Merchandising: Manual Control Over Search and Browse Results
Merchandising is the set of manual, rule-based controls a merchant uses to shape what shoppers see — promoting specific products, hiding others, or fixing seasonal priorities — on top of whatever a search or ranking algorithm would produce on its own.
Why algorithms alone aren't enough
A relevance or personalization model optimizes for a general objective like clicks or conversion. It has no way of knowing that a product just sold out, that a category is being discontinued, or that a promotional campaign needs specific items in front regardless of their historical performance. Merchandising exists to encode that business context directly.
Common merchandising techniques
Boosting nudges a product higher in rank without fixing its exact position; pinning fixes a product to an exact slot regardless of anything else. Between them is a spectrum from soft influence to hard override, and most merchandising tooling supports both.
Rule-based vs. AI-assisted merchandising
Classic merchandising is a set of static rules a merchant sets and updates manually. Newer systems can suggest or partially automate these decisions from performance data — flagging a product worth boosting, for example — while still leaving a human able to review or override the result.
Where merchandising and personalization overlap
The two typically work together rather than competing: merchandising sets the boundaries (this product must never rank below position 20 in this category), and personalization decides the ranking within those boundaries for each shopper.
Common questions
Is merchandising just about seasonal promotions?
That's a common use case, but it also covers inventory realities like deprioritizing low-stock items, margin priorities, and correcting cases where an algorithm's natural ranking doesn't match business needs.
Does merchandising conflict with relevance?
It can, if overused. If too many products are pinned or boosted regardless of query fit, results stop reflecting what the shopper actually asked for — most teams treat merchandising as a targeted override, not the default ranking method.
How does merchandising relate to personalization?
Merchandising rules set the boundaries of what can appear and where; personalization decides the order within those boundaries, automatically and differently, for each shopper.