You mainly need a BI layer and custom data models over store and ad data today.
Polar Analytics alternative for ecommerce agencies
Comparing ROASfinity with Polar Analytics (business intelligence and attribution for ecommerce brands): where they overlap, where they do not, and when Polar Analytics is the better choice.


Stock photos and example labels, not customers.
Draft. Competitor details come from public third-party reports and are being verified against each vendor's own pages before this page is published. Nothing here is stated as fact about them.
What Polar Analytics is built for
Reported category: business intelligence and attribution for ecommerce brands.
Reported pricing model: plan based.
Reported pricing
Reported as of October 2026, sources differ: a plan from about $720 to $750 a month under about $5M in annual sales, rising with sales, with an MCP module reported as a separate add-on.
Sources: pricingsaas.com, eightx.co. Check Polar Analytics's own pricing page before deciding.
Where ROASfinity differs
- ROASfinity is an operating layer for agencies: it launches, approves and logs changes, not only reports.
- Every number shows its source and formula, and the store is the source for orders.
- Assistants connect through MCP under the same permissions and approvals as people.
How a change moves in ROASfinity
This is a design goal, not a claim about Polar Analytics. Nothing here is stated about how Polar Analytics handles changes.
ROASfinity vs Polar Analytics
Left: what we can state about our own product, as design. Right: Polar Analytics, where we do not claim anything until verified.
- Source on every number
- ROASfinity: Each figure shows where it came from and when it was last updated.Polar Analytics: not stated here. Reported by third parties, being verified. (Design of ROASfinity.)
- Formula on every number
- ROASfinity: MER, CAC and other ratios show their formula next to the value.Polar Analytics: not stated here. Reported by third parties, being verified. (Design of ROASfinity.)
- Changes to ad accounts
- ROASfinity: Proposal, preview, approval, one send with an idempotency key, read-back, then a log entry.Polar Analytics: not stated here. Reported by third parties, being verified. (Design of ROASfinity.)
- Missing data
- ROASfinity: Shown as not measured, never as zero.Polar Analytics: not stated here. Reported by third parties, being verified. (Design of ROASfinity.)
- Pricing model
- ROASfinity: Intended as a flat plan per agency, not a share of ad spend. Prices are not set yet.Polar Analytics: not stated here. Reported by third parties, being verified. (Intent, not an offer.)
- MCP and assistants
- ROASfinity: Assistants connect through MCP under the same permissions and approvals as people.Polar Analytics: not stated here. Reported by third parties, being verified. (Design of ROASfinity.)
- Client access
- ROASfinity: A client approver role sees what needs approval, not the whole workspace.Polar Analytics: not stated here. Reported by third parties, being verified. (Design of ROASfinity.)
When Polar Analytics is the better choice
ROASfinity is not launched, and it does not try to do everything.
You need attribution modelling that ROASfinity does not attempt.
You need something in production this month. ROASfinity runs with a pilot agency on read-only connections first, and prices are not set.
How to switch, or run both
A cautious path. Nothing here requires cancelling Polar Analytics first.
- 1
List what you use Polar Analytics for
Write down the reports, alerts and exports your team and clients rely on. Those are the things to match.
- 2
Connect read-only
Connect the store and ad accounts without write access and compare the same period side by side.
- 3
Reconcile definitions
Check each metric's formula on both sides. Differences in revenue basis or attribution window explain most gaps.
- 4
Move one client
Start with one account and keep Polar Analytics running until a full reporting cycle matches.
- 5
Export what you want to keep
Pull history and notes from Polar Analytics before any cancellation, and check its own terms for notice and export options.
Related modules
Reports
Client, channel, campaign and product reports where every figure shows its source, formula and update time.
Read more→MCP for AI assistants
Assistants such as Claude or Codex get the same tools, roles, approvals and log as people.
Read more→Creative analytics
Results by creative ID, version, format, hook, offer and persona, joined to spend.
Read more→Guides worth reading first
Status of ROASfinity
ROASfinity is not launched yet. It runs with a pilot agency on read-only connections first, and prices are not set. Everything described here is the design, not a shipped feature list. See the pricing model or all modules.
Questions about Polar Analytics
Is ROASfinity a BI tool?
No. It reads from the store and ad platforms to run client work, and it does not aim to be a general data warehouse or custom BI builder.
Can both run together?
Yes. Nothing in ROASfinity requires you to drop a BI tool, and it reads from the same sources.
Is this comparison verified against Polar Analytics?
Not yet. Facts about Polar Analytics come from public third-party reports and are being checked against its own pages. Until then this page is marked as a draft and kept out of search.
Can I run ROASfinity and Polar Analytics together?
Yes. ROASfinity connects read-only first, so it can sit beside Polar Analytics while you compare. Switch only when the numbers and workflow convince you.









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