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Fabrik or Polar Analytics?
Two ways to bring Shopify data together, and where size, stock and change tracking make the difference.
- Facts checked on 1 October 2026
Fabrik or Polar Analytics?
- Built for
- FabrikFashion, footwear and sportswear brands on Shopify, and their agencies.
- Polar AnalyticsEcommerce and direct-to-consumer brands, agencies, enterprise and omnichannel retailers.
- Data model
- FabrikA ready-made model for fashion trading: orders, sizes, stock, ads, email and every change.
- Polar AnalyticsA dedicated Snowflake database for each customer, with a semantic layer of pre-built metrics and custom reporting.
- Measurement
- FabrikA first-party pixel through Shopify, one channel answer for every order, and each ad's journeys beside what the platform claims.
- Polar AnalyticsMulti-touch attribution, incrementality testing and a first-party pixel.
- AI
- FabrikNo AI assistant. Checks run on rules with thresholds set for each brand, and stay quiet when there is too little data.
- Polar AnalyticsAI agents, including an analyst, a data engineer and an operator in Slack.
- Sizes and stock
- FabrikSize curves, size-run gaps, weeks of cover by size, reorders within lead time, and ad spend still pointing at sold-out variants.
- Polar AnalyticsAn inventory agent that flags blockages and early warnings.
- What changed
- FabrikOne timeline of changes from Shopify, Meta, Google, Klaviyo and your own events, drawn on the charts.
- Polar AnalyticsA timeline of changes across sources was not described when we checked.
- Pricing
- FabrikPublished prices: a free plan, then Growth and Pro, monthly or annual, in GBP, USD or AED.
- Polar AnalyticsPriced by annual GMV, with no limit on users or on historical data, on every plan.
Choose Polar Analytics if
You want your own warehouse to query, custom metrics across many sources, or incrementality tests run for you.
Choose Fabrik if
You want fashion trading views ready from the first sync: sizes, stock, seasons and every change on the chart, without building them.
Sources
Facts checked on 1 October 2026
- Polar Analytics home page: platform, agents and data warehouse: https://www.polaranalytics.com/
- Polar Analytics pricing: plans and what every plan includes: https://www.polaranalytics.com/pricing