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Business Intelligence · head to head

ProfitWell vs Sigma Computing

ProfitWell logo

ProfitWell

Business Intelligence

Revenue analytics by Paddle

From
Free
Rated
-
Full reviewWebsite
Sigma Computing logo

Sigma Computing

Spreadsheets

Spreadsheet-style analytics that queries a cloud data warehouse directly with no extract layer

From
On request
Rated
-
Full reviewWebsite

The short version

  • Only ProfitWell has a free tier, so it costs nothing to try first.
  • Each has a real cost: ProfitWell profitWell is now part of Paddle and its pricing page redirects to paddle.com, so it is no longer sold or priced independently; Sigma Computing every user interaction is a live warehouse query, so compute costs rise with adoption and land on the warehouse invoice rather than the BI line item, which routinely surprises the team that approved the purchase.
  • They diverge on capability: ProfitWell covers Free Metrics, Sigma Computing covers Spreadsheet interface over SQL.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which ProfitWell and Sigma Computing actually diverge.

Attributes where ProfitWell and Sigma Computing differ
AttributeProfitWellSigma Computing
Starting priceFreeOn request
Pricing modelfreemiumquote
Free tierYesNo
PlatformsWeb, ApiWeb
CategoryBusiness IntelligenceSpreadsheets
Founded2012Unknown

Identical on both: user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in ProfitWell

  • Free Metrics
  • Churn Reduction
  • Price Optimization
  • Revenue Recognition
  • Benchmarking
  • Stripe
  • Chargebee
  • Recurly

Only in Sigma Computing

  • Spreadsheet interface over SQL
  • No extract layer
  • Input tables and write-back
  • Workbooks
  • Embedded analytics
  • Version control and dbt awareness

What people use each for

The jobs each tool is most often brought in to do.

ProfitWell

  • Subscription revenue metrics and churn reportingnot Sigma Computing
  • Recovering failed payments and reducing involuntary churnnot Sigma Computing

Sigma Computing

  • A finance or operations team that lives in spreadsheets and needs warehouse-scale data without exporting CSVsnot ProfitWell
  • An organisation that has consolidated on Snowflake or Databricks and wants one governed access layer rather than several desktop toolsnot ProfitWell
  • Planning and scenario work where users need to type assumptions back into governed tables rather than into a local filenot ProfitWell
  • Embedding customer-facing analytics into a product where each tenant must only see their own rowsnot ProfitWell

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

ProfitWell

  • ProfitWell is now part of Paddle and its pricing page redirects to paddle.com, so it is no longer sold or priced independently
  • Reaching any figure requires going through Paddle's own pricing rather than a ProfitWell rate card

Sigma Computing

  • Every user interaction is a live warehouse query, so compute costs rise with adoption and land on the warehouse invoice rather than the BI line item, which routinely surprises the team that approved the purchase.
  • It cannot work without a supported cloud data warehouse, so an organisation running analytics on an on-premises database or a plain application database has nothing to connect to.
  • Pricing is not published and seats are differentiated by capability, so budgeting requires a sales cycle and a headcount forecast before you can compare it with a tool you could simply buy.
  • Performance is only as good as the warehouse behind it, which means slow or badly modelled tables surface as a slow interface and the fix is a data engineering project, not a Sigma setting.
  • Statistical and scientific visualisation is limited compared with dedicated tools, so anything beyond standard business charting has to be done elsewhere and brought back in.

Pricing, plan by plan

ProfitWell

Free
  • Free MetricsFree
    • Revenue Metrics
    • Dashboards
    • Basic Reports
  • RetainFree
    • Churn Reduction
    • Payment Recovery
    • Custom Pricing

Sigma Computing

On request
  • Sigma Computing$undefined/year
    • Quoted per organisation
    • Seat types are differentiated by whether a user views, explores or authors
    • Warehouse compute is billed separately by your cloud data warehouse vendor

Which should you pick?

Choose ProfitWell if

  • You need free metrics.
  • You want to start without paying.
  • You work on Web, Api.
  • You also want churn reduction.
ProfitWell review

Choose Sigma Computing if

  • You need spreadsheet interface over sql.
  • You also want no extract layer.
Sigma Computing review

Questions people ask

Is ProfitWell or Sigma Computing better?
Neither clearly leads. ProfitWell starts at Free and Sigma Computing at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, ProfitWell or Sigma Computing?
ProfitWell has a free tier; the other does not. Paid plans start at Free for ProfitWell and On request for Sigma Computing.
Does ProfitWell or Sigma Computing run on more platforms?
ProfitWell runs on Web, Api. Sigma Computing runs on Web.
Can I use ProfitWell for free?
Yes. ProfitWell has a free tier, so you can try it without paying. Sigma Computing starts at On request.
What is ProfitWell best used for?
ProfitWell is most often used for subscription revenue metrics and churn reporting, recovering failed payments and reducing involuntary churn. Of those, subscription revenue metrics and churn reporting and recovering failed payments and reducing involuntary churn are not what Sigma Computing is typically brought in for.
What can ProfitWell do that Sigma Computing cannot?
ProfitWell covers Free Metrics, Churn Reduction, Price Optimization, Revenue Recognition. Sigma Computing covers Spreadsheet interface over SQL, No extract layer, Input tables and write-back, Workbooks.

Answered from the vendors’ own pages

ProfitWell: Is ProfitWell still available as a standalone product?

ProfitWell has been integrated into Paddle. The ProfitWell Metrics analytics tool is now part of Paddle's suite and is available at no cost.

Source
Sigma Computing: Does Sigma store a copy of my data?

No. Queries are executed on your warehouse and results are returned for display, which is why there is no extract refresh to manage.

ProfitWell: What is Paddle's standard pricing model?

Paddle charges 5% plus 50 cents per checkout transaction on its standard pay-as-you-go plan. Custom pricing is available for products under $10 or for customers requiring invoicing.

Source
Sigma Computing: What does it actually cost?

The vendor does not publish prices. Expect an annual contract priced by seat type, plus a warehouse compute increase you should model separately.

ProfitWell: What is included in Paddle's all-inclusive pricing?

Paddle's standard plan includes tax and compliance, unified billing, churn prevention tools, fraud protection, and 24/7 customer support. No separate monthly or hidden fees apply.

Source
Sigma Computing: Can business users break the warehouse?

They can run expensive queries. Warehouse sizing, query limits and materialised tables are the controls, and they need configuring before a wide rollout.

ProfitWell: What is the minimum spend required for Paddle's enterprise plan?

Paddle offers custom enterprise pricing with negotiated rates for scaling and established businesses. Customers receive tailored pricing aligned with their business model and access to premium support and advisory services.

Source
Sigma Computing: Is it a replacement for a modelling layer like dbt?

No. Sigma works best on top of modelled tables and is usually deployed alongside dbt rather than instead of it.

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