When dealing with countless great ideas, prioritizing feature requests can feel like navigating a minefield, especially for Shopify merchants balancing immediate sales with long-term growth. I've found that a structured approach makes all the difference in deciding what to build next.

One effective method I've used is the RICE scoring model, which helps quantify priorities based on four factors: Reach, Impact, Confidence, and Effort. For instance, if you're deciding between adding a "wishlist" feature versus improving product image zoom, you'd score each based on how many users it will Reach, the expected Impact on conversion, your Confidence in those estimates, and the Effort required to implement. This helps move beyond gut feelings to a more data-informed decision.

How do you tackle feature request prioritization in your store or for your clients? Are there specific frameworks or simple methods that have consistently delivered good results for you?

References:

intercom.com
productplan.com
medium.com