Blog
Virtual try-on, returns, and conversion, explained.
Ecommerce · 6 min
Customers Order Two Sizes and Return One: Diagnose Clothing Bracketing
A worksheet for finding repeated size orders, separating sizing doubts from visual uncertainty, and testing a change without mistaking engagement for profit.
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Guides · 6 min
Size Charts, Size Recommendations or Virtual Try-On?
Compare three ways to help clothing shoppers decide: garment measurements, size recommendations and visual previews. Choose by the uncertainty you need to resolve.
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Industry · 6 min
Google Doppl Shut Down: What Shoppers and Stores Can Use Instead
Google retired its Doppl try-on app on April 30, 2026. Here is where selfie try-on lives now, for shoppers and for the stores they buy from.
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Ecommerce · 9 min
Shopify Size Charts: Help Customers Compare Garment Measurements
Turn a favourite garment into a useful sizing reference. Publish clear garment measurements, connect the right chart to each product and make it usable beside the size selector.
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Ecommerce · 6 min
Ecommerce Conversion Rate by Sector: 2026 Benchmarks (and Why Fashion Lags)
What counts as a good ecommerce conversion rate, why the number swings so much by sector, and the one lever that closes fashion's built-in conversion gap.
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Guides · 6 min
How to Increase Fashion Ecommerce Sales: Diagnose Before You Optimize
A practical conversion guide for clothing-store owners: distinguish weak traffic, product-page uncertainty and checkout friction, then choose one measurable change.
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Ecommerce · 7 min
Ecommerce Returns Management: Policy, Logistics, and Prevention (2026)
A complete view of returns management for fashion stores: the policy and withdrawal rules, the reverse-logistics cost, the KPIs to track, and why prevention beats processing.
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Ecommerce · 6 min
Fashion Ecommerce Return Rates in 2026: Benchmarks and What Drives Them
Why clothing returns more than any other category, what the 2026 benchmarks actually look like, and the single driver that decides most of your fashion return rate.
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Guides · 6 min
How to Reduce Clothing Returns: Match the Fix to the Cause
A step-by-step return-reduction plan for fashion merchants: measure comparable delivered cohorts, identify product-level causes and choose the right intervention.
Read more →Guides · 6 min
Virtual Try-On Apps for Shopify: How to Choose for Your Clothing Store
Compare aisthetix, GenLook and Antla for photo try-on, and distinguish Sizebay size guidance. Includes verified sources, total-cost questions and a practical pilot checklist.
Read more →Ecommerce · 6 min
Ecommerce Returns: Average Return Rate and How to Reduce It (2026)
What is a normal ecommerce return rate, what counts as good, and which levers actually lower it. An honest look at the benchmarks and how to measure your own.
Read more →Ecommerce · 7 min
Size-Related Returns: Find the Fit Problem Before Buying a Tool
Measure size-related returns with a consistent formula, separate physical returns from refunds, and choose an intervention for the products that need it.
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Returns Management or Returns Prevention: Which Does Your Store Need?
Choose Shopify returns software around the problem you can observe. Separate processing costs, product-page uncertainty, physical returns and retained revenue.
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Guides · 6 min
How to Add Virtual Try-On to Your Shopify Store (No Code)
A practical walkthrough of adding virtual try-on to a Shopify product page with a theme app embed, plus a checklist for choosing a try-on app you will not regret.
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Analytics · 6 min
Is Virtual Try-On Worth It? Separate Attributed Sales from Profit
A try-on sale is not automatically an extra sale. Use a worked example to distinguish usage, attribution, incremental orders and contribution after returns.
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Privacy · 5 min
Virtual Try-On and Shopper Privacy: What Merchants Should Check
Try-on means shoppers upload photos of themselves. Here are the questions to ask any try-on vendor about photo storage, consent, and store data access.
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Ecommerce · 5 min
How Virtual Try-On Reduces Returns for Shopify Fashion Stores
Returns eat into margins for online apparel. Here is how letting shoppers visualise products on real bodies can lower return rates and lift buyer confidence.
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