public data only, standardized schemas, managed data extraction, and API-based social data workflows.

Key Features

• Social media scraper API
• Managed data extraction
• Standardized schemas
• Public data focus
• Enterprise support

Pros

Zyte is useful for companies that want managed public social data feeds instead of building everything in-house.

Cons

It may be more service-oriented than what a small team needs for one-off Instagram research.

Best For

Zyte is best for companies that need managed social media data extraction.

8. Oxylabs

Oxylabs provides a Web Scraper API designed to gather public data from websites at scale. Its Web Scraper API supports JavaScript rendering, structured JSON delivery, scheduling, and pay-only-for-successful-results positioning.

Key Features

• Web Scraper API
• JavaScript rendering
• Structured JSON output
• Scheduler for recurring jobs
• Enterprise infrastructure

Pros

Oxylabs is strong for technical teams that need scalable scraping infrastructure.

Cons

It is more API- and infrastructure-oriented than no-code Instagram tools.

Best For

Oxylabs is best for enterprise engineering and data teams.

What Instagram Data Can You Extract?

Common public Instagram data includes:

CoreClaw is especially useful when teams need this data in cleaner, structured outputs before export. Instead of storing messy raw page content, users can work with organized fields that are easier to filter, review, and import into analysis tools.

Final Thoughts

The best Instagram scraper tool in 2026 depends on what your team needs. For CoreClaw users, the main advantage is workflow simplicity. With ready-made Instagram Workers, cleaned and filtered structured outputs, CSV/JSON export, API integration, custom Worker support, and pay-per-success pricing, CoreClaw helps teams turn public Instagram data into usable datasets for influencer discovery, brand monitoring, content research, and market analysis.