Shopify’s own analytics is better than most operators give it credit for. Sales, orders, sessions, conversion rate, top products, returning customer rate, and sales by traffic source are all there, and the numbers come straight from your order data, which is more than any third-party tool can say. For a store under a million in revenue, I would push back on anyone who says you need more before you have actually used what is built in.
The gaps show up as you grow, and they are predictable. I see four of them over and over, and the right tool depends on which one is costing you decisions. I covered the attribution gap specifically in Does Shopify have built-in attribution, and is it enough?
Gap one: profit
Shopify knows your revenue. It does not know what each order cost you once COGS, shipping, payment fees, and ad spend come out, unless you do a lot of manual setup. That is the most common gap and the cheapest to close.
TrueProfit is the tool I would start with for this. It pulls in costs automatically, shows net profit in real time, and breaks it down by product and by ad. Its pricing page starts at $35 a month for 300 orders with a 14-day free trial, and each store needs its own plan.
Gap two: which marketing worked
Shopify can tell you which referrer a session came from, but customers rarely buy on the first visit, and the referrer on the converting session is often direct or branded search. That makes paid social look worse and email and search look better than they are.
ThoughtMetric is built for this gap. (Disclosure: ThoughtMetric sponsors this site.) It tracks the touchpoints across a customer’s journey, offers multiple attribution models including multi-touch, adds post-purchase survey answers, and shows which channels sell which products. Pricing is based on monthly pageviews, starting at $99 a month for 50,000, with every feature included and a 14-day trial.
Gap three: customer value over time
Returning customer rate is a single number. It does not tell you whether customers acquired through TikTok in March are worth more after six months than customers acquired through Google in March, which is the question that decides how much you can pay to acquire each one.
Lifetimely answers that with cohort analysis, LTV by acquisition source, an automated P&L, and predictive LTV. Pricing is based on order volume, with a free plan up to 50 orders a month, $79 for up to 500, and $149 for up to 3,000, and a 14-day trial on paid plans.
Gap four: one view of everything
Eventually the question becomes how Shopify, Meta, Google, Klaviyo, and your subscription app look side by side, on one screen, refreshed daily. Shopify was never going to do that.
Triple Whale‘s free plan is the easiest way to get a blended view without spending anything. It connects your ad accounts and store, includes the Triple Pixel with first and last click attribution, and keeps twelve months of data. Paid tiers add custom dashboards, a SQL editor, and multi-touch attribution, priced on annual GMV plus package as 12-month subscriptions.
If you want to build that view yourself and have someone to own it, Polar Analytics is the BI route, with unlimited users, connectors, and history. Polar’s pricing is not listed on the website, so you will need a demo.
What this costs at entry level
It is worth adding these up before you start, because app costs creep. At the entry tiers listed on each vendor’s own pages, TrueProfit starts at $35 a month, ThoughtMetric (our sponsor) at $99, and Lifetimely at $79, so closing the first three gaps runs a little over $200 a month for a smaller store, before any of them scale with your orders or traffic. Triple Whale’s free plan adds nothing. That is a reasonable spend at a few million in revenue and a hard one to justify well below that.
What I would not do
Do not buy a tool for all four gaps at once. Each of these takes some setup, whether that is entering COGS, installing a pixel, or deciding what a dashboard should show, and the data is only as good as that setup. Close the gap that is costing you real decisions first, live with it for a month, and then decide whether the next one matters. If you want the broader map of the category, I sorted the main tools by question in Best e-commerce analytics tools for Shopify brands.
Which gap to close first
- Nobody can say what last month’s net profit was? TrueProfit.
- Arguing about which channels deserve budget? ThoughtMetric (our sponsor).
- Repeat purchase is core to the business? Lifetimely.
- Want one free blended dashboard before anything else? Triple Whale’s free plan.
- Have an analyst and want to build custom reporting? Polar Analytics.
- Under a million in revenue? Use Shopify’s built-in reports properly first.
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