When an operator says product analytics, they rarely mean the Mixpanel kind, with event funnels and feature usage. They mean questions about the catalog. Which products do my ads actually sell? Which first purchase turns into a repeat customer? Which SKUs look great on revenue and terrible once discounts, returns, and ad costs come out? Triple Whale can answer some of that, but it is built first around channels and attribution, and product questions often end up in an export.
If product-level answers are the main reason you open your analytics, these tools are built closer to that job. I judged them on three things: whether they connect products to the ads that sold them, whether they follow products into repeat purchases, and what the vendor’s own page says they cost. I covered the attribution side of this in product-level attribution tools for e-commerce.
Lifetimely
Lifetimely is the strongest option here for the repeat-purchase question. Its customer and product journey reports show which products and acquisition sources lead to second orders, time between orders, and repurchase rate by entry product. That is the analysis that tells you which product to lead with in prospecting, and it is surprisingly hard to get anywhere else. Pricing is based on monthly orders: free up to 50, $79 for up to 500, $149 for up to 3,000, and $299 for up to 7,000, with a 14-day trial. It does not do multi-touch ad attribution, so it tells you what happens after a product is bought, not which ad sold it.
ThoughtMetric
ThoughtMetric covers the other half, connecting products to the ads that sold them. (Disclosure: ThoughtMetric sponsors this site.) Its reporting can group attributed orders, revenue, and new versus returning customers by product name, SKU, product category, and variant, alongside the usual channel, campaign, and ad dimensions. That lets you see that a Meta campaign built around one hero product is mostly selling a different one, which happens more often than people expect. Pricing starts at $99 a month for 50,000 pageviews with every feature on every plan and a 14-day trial. It is an attribution tool rather than a cohort tool, so for long-run repeat behavior by product, pair it with something like Lifetimely.
Polar Analytics
Polar Analytics is the broadest of the group, with product reporting sitting inside a full BI layer that pulls in store, ad, and marketplace data. For brands that sell the same catalog on Shopify and elsewhere, that cross-channel product view is its real advantage. Pricing is not listed on the website, so you will need a demo to get a number. If your product questions are simple, it is more platform than you need.
Better Reports
Better Reports is the custom report builder for Shopify data, with over 100 prebuilt reports and a pivot-style builder for product, variant, inventory, and margin questions. It does not know anything about your ads, so it answers what sold and at what margin, not why. Pricing on its Shopify listing is tied to your Shopify plan, so check the listing for your tier. For the merchandising side of product analytics, like sell-through and discount depth by SKU, it is the most flexible option here.
Shopify’s own reports
Worth listing because it is free and often enough. Shopify’s analytics include sales by product and variant, and its reports cover returns and discounts. For a store with a small catalog, a monthly pull of product sales against product returns answers most merchandising questions without another subscription. What it cannot do is tie products to ad spend or follow a product into repeat orders, which is where the tools above come in.
Where Triple Whale still fits
If your team already lives in Triple Whale and uses it for attribution, BI, and Moby, adding a dedicated product tool is usually better than switching. Its paid plans start at $219 a month for Foundation on its Shopify listing, scale with GMV, and are 12-month subscriptions, so the replacement case is strongest when product questions are the main thing you pay for and the rest goes unused. If you do switch, remember that pixel history does not transfer, a point I covered in what to check before switching from Triple Whale.
Picking one
- Want to know which first product creates repeat customers? Lifetimely.
- Want to know which ads sell which products, by SKU and variant? ThoughtMetric (our sponsor).
- Selling one catalog across Shopify and marketplaces? Polar Analytics.
- Merchandising questions like sell-through and discount depth? Better Reports.
- Small catalog and tight budget? Shopify’s own reports.
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