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GeoIp2\Model\City Object ( [raw:protected] => Array ( [city] => Array ( [geoname_id] => 4509177 [names] => Array ( [de] => Columbus [en] => Columbus [es] => Columbus [fr] => Columbus [ja] => コロンバス [pt-BR] => Columbus [ru] => Колумбус [zh-CN] => 哥伦布 ) ) [continent] => Array ( [code] => NA [geoname_id] => 6255149 [names] => Array ( [de] => Nordamerika [en] => North America [es] => Norteamérica [fr] => Amérique du Nord [ja] => 北アメリカ [pt-BR] => América do Norte [ru] => Северная Америка [zh-CN] => 北美洲 ) ) [country] => Array ( [geoname_id] => 6252001 [iso_code] => US [names] => Array ( [de] => USA [en] => United States [es] => Estados Unidos [fr] => États Unis [ja] => アメリカ [pt-BR] => EUA [ru] => США [zh-CN] => 美国 ) ) [location] => Array ( [accuracy_radius] => 20 [latitude] => 39.9625 [longitude] => -83.0061 [metro_code] => 535 [time_zone] => America/New_York ) [postal] => Array ( [code] => 43215 ) [registered_country] => Array ( [geoname_id] => 6252001 [iso_code] => US [names] => Array ( [de] => USA [en] => United States [es] => Estados Unidos [fr] => États Unis [ja] => アメリカ [pt-BR] => EUA [ru] => США [zh-CN] => 美国 ) ) [subdivisions] => Array ( [0] => Array ( [geoname_id] => 5165418 [iso_code] => OH [names] => Array ( [de] => Ohio [en] => Ohio [es] => Ohio [fr] => Ohio [ja] => オハイオ州 [pt-BR] => Ohio [ru] => Огайо [zh-CN] => 俄亥俄州 ) ) ) [traits] => Array ( [ip_address] => 216.73.216.24 [prefix_len] => 22 ) ) [continent:protected] => GeoIp2\Record\Continent Object ( [record:GeoIp2\Record\AbstractRecord:private] => Array ( [code] => NA [geoname_id] => 6255149 [names] => Array ( [de] => Nordamerika [en] => North America [es] => Norteamérica [fr] => Amérique du Nord [ja] => 北アメリカ [pt-BR] => América do Norte [ru] => Северная Америка [zh-CN] => 北美洲 ) ) [locales:GeoIp2\Record\AbstractPlaceRecord:private] => Array ( [0] => en ) [validAttributes:protected] => Array ( [0] => code [1] => geonameId [2] => names ) ) [country:protected] => GeoIp2\Record\Country Object ( [record:GeoIp2\Record\AbstractRecord:private] => Array ( [geoname_id] => 6252001 [iso_code] => US [names] => Array ( [de] => USA [en] => United States [es] => Estados Unidos [fr] => États Unis [ja] => アメリカ [pt-BR] => EUA [ru] => США [zh-CN] => 美国 ) ) [locales:GeoIp2\Record\AbstractPlaceRecord:private] => Array ( [0] => en ) [validAttributes:protected] => Array ( [0] => confidence [1] => geonameId [2] => isInEuropeanUnion [3] => isoCode [4] => names ) ) [locales:protected] => Array ( [0] => en ) [maxmind:protected] => GeoIp2\Record\MaxMind Object ( [record:GeoIp2\Record\AbstractRecord:private] => Array ( ) [validAttributes:protected] => Array ( [0] => queriesRemaining ) ) [registeredCountry:protected] => GeoIp2\Record\Country Object ( [record:GeoIp2\Record\AbstractRecord:private] => Array ( [geoname_id] => 6252001 [iso_code] => US [names] => Array ( [de] => USA [en] => United States [es] => Estados Unidos [fr] => États Unis [ja] => アメリカ [pt-BR] => EUA [ru] => США [zh-CN] => 美国 ) ) [locales:GeoIp2\Record\AbstractPlaceRecord:private] => Array ( [0] => en ) [validAttributes:protected] => Array ( [0] => confidence [1] => geonameId [2] => isInEuropeanUnion [3] => isoCode [4] => names ) ) [representedCountry:protected] => GeoIp2\Record\RepresentedCountry Object ( [record:GeoIp2\Record\AbstractRecord:private] => Array ( ) [locales:GeoIp2\Record\AbstractPlaceRecord:private] => Array ( [0] => en ) [validAttributes:protected] => Array ( [0] => confidence [1] => geonameId [2] => isInEuropeanUnion [3] => isoCode [4] => names [5] => type ) ) [traits:protected] => GeoIp2\Record\Traits Object ( [record:GeoIp2\Record\AbstractRecord:private] => Array ( [ip_address] => 216.73.216.24 [prefix_len] => 22 [network] => 216.73.216.0/22 ) [validAttributes:protected] => Array ( [0] => autonomousSystemNumber [1] => autonomousSystemOrganization [2] => connectionType [3] => domain [4] => ipAddress [5] => isAnonymous [6] => isAnonymousProxy [7] => isAnonymousVpn [8] => isHostingProvider [9] => isLegitimateProxy [10] => isp [11] => isPublicProxy [12] => isResidentialProxy [13] => isSatelliteProvider [14] => isTorExitNode [15] => mobileCountryCode [16] => mobileNetworkCode [17] => network [18] => organization [19] => staticIpScore [20] => userCount [21] => userType ) ) [city:protected] => GeoIp2\Record\City Object ( [record:GeoIp2\Record\AbstractRecord:private] => Array ( [geoname_id] => 4509177 [names] => Array ( [de] => Columbus [en] => Columbus [es] => Columbus [fr] => Columbus [ja] => コロンバス [pt-BR] => Columbus [ru] => Колумбус [zh-CN] => 哥伦布 ) ) [locales:GeoIp2\Record\AbstractPlaceRecord:private] => Array ( [0] => en ) [validAttributes:protected] => Array ( [0] => confidence [1] => geonameId [2] => names ) ) [location:protected] => GeoIp2\Record\Location Object ( [record:GeoIp2\Record\AbstractRecord:private] => Array ( [accuracy_radius] => 20 [latitude] => 39.9625 [longitude] => -83.0061 [metro_code] => 535 [time_zone] => America/New_York ) [validAttributes:protected] => Array ( [0] => averageIncome [1] => accuracyRadius [2] => latitude [3] => longitude [4] => metroCode [5] => populationDensity [6] => postalCode [7] => postalConfidence [8] => timeZone ) ) [postal:protected] => GeoIp2\Record\Postal Object ( [record:GeoIp2\Record\AbstractRecord:private] => Array ( [code] => 43215 ) [validAttributes:protected] => Array ( [0] => code [1] => confidence ) ) [subdivisions:protected] => Array ( [0] => GeoIp2\Record\Subdivision Object ( [record:GeoIp2\Record\AbstractRecord:private] => Array ( [geoname_id] => 5165418 [iso_code] => OH [names] => Array ( [de] => Ohio [en] => Ohio [es] => Ohio [fr] => Ohio [ja] => オハイオ州 [pt-BR] => Ohio [ru] => Огайо [zh-CN] => 俄亥俄州 ) ) [locales:GeoIp2\Record\AbstractPlaceRecord:private] => Array ( [0] => en ) [validAttributes:protected] => Array ( [0] => confidence [1] => geonameId [2] => isoCode [3] => names ) ) ) )
country : United States
city : Columbus
US
Array ( [as_domain] => amazon.com [as_name] => Amazon.com, Inc. [asn] => AS16509 [continent] => North America [continent_code] => NA [country] => United States [country_code] => US )
In today's data-driven eCommerce landscape, Customer Ratings & Reviews Analytics have emerged as a goldmine for understanding real-time buyer sentiment and improving product performance. As consumer voices grow stronger in online marketplaces, extracting actionable feedback becomes crucial for brands aiming to lead in competitive markets like the U.S. Platforms like BestBuy and eBay house millions of verified reviews that offer authentic insights into customer experiences. Leveraging BestBuy and eBay review scraping allows businesses to decode sentiment trends, product preferences, and service gaps across categories. This drives the foundation of product review sentiment analysis USA, empowering strategic decisions.
With a surge in digital transactions and online product research post-2020, U.S. consumer product reviews have seen a 42% increase in volume from 2020 to 2025 (projected). By integrating AI-powered tools for U.S. eCommerce review scraping, brands can automate extraction of structured and unstructured feedback data. This blog explores six problem-solving aspects of review scraping, including technical frameworks, compliance, datasets like Best Buy Product and Review Dataset and eBay Product and Review Dataset, and how Actowiz Solutions enables enterprise-grade sentiment mining through ethical, scalable automation.
From electronics to lifestyle goods, reviews are now the digital word-of-mouth shaping consumer behavior. Over 89% of U.S. consumers consult online reviews before purchasing (Statista, 2024). That’s why U.S. brands analyze product reviews to benchmark performance, flag recurring issues, and fine-tune product features. Platforms like BestBuy and eBay offer rich pools of feedback—spanning ratings, emotions, and buyer expectations.
By tapping into eBay U.S. customer feedback and applying review sentiment analysis in the U.S, marketers can adjust inventory, pricing, and positioning. For example, if users consistently rate a kitchen appliance highly for energy efficiency but complain about durability, brands can tweak materials or packaging for better outcomes.
Successful BestBuy and eBay review scraping requires a hybrid of scraping APIs, rotating proxies, and AI-enabled parsers. Most platforms use JavaScript-heavy structures or pagination-based review loading, requiring dynamic extraction techniques.
By utilizing robust review scraper tools for eBay and BestBuy, businesses can access public reviews without triggering anti-bot mechanisms. From star ratings to verified user tags and timestamps, extracting structured review metadata enhances trend detection and seasonality tracking.
Sentiment mining isn’t just about extracting reviews—it’s about interpreting tone, relevance, and emotional context. With over 20M reviews across both platforms, identifying relevant patterns from raw, diverse feedback is a core challenge.
This process enables extract product reviews from BestBuy USA in a manner that retains linguistic integrity, offering better input for forecasting tools and reputation managers.
Conducting review sentiment analysis in the U.S translates user sentiment into measurable product KPIs. From star rating trends to complaint frequency, structured sentiment data allows:
Using AI-driven eBay feedback data extraction or BestBuy review datasets, brands can score emotional polarity and monitor recurring pain points. This boosts product QA cycles and pre-launch planning for U.S. campaigns.
While both platforms are review-rich, they cater to slightly different audiences. BestBuy is tech-centric and buyer-trust heavy; eBay reflects seller diversity and long-tail products.
Understanding these subtleties enables accurate product review sentiment analysis USA and allows better comparison across listing types, seller attributes, and buyer intent.
Brands must use ethical tools for U.S. eCommerce review scraping that comply with public data policies. At Actowiz, our tech stack supports:
Actowiz's proprietary solution can scrape reviews from BestBuy and eBay in real-time while staying compliant. For example, Web Scraping Best Buy Data helps uncover seasonal changes in review volume, while eBay Best-Seller Product Scraping delivers granular user voice insights across top-rated items.
Actowiz Solutions offers a next-gen platform for brands seeking to master BestBuy and eBay review scraping at scale. With custom pipelines, pre-trained sentiment models, and real-time dashboards, we support:
Our approach enables brands to automate sentiment tracking, discover feedback loops, and boost cross-channel retail performance. Whether you’re building a product launch plan or optimizing an ad campaign, Actowiz provides smart, actionable intelligence from U.S. consumer voices.
In the era of intelligent commerce, review mining is no longer optional—it’s strategic. By extracting structured data using BestBuy and eBay review scraping, your business gains access to the most honest, immediate customer feedback available. Real-time product review sentiment analysis USA enables data-backed decisions in R&D, marketing, and CX. With Actowiz’s ethical, automated scraping tools, you can extract verified reviews, interpret emotional tone, and shape product experiences aligned with real U.S. shoppers.
It’s time to bridge the gap between reviews and results. Start using Actowiz’s review scraper tools for eBay and BestBuy today — and unlock the power of U.S. customer voices! You can also reach us for all your mobile app scraping, data collection, web scraping , and instant data scraper service requirements!
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Coffee / Beverage / D2C
Result
2x Faster
Smarter product targeting
“Actowiz Solutions has been instrumental in optimizing our data scraping processes. Their services have provided us with valuable insights into our customer preferences, helping us stay ahead of the competition.”
Operations Manager, Beanly Coffee
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Data Analyst, Aditya Birla Group
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Organic Grocery / FMCG
Improved
competitive benchmarking
“With Actowiz Solutions' data scraping, we’ve gained a clear edge in tracking product availability and pricing across various platforms. Their service has been a key to improving our market intelligence.”
Product Manager, 24Mantra Organic
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Quick Commerce
Inventory Decisions
“Actowiz Solutions has greatly helped us monitor product availability from top three Quick Commerce brands. Their real-time data and accurate insights have streamlined our inventory management and decision-making process. Highly recommended!”
Aarav Shah, Senior Data Analyst, Mensa Brands
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3x Faster
improvement in operational efficiency
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Business Development Lead,Organic Tattva
✓ Weekly competitor pricing feeds
Beverage / D2C
Faster
Trend Detection
“The data scraping services offered by Actowiz Solutions have been crucial in refining our strategies. They have significantly improved our ability to analyze and respond to market trends quickly.”
Marketing Director, Sleepyowl Coffee
Boosted marketing responsiveness
Enhanced
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“Actowiz Solutions provided accurate Product Availability and Ranking Data Collection from 3 Quick Commerce Applications, improving our product visibility and stock management.”
Growth Analyst, TheBakersDozen.in
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Real results from real businesses using Actowiz Solutions
In Stock₹524
Price Drop + 12 minin 6 hrs across Lel.6
Price Drop −12 thr
Improved inventoryvisibility & planning
Actowiz's real-time scraping dashboard helps you monitor stock levels, delivery times, and price drops across Blinkit, Amazon: Zepto & more.
✔ Scraped Data: Price Insights Top-selling SKUs
"Actowiz's helped us reduce out of stock incidents by 23% within 6 weeks"
✔ Scraped Data, SKU availability, delivery time
With hourly price monitoring, we aligned promotions with competitors, drove 17%
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