Tech
How to Scrape Reviews from Popular eCommerce Websites?
Know how to scrape reviews from popular e-commerce websites with expert tools & techniques to help you leverage customer reviews for business growth
Introduction
Getting information from online stores is helpful for businesses to compete better online. This data includes details about products, how much they cost, and what customers think of them. Experts can scrape reviews from popular eCommerce websites that are vital for businesses. These reviews are honest opinions from people who have bought and used the products. So, if a company wants to understand how well its product is doing or what people think, they can check these reviews on ecommerce websites. However, collecting these reviews automatically from different websites can be tricky. Not all companies have the right tools or knowledge to do it efficiently. Using special automated tools to get this information is much faster and easier. With this data, companies can see what their competitors are selling, how they price their items, and what customers like or don’t like about them.
What is eCommerce Review Scraping?
Ecommerce review scraping is a tool used to gather customer reviews from online shopping websites. Instead of reading each review individually, the tool automatically visits the website, finds the reviews, and collects them for you. This protocol contains awareness on customer sentiments, tastes, and opinions about merchandise or solutions administered through these online sites. The sourced data can be filtered, organized, structured, and stored in a repository for subsequent analysis – for instance, market research, competitive analysis, and sentiment analysis. On the other hand, E-commerce Review Scraping must be done in the right way that supports the terms of use, robots.txt rules, and moral practices which will always keep the business on the right side of the law and ethics.
Tools for Scraping E-commerce Websites:
There are various tools available to scrape reviews from popular eCommerce websites that can be easily utilized in strategic business decisions.
Scrapy:
Scrapy is the scraping package which is open sourced and written in the Python language. It is meant to garner and not just any kind of data, but from websites in the most swift, competent and numerous manner possible. Scrapy is designed to help you get your data faster through an automated toolset that includes libraries for website scraping and structured data extraction. It can visit web pages, click on links, and grab data. It’s good at finding its way through big websites with many pages. It is best for large projects where you need to gather a lot of data from many different pages on a website.
Beautiful Soup:
A Python module termed Beautiful Soup is used to gather information from HTML or XML pages on the internet for the purpose of web scraping. It offers a collection of user-friendly tools for perusing and finding content within XML documents. The user can search for a specific text within the web page documents with the help of these tools. It can look at a webpage’s code and find the parts you’re interested in, like prices or product names. It is best for simple tasks where you want to find specific details on a webpage without doing a lot of complex navigation.
Selenium:
Web browser automation is the main use for Selenium, a potent open-source technology. Developers and testers may interact with web browsers programmatically with the help of a set of tools and libraries it offers, automating operations like form filling, button clicking, web page navigation, and content scraping. It can open web pages, click buttons, fill out forms, and even scroll down pages. It’s like having a virtual assistant browsing the web for you. It is best for websites with many advanced features that require you to log in to see the data you want.
Puppeteer:
Google created the Node.js module Puppeteer, which offers a high-level API for controlling Chromium or Chrome through the DevTools Protocol. It enables automated execution of many online-related tasks by developers, such as web scraping, automating browser activities, and creating screenshots. Puppeteer is similar to Selenium but works with the Chrome browser. It can do everything a browser can do, like open pages, click links, and take screenshots. It’s especially utilized at working with websites that use modern web technologies. It is best for websites built with new technologies or frameworks like React or Angular.
Key Highlights of the Web Scraping Tools:
When choosing a tool, think about the kind of website you’re scraping and what you want to do with the data. Each tool has its strengths, so picking the right one can make your scraping project much easier and more successful. These tools can be helpful for businesses when they leverage web scraping services from experts:
- Scalability:
If you’re planning to scrape many pages or websites, Scrapy or Puppeteer might be your best choice for a smooth review scraping process. They can handle big tasks without getting overwhelmed.
- Ease of Use:
Beautiful Soup is a great starting point if you’re new to scraping or want something straightforward. It is the beginner-friendly option that gets the data extraction process done.
- Flexibility:
If you need a tool to handle tricky tasks or work with complicated websites, both Selenium and Puppeteer are flexible and can adapt to different situations.
How to Scrape Reviews from e-Commerce Websites?
The steps for scraping product and customer reviews from e-commerce websites to ensure smooth data extraction process:
- Choose the Right Tool:
Pick a tool that helps collect data from websites which includes some popular choices are Scrapy, Beautiful Soup, and Selenium. Experts should choose the most suitable tool and technologies suitable for project requirements.
- Identify the Target Website:
Choose an e-commerce website, like Amazon or eBay, where you want to scrape reviews. Check the website’s terms of service to make sure scraping is allowed. It also requires ethical practices to ensure a smooth extraction process.
- Inspect the Website:
Use the browser’s “Inspect” tool to see where the reviews are on the webpage. Experts can look for labels or names like “review” or “rating” in the website’s code. They can extract the reviews by using automated methods.
- Write the Scraping Code:
Write instructions for the tool to find the product pages, load reviews, and copy the review details to ensure a smooth extraction process.
- Handle Pagination:
Some websites have many pages of reviews which makes it tough to extract reviews in one go. Experts can use the tool where it becomes easy to go to the next page to get all reviews.
- Implement Delays:
To ensure a safe extraction process, make the tool wait a bit between actions to avoid being blocked by the website.
- Store the Data:
After the extraction process, this data can be saved in the required format. Experts can save the scraped reviews in files like Excel or in a database for easy access and analysis.
- Respect Robots.txt:
Check if the website has a “robots.txt” file to see if scraping is allowed or restricted.
- Test Your Script:
Before scraping many pages, test your tool on a few pages to make sure it works correctly.
Applications of E-commerce Product Review Scraping:
Ecommerce review scraping can be done by using modern tools and techniques. A variety of web scraping services are available to extract popular e-commerce websites, providing useful information to companies in the e-commerce industry. These are a few important uses:
- Understanding Customer Preferences:
E-commerce websites have a lot of product reviews written by customers. By scraping these reviews, businesses can learn what customers like or dislike about products.
- Brand Monitoring:
Businesses can keep an eye on what customers say about your brand or products. It helps businesses know if there are any problems or complaints that need to be addressed.
- Competitor Analysis:
It becomes easy to look at what customers say about your competitors’ products and services. It helps businesses spot opportunities to improve their own products or offer something better.
- Natural Language Processing (NLP):
NLP is using technology to understand and analyze human language. NLP helps in developing voice assistants, translation services, and other smart technologies. The text from scraped reviews can be used to train NLP systems to better understand customer feedback.
- Fraud Detection:
It is finding and stopping counterfeit or fake products on the website. It is important that counterfeit products can harm a brand’s reputation and sales. It helps businesses by Negative reviews might hint at fake products. By scraping reviews, businesses can identify sellers who might be selling inauthentic items and take action.
Conclusion
Web scraping services can be helpful in gathering information, but it’s essential to do it legally, ethically, and respectfully of the website’s rules and users’ privacy. Always check the website’s terms and follow best practices when scraping. These tools also give companies unique insights they wouldn’t easily find on their own. For instance, companies can decide on the best prices to make more money by checking how prices change over time. This helps them make better decisions, make their products look better online, and keep up with the competition online. Ecommerce review scraping helps businesses listen to customers, improve products, protect their brand, stay competitive, advance technology, and fight against fake products.
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Tech
Shaping the Future of Global Health: ‘Go Healthy with Taiwan 2026’ Unveils Top 20 Innovators from 62 Nations
Global campaign shatters records with 832 proposals, spotlighting breakthrough solutions in Smart Healthcare and Sports Tech.

The 20 Semifinalists for the “2026 Go Healthy with Taiwan” competition.
The “Go Healthy with Taiwan 2026” global proposal campaign has selected 20 semifinalists from 832 proposals across 62 countries, with two more rounds of selection still to come. The 20 shortlisted teams hail from 16 countries worldwide, including Australia, Brazil, Canada, Ethiopia, France, India, Israel, Japan, Malawi, New Zealand, Philippines, Poland, Spain, Tunisia, Ukraine, and U.S.A., fully demonstrating strong international diversity and innovative energy.
This campaign is organized by the International Trade Administration (TITA), Ministry of Economic Affairs, Taiwan, and implemented by the Taiwan External Trade Development Council (TAITRA). This year’s campaign grew sharply: entries came from 62 countries and totaled 832, up 30% from last year’s 638 entries from 55 countries. The jump shows how many innovators worldwide now want to work with Taiwan’s health and sports technology companies.
The 20 teams work in two areas: 11 projects in Smart Healthcare, such as AI screening tools, remote patient monitoring, and better equipment for clinics, and 9 in Sport Tech & Cycling, such as injury prevention, rehabilitation, exercise for older adults, and safer cycling. The cohort features a rich variety of organization types, mostly companies (70%) with products already on the market, plus NGOs, government bodies, and universities that work directly with patients and communities. They vary in size too: small and mid-sized firms make up 45% of the list, with large companies making up the rest. Whatever the technology, the teams are chasing four goals: finding illness earlier, making care affordable in rural and under-served areas, helping people move safely, and helping older adults stay independent.
Here is how the 20 teams line up against those four goals:
Finding illness earlier
- Horus ML S.L. (Spain) — AI that screens for heart disease risk.
- Masima: Macunaima Solucoes Em Imagens Medicas Ltda (Brazil) — AI-driven quantitative brain CT and MRI analysis developed with Taiwanese digital health platforms.
- Myant (Canada) — smart clothing that tracks vital signs continuously.
- Neodocs (India) — reads a urine test strip with a smartphone to screen for kidney disease in 30 seconds.
- Skin Scan Sp. Z O.O. (Poland) — AI that screens skin lesions.
Making care affordable in rural and under-served areas
- Cardiac Centre Ethiopia Cardiac Centre Ethiopia (The Children’s Heart Fund of Ethiopia) (Ethiopia) — offline-first cardiovascular and NCD clinical decision support for grassroots health centers.
- Municipal Non-Profit Enterprise “Central City Clinical Hospital of Ivano-Frankivsk City Council” (Ukraine) — rebuilding high-standard operating rooms with Taiwanese equipment.
- PragmaClin Research Inc. (Canada) — 3D cameras and AI that measure Parkinson’s symptoms, bringing assessment to rural patients.
- The word for the world in Malawi (Malawi) — IoT water sensors and hydroponic systems to secure safe drinking water and combat child malnutrition.
- Warux Health Ltda (Brazil) — Taiwan’s contactless vital-sign AI built into WhatsApp care services.
Helping people move safely and avoid injury
- ASENSEI Inc. (U.S.A.) — real-time movement analysis for gyms and fitness coaches.
- Be Bike (Brazil) — smart sensors on delivery riders’ e-bikes to cut downtime and fatigue.
- Espace Vélo (Tunisia) — Edge AI in a smart health mobility platform.
- INSEP – Institut National du Sport, de l’Expertise et de la Performance (France) — an injury prevention platform for athletes.
- OfficeMax New Zealand (New Zealand) — smart e-mobility packages for corporate green commuting and employee wellness.
Helping older adults stay active and independent
- E.Tel Communications Pty Ltd (Australia) — wandering detection for people with dementia.
- EnduCloud / Tomer Geminder (Israel) — exercise prescriptions for older adults.
- Sakai Medical Co.,Ltd. (Japan) — Taiwanese equipment that helps older adults live independently.
- Symbio Assistech Pvt LTD (India) — a cabin-sized folding wheelchair built with Taiwanese precision parts.
- UST Technovation Society (Philippines) — smart e-bikes and trainers with biometric monitoring for cardiac and chronic disease rehabilitation.
Because each proposal is built around Taiwanese products and technologies, these ideas also have a clear path from prototype to wide, everyday use.
The 20 semifinalist teams will now work one-on-one with industry experts to improve their proposals. The campaign is scheduled to officially announce the final 6 shortlisted teams in early November. Those 6 teams will be invited to Taiwan to pitch in person. Three of them will be chosen as winners, and each will receive US$30,000. Expectations are high as to who will take home the top honors—stay tuned! For comprehensive details regarding all 20 shortlisted proposals, please visit our official website: https://gohealthy.taiwanexcellence.org/
About the Go Healthy with Taiwan Campaign
“Go Healthy with Taiwan” is a global proposal campaign aimed at connecting global innovators, institutions, and organizations with Taiwan’s health and wellness industry to jointly develop new solutions for health and wellbeing.
The 2026 campaign, themed “Designing Healthier Futures Together,” focuses on Cycling, Fitness & Sports Technology, and Smart Healthcare. Participants are encouraged to incorporate Taiwanese products, technologies, services, or business models into their proposals. Selected participants will receive expert mentorship and have the opportunity to engage with Taiwan’s industry ecosystem.
Tech
How to Secure GCP Workloads in Production
According to Google Cloud, misconfigurations remain the main risk when it comes to running workloads in production on Google Cloud Platform (GCP). In 2025 alone, businesses across various industries faced financial loss of over 10.22 million dollars due to a data breach. This is why securing GCP environments should be treated as an ongoing job and done with diligence.
In this article, we’ll break down how to protect GCP workloads in production and keep your systems safe without turning your workflow upside down. Let’s get right into it.
Build Security on a Strong Identity Foundation
GCP uses Identity and Access Management (IAM) to decide who can do what. While this sounds simple and pretty obvious, this is where most teams trip up. Instead of giving specific roles to each user, group, or service account, they hand out broad roles like Project Editor or similar and end up with too many users having permissions that they don’t need.
Don’t make that mistake. Stick to the principle of least privilege.
- Give users and services only the access they really need, even if that means spending more time on setup.
- Make sure to regularly run the IAM Policy Analyzer to find out what users have what access and how many of them they use, so you can further tighten access control.
- Avoid relying on service account keys.
Once widely popular, these service account keys have become easy prey for cyber attackers who steal them from phishing and infected devices. Instead, opt for Workload Identity Federation and multi-factor authentication.
These simple precautions can help prevent breaches and give you more organized access control.
Segment Your Network Like a Pro
Your network is your first line of defense. If protected, no attacker will be able to get in. This is why segmentation should be given particular attention. Use Virtual Private Clouds (VPCs) for different environments like development, staging, testing, and production workloads. This way, if attackers somehow get into one area, they won’t be able to move across other environments.
Next up, give your attention to VPC Firewalls. Oftentimes, they are set up to allow traffic on all ports, which exposes sensitive data to breaches. Make sure to tweak the setup, ensuring they only allow traffic that is necessary.
For highly sensitive data, you can go a step further and add VPC Service Controls. This will let you draw a perimeter across specific Google-managed services (Cloud Storage, BigQuery, etc.) so that data can only move to approved networks. For example, if someone gains login credentials, they won’t be able to copy data out of that designated VPC security perimeter.
Use Built-In GCP Security Tools Early
Many teams make the mistake of waiting too long before finally deciding to set up security tools. And while GCP offers a solid suite of built-in services for building applications, the intricacies that come with it often limit flexibility and introduce unnecessary challenges. This is why opting for GCP security tools from the outset is often the best decision for many organizations.
Encrypt Data
Data encryption is a vital step in securing sensitive production data. The good news is, GCP automatically encrypts data at rest with Google-managed keys, but as an extra step, especially for regulated industries like healthcare, finance, etc., you can use Customer-Managed Encryption Keys via Cloud KMS on services like Compute Engine disks or BigQuery tables.
To eliminate the risk of possible key theft, ensure that:
- You store these keys along with your important assets, such as personal databases or financial records.
- You run automatic rotation at least once every 90 days.
For application secrets like API keys, certificates, and passwords, use Secret Manager instead of hard-coding them. Google guidance emphasizes the importance of storing “keys, passwords, certificates, and other sensitive data” in managed services, not in code.
Set up tight IAM policies on these secrets. They should only be accessible to developers at runtime and a few admins who’ve been granted access to rotate or delete them. This will add a strong layer of protection to your environment and reduce the chance of misuse or data leaks.
Harden Your Computer Workloads
Lock down the machines and containers themselves. For Virtual Machines (VMs), always use Shielded VMs, which are easy to enable simply by clicking the box on creation. This will enforce secure boot and firmware verification to prevent low-level compromise.
Keep all operating systems and container images patched. If not done already, make sure to enable OS patching or vulnerability scanning. For GKE containers, use tools like Container Analysis or Binary Authorization to scan container images for CVEs and only allow deployment of images signed by your CI/CD pipeline.
Finally, make it a rule to run only essential services on each host and avoid installing all services just in case. Containers and VMs should be treated as single-purpose workloads. For example, if you’re using Kubernetes, don’t run your own SSH daemon in pods.
Continuously Monitor, Audit, and Respond
You can’t fix what you don’t see. This is why it’s vital to continuously monitor what’s happening in your system and make adjustments. Enable Cloud Audit Logs for all admin and data access, and send these logs to a central logging project or SIEM as per Google recommendations. This will help your team spot any sudden new grants and block them from breaking into the workload.
Keep tabs on things like:
- Failed login attempts;
- Unusual traffic spikes;
- Changes in IAM policies.
Use Security Command Center (SCC) Premium to compile a list of all security findings from multiple resources and receive reports on threat detection events. Google stresses that this tool is particularly good at catching broadening of access and permissions, which is often the major reason that leads to breaches.
Make sure to set up alerts for unusual events. Cloud logging can trigger alerts on patterns like IAM roles being changed outside the usual change window or unusually large GCS object reads. Your audits should be thorough and regular.
Final Thoughts
To bring it to the chase, securing GCP workloads in production isn’t a “done-and-forget-it” job. It’s an ongoing work that requires constant attention and adjustments. However, if you combine the right tools, approach, and tight control over everything that happens in your system, the new habit of keeping your system safe can save you millions of dollars that could be lost due to malicious attacks.
Tech
Military-Grade Tested: How RETEVIS Industrial Two Way Radios Survive Extreme Environments
We translated 19 brutal MIL-STD-810H lab tests into real-world reliability for job sites. Here’s what it means for your gear.
See how RETEVIS Industrial Two Way Radios like RETEVIS RB48 series prove their reliability. We break down the extreme MIL-STD-810H military testing they pass and what that means for durability on your construction site or factory floor.
The claim of “military-grade” gets tossed around a lot in consumer tech, often with little to show for it. But for companies building tools that people’s safety and livelihoods depend on, that claim needs to be backed by a verifiable pedigree. For RETEVIS Industrial Two Way Radios, that proof comes in the form of a 47-page, third-party test report. Their RETEVIS RB48 and RB648 series radios have been subjected to—and passed—the full gamut of 19 environmental tests outlined in the U.S. Department of Defense’s MIL-STD-810H standard.

But what does a standard designed for gear that might be airdropped or mounted in a armored vehicle actually mean for a construction foreman, a warehouse manager, or an outdoor adventure guide? We decoded the technical report to translate these brutal lab trials into real-world job site and off-grid reliability.
The Test Chamber as the Ultimate Proving Ground
The official MIL-STD-810H certification, conducted by an accredited lab like GRG Metrology & Test, puts devices through a gauntlet that simulates years of worst-case-scenario abuse in a matter of weeks. For RETEVIS Industrial Two Way Radios, the testing highlights include:
Procedure I – Low-Pressure Operation: The radios functioned normally at an atmospheric pressure equivalent to 15,000 feet of altitude. Real-World Translation: Reliable performance for high-altitude mining, mountain rescue, or aviation ground operations.
Procedure I – Temperature Shock: Units were violently cycled four times between a -40°C (-40°F) deep freeze and a +85°C (185°F) oven in under a minute per transition. Real-World Translation: The radio won’t fail when moved from a freezer warehouse to a sun-baked refinery pipeline or left in a truck overnight in a prairie winter.
Procedure I – Immersion: Submerged in 1 meter of water for 30 minutes. Real-World Translation: It survives being dropped in a mud puddle, used in a torrential downpour, or rinsed off after a dusty shift.
Procedure I & II – Blowing Dust & Sand: Subjected to high-velocity dust and sand storms for multiple hours. Real-World Translation: Internal components stay protected in the abrasive, particulate-filled air of a demolition site, desert oil field, or grain handling facility.
Procedure I & V, VI – Shock and Vibration: Endured repeated 40G and 75G mechanical shock pulses and hours of variable-frequency vibration. Real-World Translation: They withstand the constant jolts inside a heavy machinery cab, the rattling on a forklift, or the impacts from accidental drops on concrete.
“The goal isn’t to create an indestructible brick, but a highly functional tool that is predictably reliable,” explains a RETEVIS engineer. “We design our RETEVIS Industrial Two Way Radios to pass these specific tests because they are a proxy for real-world extremes. If our radios work here, we have high confidence they’ll work for years on a demanding worksite or outdoor expedition.”
Beyond the Battlefield: From Military Spec to “Industrial-Grade” Clarity
This hardware-level toughness is foundational to RETEVIS’s 2026 brand promise: “The Signal Never Drops.” The company is leveraging this engineering credibility to do more than just sell radios; it’s aiming to educate the market. This effort includes the recent release of an “Industrial Wireless Communications Reliability Standard Guide,” a public whitepaper that breaks down device reliability into three clear, actionable tiers.
“Passing MIL-STD-810H is our internal benchmark and the origin of our product’s reliability,” the engineer states. “The public-facing standard is how we help customers choose. Does a campground manager need the same radio as an offshore oil rig mechanic? Probably not. Now there’s a clear framework to understand that difference and select the appropriate RETEVIS Industrial Two Way Radio for the task.”
Why This Matters for Professionals and Outdoor Workers
For businesses, this proven resilience translates directly to lower total cost of ownership (fewer replacements), reduced downtime, and enhanced safety compliance. For expanding user groups like family adventure teams, backcountry hikers, or event organizers, it means trustworthy communication when there’s no cellular signal and conditions get rough.
This move represents a significant shift in a market saturated with buzzwords. By open-sourcing its engineering philosophy and using objectively verified military testing as a baseline, RETEVIS challenges the entire industry to elevate its standards. In environments where a dropped signal means more than static—it could mean a missed safety warning, a delayed critical shipment, or a stranded hiker—this level of transparency and proven performance is becoming essential.
Where to Get the Tested Reliable Comms Gear:
For professionals and prepared individuals seeking this level of verified durability, the RETEVIS RB48 series Industrial Two Way Radios are available for purchase. You can find the latest models and kits on RETEVIS Official Amazon Storefront.
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