How to Scrape Reviews Without Coding: 5 Best No-Code Tools in 2026

Quick Answer: You do not need to be a developer to scrape reviews. No-code tools let you export reviews and comments from platforms like Amazon, Reddit, and YouTube -- no coding, no API keys, no setup. Comment Exporter covers 11 review and discussion platforms from a single Chrome extension. ExportComments handles 20+ social media platforms via a web app. Thunderbit, Instant Data Scraper, and Octoparse round out the field with different strengths. Full comparison below.

You Do Not Need to Code to Scrape Reviews

If you have ever looked into scraping Amazon reviews or Reddit threads, you have probably encountered guides that start with "install Python" or "register for an API key." For product managers, marketers, researchers, and founders, that is an immediate dead end. You need the data, not a programming project.

The good news: in 2026, you can scrape reviews without coding. Several no-code tools now deliver the same structured data that developers get from PRAW, Scrapy, or the Outscraper API -- usernames, timestamps, comment text, ratings, metadata -- all exported to CSV or JSON. No terminal. No scripts. No API keys.

This guide compares the 5 best no-code review scrapers available right now. We tested each one, verified current pricing, and built a decision framework so you can pick the right tool in under 3 minutes.

What "No-Code Review Scraping" Actually Means

When developers scrape reviews, they write scripts -- Python programs that call APIs or parse HTML. That gives them maximum flexibility but requires hours of setup, debugging, and maintenance. When an API changes or a website updates its layout, the script breaks and someone has to fix it.

No-code review scraping skips all of that. Instead, you get a tool -- typically a Chrome extension or web app -- that handles the extraction logic for you. The workflow looks like this:

1. ✓Navigate to the page with the reviews you want (an Amazon product, a Reddit thread, a YouTube video)
2. ✓Click a button in the tool's interface
3. ✓Download structured data as CSV, JSON, or Excel

The output is the same: structured data with author names, timestamps, comment text, ratings, upvotes, and other metadata. The difference is that you got it in 30 seconds instead of 30 minutes, and you did not write a single line of code.

For a detailed breakdown of how this compares to the Python approach for Reddit specifically, see our Reddit Scraper vs PRAW comparison.

Quick Comparison Table

Here are all 5 tools at a glance. Scroll down for detailed breakdowns of each one.

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Tool #1: Comment Exporter -- The Multi-Platform Chrome Extension

Comment Exporter started as "Reddit Comment Scraper" and has expanded to cover 11 platforms dedicated to reviews and discussions. It is the only tool in this comparison built specifically for comment and review export across multiple platforms from a single extension.

How it works:

Install the Chrome extension, navigate to any supported page, click the extension icon, and export. That is the entire workflow. No accounts to create, no URLs to paste into a separate web app, no API keys to configure. All data processing happens locally in your browser -- nothing gets sent to external servers.

Supported platforms (11 total):

• ✓Reddit -- threads, post comments, and entire subreddit discussions
• ✓YouTube -- video comments with timestamps and like counts
• ✓Amazon -- product reviews with star ratings and verified purchase flags
• ✓Steam -- game reviews with playtime and recommendation status
• ✓Hacker News -- comment threads with scores
• ✓Product Hunt -- launch comments and discussions
• ✓Etsy -- seller and product reviews
• ✓Quora -- answers and comment threads
• ✓Facebook -- post comments and replies
• ✓Google Maps -- business reviews and ratings
• ✓Shopify -- product reviews and customer feedback

Export formats:

CSV and JSON. Both include full metadata -- author names, timestamps, scores, reply structure, and platform-specific fields.

Pricing:

• ✓Free: Reddit comment export with no limits. No credit card required.
• ✓All Access ($49.99/mo or $299/yr): All 11 platforms, unlimited exports, flat fee. No per-export charges.

Strengths:

• ✓Widest dedicated review coverage: 11 platforms purpose-built for reviews and discussions, including niche but valuable sites like Steam, Hacker News, and Product Hunt
• ✓One-click export: No configuration, no field mapping, no URL pasting
• ✓Free Reddit tier: Unlimited Reddit exports at zero cost -- no trial, no expiration
• ✓Flat pricing: $49.99/month covers everything. No surprise per-export fees
• ✓Privacy-first: All processing happens locally in your browser

Limitations:

• ✓No Instagram, Facebook, TikTok, or LinkedIn support
• ✓Chrome only -- no Firefox or Safari extension
• ✓No scheduled or automated exports

Best for:

Researchers, product managers, and marketers who need to scrape reviews without coding from multiple review and discussion platforms. If your workflow involves Reddit, Amazon, YouTube, or Steam, this is the most efficient no-code option.

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Tool #2: ExportComments.com -- The Web App Approach

ExportComments is a web-based platform that focuses on social media comment export. Instead of a browser extension, you paste a URL into their dashboard and download the results. They have expanded to support 20+ platforms, with particular strength in social media.

How it works:

Go to ExportComments.com, paste the URL of the post or page you want to export, and the platform processes it server-side. You download the results from your dashboard. They also offer a Chrome extension for quicker access and scheduled exports that run automatically on a set frequency.

Supported platforms (20+):

• ✓Instagram -- post comments, reel comments
• ✓TikTok -- video comments
• ✓Facebook -- post comments and replies
• ✓YouTube -- video comments
• ✓Twitter/X -- tweet replies
• ✓LinkedIn -- post discussions
• ✓Discord -- channel messages
• ✓Amazon -- product reviews
• ✓Vimeo, VK, Twitch, and others

Export formats:

CSV, Excel, and JSON. Exports can be delivered via dashboard download, email, or webhook.

Pricing:

• ✓Free: Daily export limits (good for testing)
• ✓Personal ($18/3 days): Unlimited exports, full feature access
• ✓Premium ($45/mo): Unlimited exports, full feature access, ongoing subscription
• ✓Business ($199/mo): Team collaboration, scale exports

Strengths:

• ✓Social media breadth: Instagram, TikTok, Facebook, LinkedIn, Discord -- platforms that most other tools do not cover
• ✓No installation required: Paste a URL, get your data. Works from any browser
• ✓Scheduled exports: Set up automatic hourly, daily, weekly, or monthly exports
• ✓Sentiment analysis: Built-in analysis features on higher tiers

Limitations:

• ✓Higher cost compared to browser extensions -- $45/month for the Premium tier
• ✓No Steam, Hacker News, Product Hunt, or Etsy support
• ✓Free tier is limited to a small daily export quota
• ✓URL-by-URL processing -- no batch export of multiple pages at once

Best for:

Social media managers and community managers who primarily need Instagram, TikTok, and Facebook comments. If your analysis centers on social media engagement, ExportComments fills that niche. For a deeper breakdown, see our ExportComments alternative detailed comparison.

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Tool #3: Thunderbit -- The AI-Powered General Scraper

Thunderbit is an AI-powered Chrome extension designed for general-purpose web scraping. It uses large language models (ChatGPT, Gemini, Claude, and DeepSeek) to identify and structure data from virtually any website. It is not built specifically for reviews, but it can scrape them from most sites.

How it works:

Install the Chrome extension, navigate to any page, and Thunderbit's AI automatically suggests data fields to extract. You can adjust the fields, then click to scrape. It supports pagination, subpage scraping, and bulk extraction. The AI handles most of the configuration that you would normally have to do manually.

Supported platforms:

Any website with visible data. Not limited to predefined platforms. The AI adapts to each page's structure.

Export formats:

CSV and Excel. Free data export with no hidden fees on any plan.

Pricing:

• ✓Free: 6 pages, 36 steps, 15 quality model queries
• ✓Starter ($15/mo): 500 credits/month (1 credit = 1 row of data), pre-built scrapers, bulk scraping, pagination
• ✓Pro ($38/mo): 3,000 credits/month, subpage scraping, unlimited data retention, scheduled scrapers
• ✓Pro Tier 2 ($75/mo): 6,000 credits/month, 1,500 total steps
• ✓Higher tiers: Up to $249/month for 20,000 credits

Strengths:

• ✓Works on any website: Not limited to predefined platforms. Can scrape reviews from niche sites, forums, directories -- anywhere
• ✓AI-powered field detection: Automatically identifies what data to extract, reducing manual setup
• ✓Versatile: Goes beyond reviews -- scrape product listings, contact pages, job boards, real estate listings
• ✓Low entry price: $15/month Starter plan with 500 credits is accessible for light users

Limitations:

• ✓Credit-based pricing means costs scale with volume. Scraping 3,000 reviews costs $38/month at minimum
• ✓Not optimized for comment/review export specifically -- you may need to configure fields for each site
• ✓AI field detection is not always accurate, especially on complex page layouts
• ✓Free tier is very limited (6 pages total, not monthly)

Best for:

Users who need to scrape reviews from sites that no other tool supports -- niche forums, local business directories, or industry-specific platforms. Also useful if you need general web scraping beyond just reviews (product catalogs, lead lists, pricing data).

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Tool #4: Instant Data Scraper -- The Free Browser Extension

Instant Data Scraper is a completely free Chrome and Edge extension built by Web Robots. It uses heuristic AI to automatically detect tabular and list data on any webpage, then lets you download it. No accounts, no payment, no limits.

How it works:

Install the extension, navigate to a page with data, and click the extension icon. It automatically detects the data structure on the page and displays a preview. You can remove columns, rename fields, and handle pagination (including infinite scroll). Then download as CSV or Excel.

Supported platforms:

Any website with visible list or table data. It auto-detects the data, so there are no predefined platforms. Works on Amazon, Reddit, Yelp, Google Maps, and thousands of other sites -- as long as the data is visible on the page.

Export formats:

CSV and Excel (XLSX).

Pricing:

• ✓Free: Everything. No paid tiers, no usage limits, no credit system. Completely free.

Strengths:

• ✓100% free: No trial periods, no credit limits, no paywalls. The entire tool is free forever
• ✓No account required: Install and start scraping. No registration, no email, no sign-up
• ✓Auto-detection: AI identifies the data on the page without you specifying what to scrape
• ✓Pagination support: Can follow "Next" buttons and handle infinite scroll pages
• ✓Privacy: Runs entirely in your browser. No data sent to external servers

Limitations:

• ✓Manual cleanup required: The auto-detection often grabs extra data fields and gives them generic column names. Post-processing is expected
• ✓No scheduling or automation: Every export is manual, every time
• ✓One table at a time: Cannot handle multiple data structures on the same page simultaneously
• ✓Struggles with complex JavaScript: Heavy SPAs and dynamically loaded content can cause incomplete extractions
• ✓No JSON export: Only CSV and Excel

Best for:

Budget-conscious users who need a free comment scraper tool for occasional use. If you scrape reviews once or twice a week and do not mind spending a few minutes cleaning up the output, Instant Data Scraper is hard to beat on value. It is not the fastest or cleanest workflow, but the price -- zero -- is unbeatable.

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Tool #5: Octoparse -- The Visual Scraper

Octoparse is a full-featured visual web scraping platform with a desktop application, cloud infrastructure, and point-and-click workflow builder. It is the most robust tool in this comparison -- and the most complex.

How it works:

Download the Octoparse desktop app, enter a URL, and use the visual builder to point-and-click on the data you want to extract. Octoparse builds a scraping workflow that you can run locally or in the cloud. It handles pagination, login walls, CAPTCHAs, IP rotation, and scheduled runs. They also offer 469+ pre-built scraping templates for popular sites like Amazon and Yelp.

Supported platforms:

Any website. The visual builder and pre-built templates cover Amazon, Yelp, Google Maps, Glassdoor, and hundreds more. For sites without templates, you build your own extraction flow.

Export formats:

CSV, Excel, JSON. Also supports direct export to Google Sheets, Google Drive, Dropbox, Amazon S3, and databases via API (on higher tiers).

Pricing:

• ✓Free: 10 tasks, local extraction only, 50K data export/month, 2 concurrent runs
• ✓Standard ($119/mo): 100 tasks, cloud extraction, 6 concurrent cloud processes, IP rotation, CAPTCHA solving, 500+ templates
• ✓Professional ($299/mo): 250 tasks, 20 cloud processes, Google Sheets integration, priority support
• ✓Enterprise (custom): 750+ tasks, dedicated servers, team collaboration

Strengths:

• ✓Most capable: Handles login walls, CAPTCHAs, IP rotation, and infinite scroll out of the box
• ✓Cloud scraping: Runs in the cloud on a schedule, even when your computer is off
• ✓Pre-built templates: 469+ templates for popular sites mean you do not have to build from scratch
• ✓Scale: Built for extracting millions of records across thousands of pages
• ✓Broad export options: Direct integrations with Google Sheets, Dropbox, S3, and databases

Limitations:

• ✓Steeper learning curve: The visual workflow builder requires time to learn. It is no-code, but it is not one-click
• ✓Expensive: $119/month for the Standard plan is the highest entry price in this comparison
• ✓Desktop app required: Unlike browser extensions, you need to download and install a separate application
• ✓Overkill for light use: If you just need to export comments from a Reddit thread or Amazon product, the setup time is disproportionate to the task
• ✓Free tier is very limited: 10 tasks, local only, and capped at 50K records/month

Best for:

Teams or individuals who need to scrape reviews at scale -- thousands of product pages, scheduled daily extractions, or sites that fight back with CAPTCHAs and IP blocks. If you are building a database of 50,000 Amazon reviews or monitoring Google Maps ratings for 200 competitors, Octoparse is the tool that can handle it. For anything smaller, it is overkill.

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Detailed Comparison Table

Here is an in-depth feature-by-feature comparison across all 10+ dimensions that matter when choosing a no-code review scraper:

Which Tool Is Right for You?

Here is a straightforward decision framework. Match your primary use case to the right tool:

You need Reddit, YouTube, Amazon, or Steam reviews:

Use Comment Exporter. It covers the 11 most important review and discussion platforms from one Chrome extension, with a free Reddit tier that requires no payment. One click, structured data, done. No coding, no API keys, no setup.

You need Instagram, TikTok, Facebook, or LinkedIn comments:

Use ExportComments. It is the only tool in this comparison with dedicated social media platform support for Instagram and TikTok. The $45/month Premium plan is the cost of entry for ongoing use.

You need to scrape a random website no other tool supports:

Use Thunderbit. Its AI-powered extraction can handle virtually any website. You will need to configure the data fields yourself, and costs scale with volume via credits, but nothing else in this list matches its flexibility.

You have zero budget:

Use Instant Data Scraper. It is 100% free with no limits. You will spend more time cleaning up the output, but the cost -- literally nothing -- makes it the default choice for budget-constrained users. Combine it with Comment Exporter's free Reddit tier for broader coverage at zero cost.

You need complex, large-scale, scheduled scraping:

Use Octoparse. It handles CAPTCHAs, IP rotation, cloud scheduling, and multi-page workflows. The $119/month Standard plan is expensive, but for enterprise-grade scraping at scale, it is the most capable no-code option.

Still not sure?

Start with Comment Exporter's free Reddit tier. If it covers your platforms, upgrade to All Access for $49.99/month. If you need social media specifically, try ExportComments. If you need to scrape a site that neither tool supports, Thunderbit's $15/month Starter plan is a low-risk entry point.

Frequently Asked Questions

Can I scrape reviews without coding or using an API?

Yes. No-code review scrapers like Comment Exporter, ExportComments, and Thunderbit let you export reviews from platforms like Amazon, Reddit, and YouTube without writing any code or configuring API keys. You navigate to the page, click a button, and download structured data as CSV or JSON.

What is the best free tool to scrape reviews?

Instant Data Scraper is completely free with no usage limits, but it requires manual configuration for each site. Comment Exporter offers a free tier for Reddit comment scraping with no limits. For zero-budget review scraping across multiple platforms, combining these two tools covers most use cases.

Is it legal to scrape reviews from websites?

Scraping publicly available reviews for personal research, analysis, or academic purposes is generally considered legal in most jurisdictions. However, you should always check a website's Terms of Service, avoid scraping private or gated content, and never use scraped data for spam or harassment. Large-scale commercial scraping may require legal review.

What export formats do no-code review scrapers support?

Most no-code review scrapers support CSV and JSON export. Some tools -- including ExportComments and Octoparse -- also support Excel (XLSX) format. CSV is the most universal format for importing into spreadsheets, databases, or analysis tools. JSON is preferred when you need nested data structures or are feeding data into other software.

How do no-code review scrapers compare to PRAW or Scrapy?

No-code scrapers deliver the same underlying data as code-based tools like PRAW (Python Reddit API Wrapper) or Scrapy -- usernames, timestamps, comment text, scores, and metadata. The difference is setup time: PRAW requires Python, API key registration, and writing scripts. No-code tools require zero setup. The tradeoff is flexibility -- code-based tools offer more customization for complex extraction logic, while no-code tools prioritize speed and accessibility. For a deeper dive, see our Reddit Scraper vs PRAW comparison.

The Bottom Line

You do not need to be a developer to scrape reviews in 2026. The same data that PRAW, Scrapy, and Outscraper APIs deliver -- usernames, timestamps, ratings, comment text, metadata -- is now available through no-code tools that take under a minute to set up.

For most users doing product research, competitive analysis, or academic work, Comment Exporter covers the widest range of review platforms in a single extension, with a free tier that lets you start immediately. ExportComments owns the social media niche. Thunderbit offers flexibility for any website. Instant Data Scraper costs nothing. Octoparse handles enterprise-scale complexity.

Pick the tool that matches your platforms and budget. Start exporting.

Install Comment Exporter from the Chrome Web Store -- free Reddit tier, no coding, no API keys, no setup.