Niche research
Shopping & ecommerce apps
Every one of the 36,016 reviews has its own label and complete text below. Choose an app, topic, rating, or search for an exact phrase.
36,016
source reviews in niche
95
apps in corpus
8/8
patterns translated
100%
reviews carry a label
Per-review labelling
21.8% have a specific topic; ambiguous texts are not over-interpreted
36,016 / 36,016
Detailed app labelling
Additional themes formed independently inside each individual product
7 / 95
Evidence threshold and limitations →
Complete niche corpus
All apps and reviews
Every review is labelled. “Deep topics” are formed inside one app; “category topics” use strict cross-category rules and an honest sentiment label for ambiguous remainder.
Showing 95 of 95
- 5miles: Buy and Sell Locally500 reviewsevery review labelledsubscription and paid restrictions · ads disrupt the experience · data, history or progress disappears
- Amazon Shopping500 reviewsevery review labelledsubscription and paid restrictions · crashes, freezes and errors · search fails to find what is needed
boohoo - Shopping & Clothing500 reviewsdeep topicslost orders and denied refunds · wide range, affordable prices, good quality · app crashes and freezes- Brad’s Deals | Curated Deals500 reviewsevery review labelledclear and easy workflow · crashes, freezes and errors · subscription and paid restrictions
- CHICME - Shopping Online500 reviewsevery review labelledsubscription and paid restrictions · they swap your cash refund for store credit · clear and easy workflow
- Etsy: Shop Home, Style & More500 reviewsevery review labelledsubscription and paid restrictions · crashes, freezes and errors · clear and easy workflow
- Grailed – Buy & Sell Fashion500 reviewsevery review labelledsubscription and paid restrictions · crashes, freezes and errors · account bans or deletion without explanation
- KCL: Coupons, Deals, Discounts500 reviewsevery review labelledclear and easy workflow · the app helps achieve the intended result · crashes, freezes and errors
- ROMWE - Ultimate Cyber Mall500 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · a needed feature is missing
- Sam's Club Shopping & Delivery500 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · crashes, freezes and errors
- Shop: All your favorite brands500 reviewsevery review labelledsubscription and paid restrictions · crashes, freezes and errors · inaccurate results and incorrect data
- Slickdeals: Deals & Discounts500 reviewsevery review labelledads disrupt the experience · crashes, freezes and errors · slow performance and long loading times
- Target: Shop. Style. Save.500 reviewsevery review labelledclear and easy workflow · slow performance and long loading times · subscription and paid restrictions
- Vinted: Pre-loved marketplace500 reviewsevery review labelledaccount bans or deletion without explanation · subscription and paid restrictions · a needed feature is missing
- Zulily500 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · crashes, freezes and errors
- Etsy Seller: Manage Your Shop499 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · crashes, freezes and errors
- Nike: Engineered for Athletes499 reviewsevery review labelledcrashes, freezes and errors · subscription and paid restrictions · login, signup and account access
- Nordstrom499 reviewsevery review labelledclear and easy workflow · slow performance and long loading times · crashes, freezes and errors
- Poshmark: Shop & Sell Fashion499 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · account bans or deletion without explanation
- Wayfair – Shop All Things Home499 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · crashes, freezes and errors
- YOOX: Shop fashion online499 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · slow performance and long loading times
- Abercrombie & Fitch498 reviewsevery review labelledclear and easy workflow · crashes, freezes and errors · slow performance and long loading times
- Best Buy: Tech Deals & Savings498 reviewsevery review labelledslow performance and long loading times · crashes, freezes and errors · subscription and paid restrictions
- DHgate-Online Wholesale Stores498 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · stable and reliable performance
- FARFETCH - Shop Luxury Fashion498 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · stable and reliable performance
MANGO - Online fashion498 reviewsdeep topicsclothing quality and brand love · app crashes and fails to load · checkout and payment broken- Old Navy: Shop for New Clothes498 reviewsevery review labelledclear and easy workflow · crashes, freezes and errors · subscription and paid restrictions
- Shopify: Sell online/in person498 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · crashes, freezes and errors
- Wish: Shop and Save498 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · crashes, freezes and errors
- ZARA498 reviewsevery review labelledsubscription and paid restrictions · crashes, freezes and errors · clear and easy workflow
- Forever 21497 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · a needed feature is missing
- Jumia Online Shopping497 reviewsevery review labelledsubscription and paid restrictions · stable and reliable performance · crashes, freezes and errors
- Newegg - Tech Shopping Online497 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · crashes, freezes and errors
- OfferUp Buy & Sell Marketplace497 reviewsevery review labelledads disrupt the experience · subscription and paid restrictions · crashes, freezes and errors
- Rakuten: Cash Back & Deals497 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · slow performance and long loading times
- Fashion Nova: Trendy Shopping496 reviewsevery review labelledsubscription and paid restrictions · they swap your cash refund for store credit · slow performance and long loading times
- Macy's: Shop, Save, and Earn496 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · crashes, freezes and errors
- SHEIN - Shopping Online496 reviewsevery review labelledsubscription and paid restrictions · free gifts that cost you money · crashes, freezes and errors
- Bloomingdale's: Online Store495 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · crashes, freezes and errors
- Namshi - Online Fashion Store495 reviewsevery review labelledsubscription and paid restrictions · slow performance and long loading times · they swap your cash refund for store credit
- StockX - Sneakers and Apparel495 reviewsevery review labelledsubscription and paid restrictions · stable and reliable performance · clear and easy workflow
- UNIQLO: Clothes Shopping495 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · crashes, freezes and errors
- Urban Outfitters495 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · crashes, freezes and errors
- IKEA494 reviewsevery review labelledclear and easy workflow · crashes, freezes and errors · the app helps achieve the intended result
- Garage: Online Fashion492 reviewsevery review labelledclear and easy workflow · crashes, freezes and errors · subscription and paid restrictions
- Banggood Global Online Shop491 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · stable and reliable performance
- Daraz Online Shopping App491 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · crashes, freezes and errors
- Faire Wholesale491 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · the app helps achieve the intended result
Alibaba.com488 reviewsdeep topicswide catalog for wholesale business sourcing · refusal to refund and weak buyer protection · forced frequent updates- Flipkart - Online Shopping App488 reviewsevery review labelledsubscription and paid restrictions · a needed feature is missing · crashes, freezes and errors
- Trendyol: Online Shopping480 reviewsevery review labelledsubscription and paid restrictions · they swap your cash refund for store credit · crashes, freezes and errors
- Back Market - Buy & Sell476 reviewsevery review labelledsubscription and paid restrictions · stable and reliable performance · clear and easy workflow
- DealMoon - Best Deals, Coupons476 reviewsevery review labelledclear and easy workflow · crashes, freezes and errors · privacy and excessive permissions
- Apple Store460 reviewsevery review labelledsubscription and paid restrictions · slow performance and long loading times · an update broke a familiar workflow
- DealDash - Bid & Save Auctions446 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · privacy and excessive permissions
- Mercari: Buying & Selling App425 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · crashes, freezes and errors
- Spaces: Follow Businesses400 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · crashes, freezes and errors
- Temu: Shop Like a Billionaire400 reviewsevery review labelledsubscription and paid restrictions · free gifts that cost you money · ads disrupt the experience
- adidas: Shop Shoes & Clothing398 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · stable and reliable performance
- Amazon Seller397 reviewsevery review labelledsubscription and paid restrictions · crashes, freezes and errors · clear and easy workflow
- Joom. Shopping for every day.397 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · they swap your cash refund for store credit
- HSN: Shopping App for Deals350 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · crashes, freezes and errors
- LTK: Shop Trusted Recs350 reviewsevery review labelledcrashes, freezes and errors · an update broke a familiar workflow · slow performance and long loading times
- ZAFUL - My Fashion Story350 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · they swap your cash refund for store credit
- Lyst: Don’t Shop Around347 reviewsevery review labelledsubscription and paid restrictions · crashes, freezes and errors · clear and easy workflow
- Kohl's - Shopping & Discounts300 reviewsevery review labelledcrashes, freezes and errors · clear and easy workflow · a needed feature is missing
- Rainbow Shops300 reviewsevery review labelledcrashes, freezes and errors · subscription and paid restrictions · slow performance and long loading times
- Whatnot: Shop, Sell, Connect300 reviewsevery review labelledsubscription and paid restrictions · account bans or deletion without explanation · they swap your cash refund for store credit
- CIDER - Clothing & Fashion299 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · delivery brings the wrong item, a broken item, or half the order
- AliExpress - Shopping App291 reviewsevery review labelledclear and easy workflow · stable and reliable performance · subscription and paid restrictions
- H&M249 reviewsevery review labelledcrashes, freezes and errors · clear and easy workflow · subscription and paid restrictions
- ASOS - Discover Fashion Online248 reviewsevery review labelledsubscription and paid restrictions · inaccurate results and incorrect data · clear and easy workflow
- Lazada 7.7 Sale248 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · ads disrupt the experience
ExpertVoice200 reviewsdeep topicsapp bugs and crashes · brand education and quizzes · discounts and savings- PlayStation App200 reviewsevery review labelledcrashes, freezes and errors · subscription and paid restrictions · login, signup and account access
- Woot200 reviewsevery review labelledsubscription and paid restrictions · search fails to find what is needed · slow performance and long loading times
- UNiDAYS: Student Discount App199 reviewsevery review labelledcrashes, freezes and errors · clear and easy workflow · data, history or progress disappears
- Vogacloset – Shop Fashion198 reviewsevery review labelledsubscription and paid restrictions · slow performance and long loading times · they swap your cash refund for store credit
- Blinkit: Groceries & more196 reviewsevery review labelledsubscription and paid restrictions · support does not respond or resolve the issue · stable and reliable performance
- Jane - Boutique Shopping Deals150 reviewsevery review labelledcrashes, freezes and errors · subscription and paid restrictions · login, signup and account access
MAF Carrefour Online Shopping150 reviewsdeep topicsapp bugs and crashes · payment and promo codes · customer support
NET-A-PORTER: Luxury Fashion150 reviewsdeep topicsselection, delivery and packaging · app crashes and bugs · unreachable customer support- ThredUp: Online Thrift Store150 reviewsevery review labelledclear and easy workflow · data, history or progress disappears · crashes, freezes and errors
Blidz - Shop Deals, Save Money148 reviewsdeep topicsapp works and pays out · unauthorized charges · deceptive onboarding- eBay online shopping & selling100 reviewsevery review labelledsubscription and paid restrictions · crashes, freezes and errors · data, history or progress disappears
- Groupon - Local Deals Near Me100 reviewsevery review labelledsubscription and paid restrictions · they swap your cash refund for store credit · support is a bot that runs you in circles
- DealSeek: Coupons & Discounts99 reviewsevery review labelledclear and easy workflow · the app helps achieve the intended result · flexible customization for personal workflows
- Dollar General-Digital Coupons99 reviewsevery review labelledcrashes, freezes and errors · slow performance and long loading times · a needed feature is missing
- PhonePe: Secure Payments App92 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · stable and reliable performance
- Haul Shopping90 reviewsevery review labelledthe app helps achieve the intended result · clear and easy workflow · subscription and paid restrictions
- Famous Footwear - Shop Shoes50 reviewsevery review labelledcrashes, freezes and errors · subscription and paid restrictions · slow performance and long loading times
- Nordstrom Rack: Shop Deals50 reviewsevery review labelledclear and easy workflow · they swap your cash refund for store credit · delivery brings the wrong item, a broken item, or half the order
- Shaw’s Deals & Delivery50 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · crashes, freezes and errors
- Walmart: Shopping & Savings50 reviewsevery review labelledslow performance and long loading times · clear and easy workflow · subscription and paid restrictions
- PUMA | Clothes & Sneakers App49 reviewsevery review labelledclear and easy workflow · crashes, freezes and errors · stable and reliable performance
Across the niche
What repeats across different apps
This is a separate analysis layer: every story has at least 8 signals and appears across at least 3 competitors. Signals may overlap and do not represent market share.