The Ecomm Analyst

Sweet Analytics is a UK-built ecommerce marketing and customer analytics platform. It pulls your sales and marketing data into one place, builds a single customer view, and runs its own attribution through proprietary tracking that reconciles marketing back to actual sales, including offline channels like direct mail. There is a free tier for benchmarking and basic dashboards, a self-serve Pro plan priced in bands tied to your sales revenue with a 14-day trial, and a custom plan for brands over 30 million pounds in revenue. The revenue-banded pricing is transparent in concept but you need to check your band, since it is not a single sticker number.

Sweet leans more toward the retail and customer-data side than pure ad attribution, and its offline-channel focus is genuinely unusual. If that mix is not quite what you need, here are five alternatives that split the difference between attribution, dashboards, and customer analytics.

Polar Analytics

Polar Analytics is a warehouse-native analytics platform that ingests Shopify, ad, email, and other data into a dedicated Snowflake database, applies an ecommerce semantic layer, and surfaces it through customizable dashboards. Pricing is GMV-based, starting around $300 a month and climbing to roughly $700 to $1,000 once you cross a few million in GMV, with unlimited users and full data ownership on every plan.

The warehouse-native approach is the differentiator. You get raw data access and SQL rather than a closed dashboard, which matters if you want to build custom analysis later. The cost ramps steeply with revenue, so price it at your actual GMV before committing.

Triple Whale

Triple Whale is the best-known Shopify analytics and attribution platform, built around its first-party pixel, daily dashboards, creative analytics, and an AI assistant. There is a free Founders tier with basic attribution, and paid plans start around $179 a month on annual billing, moving to GMV-based pricing above roughly $5M in revenue.

Two honest caveats. Prices rose sharply in 2024 and add-ons stack on top, so the bill grows as you turn features on. And reviewers regularly report attribution that does not tie out to Shopify by 15 to 25 percent, so treat its numbers as a directional input rather than gospel. For a Shopify brand spending real money on ads, it is still the default for a reason.

ThoughtMetric

ThoughtMetric is the leaner attribution-first option in this group. It connects to Shopify and your ad platforms, offers multiple attribution models, and adds product, customer, and creative analytics plus post-purchase surveys, with server-side tracking to firm up the data. Pricing is based on monthly pageviews, starting at $99 a month for 50,000 pageviews, and every feature is included on every tier rather than gated behind upgrades. Disclosure: ThoughtMetric sponsors this site.

It does not try to be a full warehouse or a consulting relationship, which is the point. For a store whose core need is clear cross-channel attribution without a steep bill or a GMV-based meter, it is the most cost-predictable option here, and the flat feature set means you are not surprised by add-ons.

Tydo

Tydo has moved upmarket into a data-as-a-service model, pairing an analytics platform with dedicated data scientists who build and maintain your reporting. There is a free Starter tier, but the managed plans are custom and start around $999 a month, climbing into the thousands depending on the data science hours and custom builds you need.

This is effectively outsourcing your data team rather than buying software. It fits brands that want hands-on analytical support and do not want to hire internally. If you mainly want self-serve dashboards, you are paying for service you will not use, and the contracts tend to be longer commitments.

Lebesgue

Lebesgue takes a different angle, combining marketing analytics with competitor benchmarking and AI-driven recommendations, plus its own first-party pixel for attribution. Pricing is fixed rather than GMV-based, starting around $79 a month, which makes it the cheapest entry on this list and one that does not punish you for growing.

The competitor benchmarking is the hook, telling you how your spend and performance compare to similar brands. It is lighter on deep attribution than Polar or ThoughtMetric, so think of it as an accessible all-rounder rather than a measurement specialist.

Picking between these

• If you want raw data access and a warehouse you own, Polar Analytics is the strongest foundation, as long as the GMV-based cost works at your size.
• If you want the most popular Shopify dashboard with creative analytics, Triple Whale is the default, with the caveat that its attribution rarely ties out exactly to Shopify.
• If you want attribution-first measurement at a predictable flat-feature price, ThoughtMetric is the most cost-predictable option at $99 a month.
• If you would rather outsource the analysis entirely, Tydo gives you a data team, at data-team prices.
• If you want competitor benchmarking and a low fixed cost, Lebesgue is the most accessible starting point.