WEBINAR

The New Economics of Fraud: why attacks are cheaper and more networked.

Watch the Recording

Liminal Insights Report

Link Index for Returns Abuse in eCommerce 2025

Returns policies are the new front line in first-party fraud. See which vendors are moving from reactive refunds to automated, risk-based prevention.

11/07/25

Report Overview

Flexible return policies were built to earn customer trust. Today, they’ve become one of the biggest profit drains in eCommerce.

What began as a loyalty driver is now a costly vulnerability. Wardrobing, counterfeit returns, and refund scams cost retailers billions in lost inventory, shipping, and restocking fees—and the problem is growing.

Nearly half of merchants now embed fraud signals into return workflows, and 90% want those capabilities delivered through integrated platforms, not standalone tools. Yet progress remains slow. Eighty percent cite margin pressure as a barrier to adopting AI, while 67% hesitate to tighten controls for fear of hurting retention.

The priority has shifted. Returns can build loyalty, but unchecked abuse turns them into a liability. Protecting margins and customer trust now requires automation, unified data, and adaptive, risk-based policies.

The 2025 Link Index for Returns Abuse in eCommerce gives finance, fraud, and customer service leaders a clear benchmark of who’s solving these challenges. We evaluated leading vendors across automation, compliance alignment, data quality, and ease of implementation. The strongest platforms stood out for unifying fraud detection, case management, and behavioral analytics into one cohesive system.

Returns Abuse Liminal Link Index Preview 01
Returns Abuse Liminal Link Index Preview 02
Returns Abuse Liminal Link Index Preview 03
Returns Abuse Liminal Link Index Preview 05
Returns Abuse Liminal Link Index Preview 07
Returns Abuse Liminal Link Index Preview 09

Already a Liminal Member or Link Premium User?

Key Takeways:

  • Limited AI adoption constrains progress: 80% of organizations cite margin pressure as the main barrier to deploying advanced AI in return management.
  • Policy hesitation slows prevention: Only 52% are willing to adjust return policies, even as returns fraud is projected to rise 9% in four years.
  • Data silos weaken visibility: 66% report difficulty sharing return and refund data, and 55% cite stronger collaboration as the top benefit of solving these gaps.
  • Customer experience still drives resistance: 67% hesitate to adopt stronger fraud controls due to fear of alienating legitimate customers.
  • Platform adoption is the future: 90% of merchants prefer platform-based returns solutions, with unified case management and AI-driven analytics leading investment priorities.

Request Access

Book a demo to explore the Liminal platform and more research insights.

Book a Demo

Customer
Access

  • View the full report instantly in the Liminal platform.
Interested in reprint rights? Contact sales.
Liminal Citations PolicyDiscover Liminal Platform

Contributors

Travis Jarae
Travis Jarae
CEO
Jennie Berry
Jennie Berry
President
Stacy Schulman
Stacy Beddoes
Chief Marketing Officer
Joe Stuntz
Principal
Cameron D'Ambrosi
Cameron D'Ambrosi
Senior Principal
Coby Friedland
Associate
Vivaan Jaikishan
Associate

Intelligence Platform

Turn Data Overload
Into Strategic Action

Make confident decisions with centralized, contextualized intelligence.
Start Today

WEBINAR

The New Economics of Fraud

Why attacks are cheaper and more networked.

Watch the Recording