Ecommerce & Retail · Returns & Exchanges
We developed a commercial Shopify application to automate the entire post-purchase returns process for e-commerce merchants.
Outcome
7% of refunds turned into exchanges; price differences charged through checkout or issued as credit.
For many e-commerce businesses, managing product returns is a significant operational cost. The process is often manual, requiring hours of customer service correspondence, internal tracking, and financial reconciliation. A Micro-SaaS provider identified this gap, seeing an opportunity to build a product that serves thousands of Shopify merchants facing this exact problem.
The core friction was twofold. Merchants were losing revenue to refunds when an exchange would have been preferable, and their support teams were buried in repetitive tasks related to return authorizations. They lacked a system that could intelligently guide customers toward exchanges while giving merchants the administrative tools to define and manage their own return policies without writing code.
Robust Devs was brought in to engineer the complete application. We designed and built the architecture for both a self-service customer portal and a comprehensive merchant dashboard. The result is a unified platform that reduces manual work for merchants and provides a clear, simple returns experience for their customers.
The challenge
How we solved it
Technologies
Instead of defaulting to a refund, the application intelligently guides customers toward an exchange. The system calculates any price difference, prompting the customer to pay the balance for a more expensive item or issuing a unique discount code for the difference on a less expensive one. This workflow turns 7% of refunds into exchanges, retaining sales that would otherwise be lost.
The merchant dashboard gives store owners direct control over their returns policy. They can define specific return windows, exclude certain products or collections from returns, and create rules to incentivize exchanges over refunds, such as offering a small bonus credit. This flexibility allows merchants to adapt the tool to their specific business needs.
How we built it
Modelled an exchange as a state machine that settles the price difference itself. A refund is one step; an exchange is a sequence with money moving in either direction. The state machine tracks each return through its stages and, where the replacement costs more, charges the difference through Shopify checkout, and where it costs less, issues a single-use discount code for the balance. No one on the merchant's side reconciles it. A Laravel service layer centralises the Orders, Products and Discounts API calls, and the Polaris admin lets merchants set return windows, exclusions and exchange incentives, which is where 7% of refunds became exchanges.
In the client's words
“Seven percent of refunds became exchanges. That is margin we were simply giving away.”
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