E-commerce analytics · Polar Analytics

Polar Analytics

Ecommerce BI platform unifying Shopify, ad, and email data into dashboards, attribution, and an AI data layer.

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Polar Analytics is a business intelligence platform built for DTC and multi-brand ecommerce teams. It connects Shopify, ad platforms, and email tools like Klaviyo into a pre-built dashboard library covering revenue, marketing, and customer metrics, with multi-touch attribution and alerting layered on top. A conversational AI assistant ('Ask Polar AI') lets users query metrics in plain language. Beyond core reporting, Polar sells add-on modules for incrementality testing (geo/holdout lift tests against Meta, Google, TikTok, and TV), a governed Snowflake-backed data warehouse with an MCP interface for AI agents, and audience/conversion signal exports to ad platforms. Pricing for most modules scales with store GMV or ad/email revenue rather than a flat monthly fee, and enterprise packages are quoted directly.

At a glance

Vendor Polar Analytics
Pricing model Quote only
Free tier —
Deployment Cloud
Open source No
Best for Multi-brand or scaling DTC teams that want attribution and AI-assisted reporting on top of their ad and Shopify data.

Pricing

Core and module pricing is tiered by annual GMV or ad/email revenue; no public dollar figures, contact sales for a quote.

Checked on the vendor's own page on September 21, 2026: no prices are published. Expect to be quoted.

Features

  • Pre-built dashboard library for revenue, marketing, and customer metrics
  • Multi-touch attribution across ad channels
  • Conversational AI assistant for ad-hoc queries
  • Goal tracking and automated alerts
  • 40+ data connectors
  • Incrementality (lift) testing across Meta, Google, TikTok, and TV
  • Governed Snowflake warehouse with an AI-agent (MCP) interface

Integrations

Profile last reviewed September 21, 2026

Head to head

Alternatives

Lifetimely Shopify profit and customer lifetime value analytics tool, now operating under the Amp brand with an AI Profit Agent. Daasity Managed data platform that unifies ecommerce, retail, and marketing data for consumer brands into one analytics layer. Glew Commerce data platform pairing 250+ retail KPIs with an optional managed ELT pipeline and bundled Looker reporting. Peel Ecommerce analytics platform for Shopify and Amazon brands with cohort, LTV, and RFM customer segmentation reporting.

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Terms to know

Multi-touch attribution An attribution method that splits conversion credit across every touchpoint in a customer's path, not just one. Incrementality testing An experiment measuring the true causal lift of a marketing activity by comparing it against a held-out control. Business intelligence (BI) The practice of turning company data into dashboards, reports and metrics that guide business decisions. Customer data platform (CDP) Software that unifies customer data from multiple sources into persistent profiles usable by marketing teams. AI copilot An AI tool embedded in a work application that assists a human with suggestions or drafts, rather than working unsupervised. Data layer A structured object on a page that exposes site and event data for a tag management system to read.

Related guides

How to analyze a conversion funnel Building a funnel in SQL, choosing ordered vs unordered steps, and the ways funnels quietly mislead once you trust them too far. How to choose an ecommerce analytics tool Shopify and WooCommerce ship reports for free. This guide covers why and when a merchant outgrows them, and which kind of tool to buy next.