Question: Is there a Shopify app that provides analytics on search data to help me optimize my store's product offerings and improve customer experience?

Polar is an all-in-one analytics tool geared specifically for Shopify merchants. It can link and graph data from 45+ sources, including Shopify and Amazon, with one-click setup. Polar comes with pre-built ecommerce dashboards, automatically calculated KPIs and custom reports with a no-code formula builder. It also has first-party attribution, server-side tracking and an AI Assistant to create custom reports. It's a good option for optimizing customer acquisition, retention and merchandising.

Another option is Luigi's Box, an AI-powered site search and product discovery tool. It offers analytics into customer search behavior, autocomplete to personalize search results, and a recommender to upsell and cross-sell products. The tool has helped thousands of e-commerce sites boost cart conversion rates, average order value and search conversion rates. It offers flexible integration options and custom pricing, with a free consultation to help find the ROI-tailed plan for each website.

If you're interested in an AI-powered tool, Klevu is worth a look. It can boost conversion rates with advanced search, merchandising and product recommendation abilities. Klevu offers AI search with predictive autocomplete, personalized recommendations and category merchandising with scheduled campaigns and analytics with A/B testing. The tool works with several ecommerce tools and has extensive documentation and 24/7 support, so it's a good option for improving your store's customer experience and boosting revenue.