Polar Analytics alternative
Looking for a Polar Analytics alternative?
Discover how SourceMedium compares as an alternative to Polar Analytics for ecommerce analytics, attribution, and data management.
Common Polar Analytics pain points
Why teams look for a Polar Analytics alternative.
Export limitations
Cannot download visualizations, in-app reports show 1,000 rows, and Slack schedules only show top 10 rows — limiting for teams that need data outside the platform.
SQL access as add-on
Direct SQL access to the dedicated Snowflake database requires an add-on or higher-tier plan, adding cost for data-oriented teams.
Refresh cadence varies by plan
Lower-tier and legacy plans may only refresh daily. Intraday refresh is available as an add-on depending on source API capabilities.
How SourceMedium compares to Polar Analytics
A feature-by-feature comparison across the capabilities that matter most.
| Feature | Polar Analytics | |
|---|---|---|
| Integrations & Data Sources | 40+ integrations across 5 business functions — commerce, ads, email, subscriptions, and ops — with documented coverage and daily reconciliation | 45 connectors; SQL access and intraday refresh are paid add-ons |
| Data Freshness | Reconciled daily across all sources with full historical backfill — every metric traceable to its source | Pixel data real-time; Shopify 15-min on new pipeline; lower tiers may be daily |
| Attribution Models | Server-side multi-touch attribution — no new pixels, works with your existing tracking infrastructure | First-click, linear, U-shaped via Shopify App Pixel deployment |
| Cohort / CLTV | 20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one | Ecommerce KPIs via semantic layer; not explicitly positioned as CLTV product |
| Dashboards & Visualization | Pre-built dashboards + AI analyst that answers ad-hoc questions in natural language, backed by SQL you can verify | Custom reporting limited to 1,000 rows in-app; no visualization exports or Slack/email chart delivery |
| Custom Metrics | Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer | Custom reporting available in BI product |
| SQL / Export / API Access | Full SQL access on every plan — query your managed BigQuery warehouse, connect any BI tool, extend with custom models | SQL on dedicated Snowflake; add-on pricing on some tiers |
Based on publicly available documentation, last verified February 2026.
Looking for a Polar Analytics alternative?
If you're evaluating Polar alternatives, you're likely hitting one of these walls: SQL access costs extra, export caps limit your analysis, intraday refresh is an add-on, or you need data from channels beyond Shopify.
What to look for in a Polar Analytics alternative
SQL access included on every plan — not a paid add-on that costs extra as your data team grows. Querying your own data shouldn't require negotiating a plan upgrade.
No export caps or format restrictions. 1,000 rows in-app and 100,000 rows CSV aren't enough for serious analysis. Your analytics platform should never limit how you access your own data.
Attribution that captures orders other web-only tools miss. Server-side attribution that works with your existing tracking means faster setup, no Shopify App Pixel dependency, and more consistent measurement.
Multi-platform coverage. If you sell on Amazon, wholesale, or any channel beyond Shopify, you need a platform that unifies all your data — not one optimized for a single commerce platform. Ask any vendor: if we leave, what happens to our data, dashboards, and team's work?
How SourceMedium addresses these needs
SourceMedium includes full SQL access, 40+ integrations, and no export caps on every plan. Attribution runs server-side with no pixel deployment. Reconciled daily data with auditable lineage means you can verify any metric against your source systems.
See what all-inclusive pricing looks like — SQL, custom metrics, and every integration on every plan. Request a demo →
More alternatives
Explore other ecommerce analytics platform comparisons.
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