Retail & E-commerce

Ecommerce returns are online purchases a customer sends back to the retailer for a refund, an exchange, or store credit. The ecommerce return rate is the share of online sales, by units or by revenue, that comes back in a given period, and returns management is the process of receiving, inspecting, restocking, and…

A hotel mystery shopper is a trained evaluator who books, stays at, and scores a hotel anonymously against a checklist of brand and service standards, posing as an ordinary guest. The shopper reports on reservations, check-in, the room, housekeeping, dining, and how staff handle requests and problems.

Retail employee engagement is how committed and involved store associates are in their work and their store. Engaged associates help shoppers find what they need, flag problems to managers, and stay longer, and retailers measure it with employee surveys tied to store results like sales, shopper satisfaction, and…

Retail foot traffic analysis is the practice of measuring how many people visit a physical store, when they arrive, how long they stay, how often they return, and how many of them buy. Retailers use it to staff stores, judge marketing, compare locations, and decide where to open or close.

Chewy is the clearest public example of ecommerce customer experience working as a growth engine rather than a cost center. In fiscal 2025, Chewy reported $12.60 billion in net sales, 21.3 million active customers, and $591 in net sales per active customer, according to its fiscal 2025 annual report.

Omnichannel customer experience is the single, continuous experience a shopper has with a retailer as they move between channels (store, website, app, delivery, returns, and support) and the degree to which those channels behave like one brand that remembers them.

A retail customer experience survey is a structured way for a store-based retailer to collect feedback from shoppers about a specific visit (service from store associates, product availability, cleanliness, checkout, and overall satisfaction) and tie that feedback to the store, day, and team that delivered it.

Shopper insights are the evidence-backed explanations of why a shopper chose a specific product, brand, store, or channel at the moment of purchase, including what else they considered and what nearly changed their mind.

The best post-purchase survey tools in 2026, ranked by how much buying reasoning they actually capture, are Perspective AI (#1), Fairing, KnoCommerce, Zigpoll, Grapevine, Okendo, and Bizrate Insights.

Retail has the richest behavioural data of any industry and the thinnest explanation of it. Foot traffic counters, point-of-sale systems, loyalty programs, location analytics and ecommerce clickstream together produce an extraordinarily detailed record of what shoppers did — which stores they entered, what they…

Every checkout abandonment tool on the market is a recovery tool, and Perspective AI is the only one on this list that answers the question recovery can't: why the shopper left.

Product review platforms for DTC brands are built to convert, not to explain — and the honest way to rank them is on two separate lenses. On the conversion lane (stars, photo and video UGC, review request emails, retailer syndication), Judge.me leads on accessibility with a genuine free tier, Yotpo leads on bundled…

Perspective AI is the best returns management software companion in 2026 when the lens is reason depth — understanding why an item came back — because it interviews the returner in open language instead of asking them to pick a code.

The strongest Qualtrics alternatives for retail and ecommerce in 2026 are Perspective AI for conversational post-purchase, returns, and abandonment research, Medallia Experience Cloud for enterprise store-level programs, and InMoment XI for cross-channel journey measurement.

Ecommerce customer lifetime value (CLV) is the total gross profit a store earns from a single customer across every order they place, modeled as average order value × purchase frequency × customer lifespan, then adjusted for gross margin.

Ecommerce customer retention is the discipline of turning one-time buyers into repeat customers, and it is where most direct-to-consumer (DTC) brands leave money on the table.

Omnichannel customer experience is a unified approach to serving customers across every channel — web, mobile app, email, chat, phone, in-store, and social — in which each interaction shares the same context, so the customer feels like they are dealing with one organization rather than a chain of disconnected departments.

Grocery customer experience is the sum of every interaction a shopper has with a grocery brand across store, app, delivery, and loyalty program — from finding a parking spot and scanning the produce for freshness to receiving a substituted item in a delivery order and deciding whether the points were worth the trip.

Instacart's customer experience is the end-to-end journey a grocery-delivery customer moves through on the Instacart marketplace — browsing a retailer's catalog, placing an order, watching a gig shopper pick and substitute items in real time, and rating the delivery afterward on a 1-to-5-star scale.

The best Medallia alternatives retail and e-commerce teams are adopting in 2026 lead with Perspective AI, an AI-first platform that runs conversational post-purchase and cart-abandonment interviews instead of static surveys.

The best retail customer experience software in 2026 is the platform that captures why shoppers behave the way they do — not just whether they were "satisfied" on a 1–5 scale.

Ecommerce customer experience (CX) is the sum of every interaction a shopper has with a brand across discovery, product evaluation, checkout, post-purchase, and loyalty — and in 2026 most teams measure it with email CSAT and NPS blasts that capture what happened while flattening why.

Klaviyo (NYSE: KVYO), the publicly-traded marketing automation platform that IPO'd in September 2023 at roughly a $9B valuation, serves more than 167,000 ecommerce brands and powered $63B+ in attributed customer revenue across the 2024 holiday quarter.