Research index
Current commerce research desks.
Start with the operating decision in front of you. These desks connect to live, clearly labeled dossiers—not a complete map of every category we expect to cover.
Storefronts
Choose the operating foundation for catalog, checkout, orders, and integrations.
Open the desk 02Payments
Compare fee mechanics, payment methods, international costs, and checkout control.
Open the desk 03Customer support
Connect channels, agent work, automation, and order context.
Open the desk 04Shipping & fulfillment
Evaluate inventory, warehousing, delivery, tracking, returns, and exceptions.
Open the desk 05Inventory & operations
Stock, purchasing, production, and multichannel order management—and when Shopify's built-in tools are enough.
Open the desk 06Print on demand & dropshipping
Sell products you never stock: unit costs, memberships, shipping, and supplier risk.
Open the desk 07Marketplaces & seller tools
Amazon, Walmart, eBay and Etsy fees side by side, and the software sellers use for ads, repricing, analytics and reimbursements.
Open the desk 08Subscriptions
Subscription apps for Shopify compared by how they charge: free, flat fee by revenue tier, or fee plus a percentage.
Open the desk 09Reviews & UGC
Product review and photo-review apps compared by monthly cost at real order volumes.
Open the desk 10Finance & working capital
Accounting sync costs and how ecommerce financing is priced, from Shopify Capital to revenue-based funding.
Open the desk 11WooCommerce hosting
Hosts compared on intro versus renewal prices and the plans they recommend for stores.
Open the desk 12Analytics & attribution
Compare web analytics, ecommerce BI, attribution, MMM, incrementality, data access, and pricing models.
Open the desk 13Conversion optimization
Research experimentation, personalization, profit-aware measurement, performance, and governance.
Open the desk 14Lifecycle marketing
Compare email, SMS, and retention platforms by billing unit, consent, data, attribution, and total cost.
Open the desk 15Creator & affiliate commerce
Evaluate tools for creator partnerships, affiliate programs, gifting, creator storefronts, and performance workflows.
Open the deskCoverage standard