Should I show search suggestions based on past behavior?
Muhammed Tüfekyapan
Founder & CEO
TL;DR - Quick Answer
Complete Expert Analysis
Should I Show Search Suggestions Based on Past Behavior?
Behavioral search suggestions serve returning visitors - customers who have already shown interest in specific products or categories. For these visitors, the most helpful search experience starts with where they left off.
Types of Behavioral Search Suggestions
| Suggestion Type | Data Source | Value |
|---|---|---|
| Recent searches | This session and previous sessions | Fastest navigation back to known searches |
| Recently viewed products | Browse history (cookie-based) | Direct link back to products in consideration |
| Category affinity | Purchase history (logged in) | Pre-filters results toward familiar categories |
| Saved/wishlisted items | Account wishlist (logged in) | Reminds customers of previously saved items |
Implementation Approach
Session-based (no login required)
Store recent searches and viewed products in browser local storage. Show these when the search bar is focused. No login required, works for anonymous visitors.
Account-based (logged in)
Full cross-device history for logged-in customers. More powerful - persists across sessions, devices, and browsers. Incentivize account creation by highlighting this benefit.
Clear history option
Always include a "Clear recent searches" option. Privacy-aware customers appreciate control over their history - and some customers use shared devices.
Combining Search History with Targeted Offers
Returning visitors who immediately search for products they viewed previously are showing strong purchase intent. Growth Suite's Trigger Campaigns can identify these high-intent returning visitors and present a targeted offer for their category of interest - converting the "I'm back to look at that again" moment into a purchase. This behavioral signal (return visit + search resume) is one of the strongest conversion opportunity signals available.
Turn This Knowledge Into Real Revenue Growth
Growth Suite transforms your Shopify store with AI-powered conversion optimization. See results in minutes with intelligent behavior tracking and personalized offers.
+32% Conversion Rate
Average increase after 30 days
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With over a decade of experience in e-commerce optimization, Muhammed founded Growth Suite to help Shopify merchants maximize their conversion rates through intelligent behavior tracking and personalized offers. His expertise in growth strategies and conversion optimization has helped thousands of online stores increase their revenue.
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