Retailers lose billions in returns because different departments manage returns separately without a unified view, causing fraud and losses to hide between channels. Implementing centralized returns ownership with cross-channel visibility helps retailers identify patterns, prevent fraud, and reduce actual losses rather than just moving problems between departments.
- Retailers lost an estimated $4 billion last year to cross-channel fraud and abuse exploiting the gap between online purchases and in-store returns.
- Siloed departments (loss prevention, e-commerce, store operations, and finance) each track their own metrics while the overall returns problem remains unchanged.
- Disconnected dashboards prevent retailers from seeing customer behavior patterns that only emerge when viewing data across all channels over time.
- A unified returns system with cross-channel visibility distinguishes between loyal customers who return occasionally and fraudulent behavior patterns.
- Finance and CFO teams should take centralized ownership of returns as part of a total retail loss strategy with one shared view of the business.
How retailers manage returns can be like how “Dennis the Menace” cleans his room. The bedroom looks spotless, but open the closet door, and piles of dirty clothes and toys spring out. In other words, retailers think they solved the problem, but they’re just hiding it.
More explicitly, picture an e-commerce team that adds a shipping and restocking fee to online returns. Within a quarter, the team sees the online returns rate drop. They’re happy with the win and move on, except that now the in-store operations team is reporting that the rate of in-store returns is up by almost the same amount that online returns fell. Ultimately, nothing’s changed. The returns issue has just been shoved into the closet.
This is a common problem inside retailer organizations, where teams mistake a falling number for a solved problem, and nobody owns returns as a whole. Loss prevention (LP) oversees fraud and abuse. E-commerce controls the online return rate. Store operations owns what happens at the counter. Finance holds the reserve line on the P&L. Each team can point to a metric that looks better quarter after quarter, but the overall impact of returns goes unchanged, and nobody takes ownership of the overall returns number.
Disconnected data leads to uncoordinated dashboards
One structural reason why there’s more of a siloed approach to how returns get managed inside organizations: LP, e-commerce and store ops are typically working from disconnected data, as opposed to a cross-channel, 360-degree view of the customer. Each dashboard is showing one view of the problem.
One dashboard might highlight customer behavior data online, but it doesn’t show in-store transaction data or in-store return behaviors. A customer service team might see behaviors and metrics on a specialized dashboard for their cases but not have access to broader store data or shopper profile insights.
That gap isn’t just a reporting inconvenience. It’s real money. Retailers lost an estimated $4 billion last year to cross-channel fraud and abuse that specifically exploited the seam between buying online and returning in-store, according to Appriss Retail’s 2026 Total Retail Loss Benchmark Report. That figure exists because the fraud was built, deliberately or not, to live in the gap between two departments’ spreadsheets.
Cross-channel visibility into returns
Retailers with dashboards and access to real-time visibility into how returns are impacting the business across departments create a granular, centralized view of returns.
Consider an apparel shopper who has returned three items online in January. The next month, they return two more purchases at a brick-and-mortar location 40 miles away from their home. In March, they call customer service about a new return. Viewed within each distinct channel, the consumer looks like an average customer, but viewed across the three channels, over time, a pattern emerges that each individual channel couldn’t see.
This also doesn’t mean the shopper is a bad actor. Most of the time, the customers are just frequent returners. But the goal of cross-channel visibility isn’t to treat every repeat returner as a suspect. It’s to give retailers the information to tell the difference between a loyal customer who shops often and returns occasionally versus behavior that’s actually costing the business money. A rules-based system that only sees one channel can’t make that distinction.
Better visibility, better calculations of returns
A system built to unify identity and behavior across every channel gives AI-driven models something rules can't offer: the full picture in one place. That’s what lets a platform surface a pattern fast enough to act on. Otherwise, a quarter’s worth of losses shows up in a reserve account nobody is responsible for shrinking.
Along with a shift in visibility is a shift in ownership, and CFOs and finance teams should take the reins on returns. They need one place where the calculation happens for the whole business, not one channel at a time, and they need financial leaders to monitor returns as part of a total retail loss strategy.
Until one function, or one shared view, owns the whole picture, retailers will keep hitting quarterly targets on paper while the underlying cost sits exactly where it was, just filed under a different name, or hiding in a closet.
