G2
Scraping Teardown
Find out everything you need to know to reliably scrape G2,
including scraping guides, Github Repos, proxy performance and more.
G2 Web Scraping Overview
G2 implements multiple layers of protection to prevent automated data extraction. This section provides an overview of its anti-bot systems and common challenges faced when scraping, along with insights into how these protections work and potential strategies to navigate them.
Scraping Summary
G2 is a popular review platform where businesses can learn about software products and services through reviews and ratings given by peers. The platform attracts many data scientists and businesses for web scraping to access the valuable data reflecting actual user experiences and preferences. The website does not appear to have significant anti-scraping systems in place, but the terms and conditions discourage scraping, signaling possible legal risks for scraping. However, the uniform layout of review information would be relatively straightforward to parse. Each review also has a unique url that chatbots could use to efficiently access the data without raising significant suspicion. The site's usage of dynamic CSS and possible anti-scraping measures could pose challenges for parsing and scraping respectively.
Best G2 Proxies
Proxy statistics and optimal proxy providers for scraping G2. Learn which proxy types work best, their success rates, and how to minimize bans with the right provider.
Proxy API Providers
Compare the top proxy providers for scraping G2. See which providers offer the best performance, success rates, and value for your web scraping needs.
ScrapeOps Proxy API Aggregator
Use over 20+ web scraping proxy API providers from a single proxy port. The ScrapeOps Proxy API Aggregator automatically selects the best-performing and most cost-effective provider for each request, continuously monitors performance, and switches providers if one gets blocked. Never worry about CAPTCHAs or bans again—we handle it all automatically.
Compare multiple proxy providers side-by-side using the last 7 days of G2 proxy performance data gathered with the ScrapeOps Proxy API Aggregator.
| Proxy Provider | Enabled Functionality | Cost/ Performance Score | Success Rate | Avg. Success Latency | API Credits | CPM | Provider Plan |
|---|---|---|---|---|---|---|---|
| ScrapeOps | Access all providers above through the ScrapeOps Proxy API Aggregator. We automatically match you to the best provider for each request. Learn more → | ||||||
| Scrapingant | - | 23.5 | 31% | 29.4s | 1 credit | $190 | Enthusiast ($19/month) |
| Scrapingdog | JS Rendering | 15.8 | 97% | 8.8s | 5 credits | $450 | Standard ($90/month) |
| Zenscrape | Residential | 4.6 | 97% | 19.0s | 20 credits | $1,660 | Large ($249/month) |
| ScrapingBee | ResidentialJS Rendering | 3.4 | 13% | 6.0s | 25 credits | $2,075 | Business ($249/month) |
| ScraperAPI | Ultra Premium | 0.0 | 93% | 4.6s | 50 credits | $0 | Enterprise (Custom) |
Residential Proxy Providers
Compare the top residential and mobile proxy providers for scraping G2. See which providers offer the best performance, success rates, and value for your web scraping needs.
ScrapeOps Residential Proxy Aggregator
Use over 20+ residential & mobile proxy providers from a single proxy port. The ScrapeOps Residential Proxy Aggregator automatically selects the best-performing and most cost-effective provider for each request, continuously monitors performance, and switches providers if one gets blocked. Never worry about CAPTCHAs or bans again—we handle it all automatically.
Residential Proxy Performance Comparisons
We're working on bringing you comprehensive residential and mobile proxy provider comparisons. Check back soon for detailed statistics, performance metrics, side-by-side comparisons, and recommendations to help you choose the best residential proxy provider for scraping G2.
G2 Anti-Bots
Anti-scraping systems used by G2 to prevent web scraping. These systems can make it harder and more expensive to scrape the website but can be bypassed with the right tools and strategies.
Cloudflare
Cloudflare provides CDN, cloud cybersecurity, and DDoS mitigation services. Bypassing Cloudflare's protections depends heavily on the which Cloudflare services the website has enabled and the settings they have them set to.
Akamai
Akamai Bot Manager is a bot detection and blocking system that is able to detect bad bots whilst leaving good bots through. Akamai Bot manager can be bypassed using a number of bypassing techniques.
G2 Data
Explore the key data types available for scraping and alternative methods such as public APIs, to streamline your web data extraction process.
Data Types
No data types found
Public APIs
API Description
G2 does not offer a public API for accessing its overall data. Any information made available on the website appears to be displayed directly within the page's HTML.This includes data such as product information, software comparisons, user reviews and the various ratings and rankings the website provides. Despite extensive search, we could not locate any public API or endpoints where such data can be accessed programmatically.
Access Requirements
No API is available for G2, therefore there are no access requirements.
API Data Available
There is no API data available.
Why People Use Web Scraping?
Developers resort to web scraping for G2 as it does not have a public API that can be used to extract data programmatically. This necessitates a more hands-on approach to data extraction through the use of web scraping tools that interact directly with the site's HTML.As data on G2 is generally publicly accessible, meaning it's visible without requiring a user to log in, it's possible for developers to scrape this data and use it for various analytical purposes. Web scraping remains the only viable option to obtain structured, useful data from the site in absence of a public API.
G2 Web Scraping Legality
Understand the legal considerations before scraping G2. Review the website's robots.txt file, terms & conditions, and any past lawsuits to assess the risks. Ensure compliance with applicable laws and minimize the chances of legal action.
Legality Review
G2's robots.txt file reflects a guarded stance towards generic web scraping activities, with restrictions imposed on access to majority of its site sections, while only a few sections are explicitly permissible. However, the Terms of Service could not be retrieved for analysis, leaving ambiguity on the express prohibitions or permissions regarding automated data extraction. While the obscure robots.txt rules cast light on the site's expectations, these alone do not compose a concrete legal hindrance for scraping pages that are publicly accessible.
The primary areas of legal risk when it comes to web scraping typically surrounding authenticated elements, handling of personal data, and attempts to bypass technical access controls – none of which can be confirmed for G2 due to the missing Terms of Service. As it stands, until the actual Terms of Use or API documentation is located, developers should approach G2 with caution, treating scraping as permissible only under specific, often explicitly given, conditions. When dealing with public pages, attention should be focused on respecting crawl rates, steering clear of protected sections and careful management of personal or copyrighted content.
G2 Robots.txt
Does G2 robot.txt permit web scraping?
Summary
The robots.txt file for g2 precludes generic crawlers from accessing its majority of site sections. A set of restricting rules is enacted such as Disallow: /a/, Disallow: /c/, Disallow: /compare/, and Disallow: /enterprise/, among others that impact the scope for commonplace web scraping activities. These directives are equally applicable to all standard user-agents, distinguishing only a scanty set of bots like Googlebot and Bingbot with privy permissions.
In the given configuration, only minimal paths like Allow: / and Allow: /robots.txt are explicitly permissible. The robots.txt does provide a sitemap reference as Sitemap: https://www.g2.com/sitemap.xml. Yet, the practical repercussions point towards a restricting environment for common scraping activities with most dynamic or valuable sections cordoned off. To sum it up, the robots.txt file from g2 implies a restricted attitude towards undiscriminating scraping and selectively allows access to only certain user-agents.
G2 Terms & Conditions
Does G2 Terms & Conditions permit web scraping?
Summary
The terms of service for G2 could not be retrieved at the provided URL. The page returns a 404 and includes no clauses about automated access or data extraction. It states:
"Whoopsiedoodles! We tried really hard but we could not find the page you are trying to reach."
Because the actual Terms of Use are not present here, there are no express prohibitions or permissions to cite regarding robots, spiders, or scrapers, and it is unclear whether restrictions apply to public or logged-in areas. Enforceability would depend on the actual Terms of Use and whether a user has assented to them (for example, by creating an account or continuing to use the service), even when a document purports to set universal rules.
The missing terms page also provides no information about an official API, no references to bypassing barriers such as logins, rate limits, or CAPTCHAs, and no specified consequences (e.g., IP blocking, account suspension, or legal action). Until the correct Terms of Use or API documentation is located, scraping should be treated as only possible under specific conditions—such as obtaining written permission or using an official API if one exists—because any unauthorized automation could be deemed a violation once the governing terms are identified.
G2 Lawsuits
Legal Actions Against Scrapers: A history of lawsuits filed by the website owner against scrapers and related entities, highlighting legal disputes, claims, and outcomes.
Lawsuits Summary
G2 has not been involved in any known legal disputes related to web scraping.
Found 0 lawsuits
G2 Github Repos
Find the best open-source scrapers for G2 on Github. Clone them and start scraping straight away.
Language
Code Level
Stars
InsightScraper
G2 Review Scraper is a powerful tool that extracts product reviews and ratings from G2.com. It utilizes technologies like Selenium and undetected-chromedriver to bypass anti-bot detection and saves the data in a structured JSON format.
Page Types: Product Page
4 months ago
g2-scraper
G2 Scraper is a tool that extracts product details and reviews from the G2 website. It allows users to quickly gather comprehensive data on over 185,000 products within minutes.
Page Types: Product Page, Category Page
2 years ago
Advanced-G2-Scraper
G2 Scraper API provides a comprehensive tool that facilitates access to detailed product, vendor, review, and user data from G2.com. This API allows users to integrate valuable G2 insights into their applications and workflows seamlessly.
Page Types: Product Page, User Profile, Review Page, Vendor Page
8 months ago
g2-reviews-scraper
G2-reviews-crawler is a tool designed for scraping product reviews from the G2 website using Javascript. It utilizes Crawlbase, Firebase, ExpressJS, and Cheerio to fetch and store review data effectively.
Page Types: Product Page, Review Page
2 years ago
g2scraper
g2scraper is a tool designed for extracting data from the G2 website that specializes in software reviews. It enables users to gather valuable insights and information from various pages on the G2 platform.
Page Types: Product Page, Category Page, Review Page
3 years ago
G2_Scraper
g2 is a web scraper that focuses on gathering and analyzing data from G2, a platform for user-generated reviews of software and services. By automating the data extraction process, it enables comprehensive insights into user experiences and product performance.
Page Types: Product Page, Category Page, Review Page
3 years ago
G2_scraper
G2_scraper is a tool that extracts company information from g2.com using Selenium to mimic user behavior. It processes a list of companies and compiles the retrieved data into a structured format, though it faces challenges related to scraping limitations and data consistency.
Page Types: Product Page, Category Page
4 years ago
G2 Web Scraping Articles
Find the best web scraping articles for G2. Learn how to get started scraping G2.
Language
Code Level
How to Scrape Competitor Reviews on G2 Using Clay | Clay
This tutorial demonstrates how to scrape competitor reviews from G2 using Clay, focusing on identifying unhappy users and enriching their data. It provides a walkthrough that includes using a Chrome extension and offers strategies for tailored outreach.
1 min to read
clay.com
9 Best G2 Product Reviews Scrapers in 2025 (Updated)
This guide illustrates how to effectively automate the extraction of product reviews from G2, enabling companies to gather crucial market intelligence and competitive insights. By utilizing modern web scraping tools, users can streamline their data collection efforts and facilitate informed decision-making.
1 min to read
scrapediary.com
How to Scrape G2 Company Data and Reviews
This article shows how to scrape G2.com for company data, reviews, and alternatives that can aid in product comparisons and decision-making. It provides a comprehensive guide with Python code examples to bypass anti-scraping measures and effectively retrieve data from various pages on the site.
1 min to read
scrapfly.io
Ultimate Guide to G2 Scraping - Reviews, Company Data, Categories | Scrape.do
This ultimate guide provides detailed steps on how to effectively scrape data from G2, including reviews, company details, and categories, using Python and the Scrape.do API. It addresses various challenges such as bypassing anti-bot measures like Datadome, showcasing practical code examples and best practices for ethical scraping.
Published
11 months ago
20 min to read
scrape.do
How to Scrape G2 With Puppeteer | ScrapeOps
This guide shows how to scrape data from G2 using Puppeteer, enabling users to extract detailed business reviews efficiently. It covers architecture, setup, and execution of scrapers, emphasizing data extraction and ethical considerations.
1 min to read
scrapeops.io
How to Scrape G2 With Python Requests and BeautifulSoup | ScrapeOps
This guide shows how to scrape G2 using Python Requests and BeautifulSoup, providing detailed steps for creating a scraper that efficiently collects data from G2's review pages. It covers architecture, implementation, legal considerations, and techniques for bypassing anti-bot measures.
1 min to read
scrapeops.io
How to Scrape G2.com With Python, Selenium and Puppeteer | ScrapeOps
This guide shows how to scrape data from G2 using Python, Selenium, and Puppeteer, focusing on extracting business reviews and details. It also covers best practices for data handling, pagination, and proxy integration.
1 min to read
scrapeops.io
G2 Web Scraping Videos
Find the best web scraping videos for G2. Learn how to get started scraping G2.
Language
Code Level
How to Scrape G2 Reviews (Bypass DataDome)
This tutorial demonstrates how to extract reviews and ratings from G2, a leading software review platform, while navigating their stringent anti-scraping measures. It covers techniques for handling issues like heavy rate limiting and bot detection systems to allow for scalable data extraction.
2 months ago
How I Built an AI Agent That Scrapes 90% of the Web (Even Builtwith, G2 & Similarweb)
This tutorial teaches how to build an autonomous web scraper capable of bypassing captchas and firewalls to extract data from various websites, including G2, Crunchbase, and Similarweb. It covers the setup of a multi-agent architecture, premium proxies, and the implementation of a waterfall scraping technique utilizing tools like Appify, Browserless, and ZenRows.
8 months ago
Scrape G2 Reviews for Leads Using Clay (Full Tutorial)
This tutorial teaches how to scrape negative reviews from G2 using Clay in order to identify high-intent leads from competitors' dissatisfied customers. It includes a step-by-step walkthrough on data mapping and enrichment, along with valuable tips for effective lead generation.
8 months ago
Best G2 Scraper? How to Scrape G2 Data in 5 Minutes?
This tutorial teaches how to scrape product and review data from G2 using an API, making it accessible for software sales and product managers. It covers the process of gathering detailed information like product details, reviews, and ratings efficiently.
1 year ago
How to Scrape G2 with Requests and BeautifulSoup
This video tutorial teaches how to scrape important data from G2, including building a search crawler and adding pagination and concurrency to the scraping process. It also covers techniques for bypassing anti-bot measures and storing the scraped data efficiently.
1 year ago
How to Analyze All Negative G2 Reviews of Your Competitors with ChatGPT
This tutorial teaches viewers how to scrape product listings from an e-commerce website using Python. It covers the use of popular libraries for web scraping to extract product names, prices, and descriptions effectively.
2 years ago
How to Find G2 Ratings for Any Company (at scale) | Clay Tutorial
This tutorial teaches viewers how to scrape company ratings from G2 using Clay's integration feature. It demonstrates how to input a company website and retrieve ratings at scale quickly and efficiently.
2 years ago