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Business Intelligence · head to head

Cube vs ProfitWell

Cube logo

Cube

Business Intelligence

AI-native analytics platform with semantic layer and governed access

From
Free
Rated
-
Full reviewWebsite
ProfitWell logo

ProfitWell

Business Intelligence

Revenue analytics by Paddle

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Cube per-developer licensing can be expensive for large analytics teams; ProfitWell profitWell is now part of Paddle and its pricing page redirects to paddle.com, so it is no longer sold or priced independently
  • They diverge on capability: Cube covers Analytics Chat, ProfitWell covers Free Metrics.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Cube and ProfitWell actually diverge.

Attributes where Cube and ProfitWell differ
AttributeCubeProfitWell
Pricing modelPer-developer seats with volume pricingfreemium
PlatformsCloud, Self-hostedWeb, Api
FoundedUnknown2012

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Business Intelligence).

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 Cube

  • Analytics Chat
  • Workbooks
  • Dashboards
  • Embedded Analytics
  • AI Integrations
  • Core Data APIs
  • Caching and pre-aggregations

Only in ProfitWell

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

What people use each for

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

Cube

  • Building governed semantic data models for analyticsnot ProfitWell
  • Embedding analytics into customer-facing productsnot ProfitWell
  • Enabling natural language data queries for teamsnot ProfitWell
  • Creating conversational dashboards with AI assistancenot ProfitWell

ProfitWell

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

Where each one falls short

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

Cube

  • Per-developer licensing can be expensive for large analytics teams
  • Additional cost for Explorer and Viewer roles beyond developers
  • Semantic layer approach requires upfront modeling investment
  • Smaller connector ecosystem than dedicated BI platforms
  • May be overengineered for simple reporting needs

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

Pricing, plan by plan

Cube

Free
  • FreeFree
    • For hobbyists and personal projects
    • Basic data source connection
    • Semantic modeling
  • Starter$40/developer/month
    • Extended agent limits
    • Premium LLMs
    • Unlimited workbooks
  • Premium$80/developer/month
    • All Starter features
    • Embedded dashboards
    • Embedded analytics chat
  • Enterprise$null/custom
    • 99.990% uptime SLA
    • Dedicated single-tenant installation
    • Bring Your Own Cloud

ProfitWell

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

Which should you pick?

Choose Cube if

  • You need analytics chat.
  • You want to start without paying.
  • You work on Cloud, Self-hosted.
  • You also want workbooks.
Cube review

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

Questions people ask

Is Cube or ProfitWell better?
Neither clearly leads. Cube starts at Free and ProfitWell at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Cube or ProfitWell?
Cube starts at Free and ProfitWell at Free.
Does Cube or ProfitWell run on more platforms?
Cube runs on Cloud, Self-hosted. ProfitWell runs on Web, Api.
Can I use Cube for free?
Both have a free tier, so you can try either at no cost before committing.
What is Cube best used for?
Cube is most often used for building governed semantic data models for analytics, embedding analytics into customer-facing products, enabling natural language data queries for teams, creating conversational dashboards with ai assistance. Of those, building governed semantic data models for analytics and embedding analytics into customer-facing products are not what ProfitWell is typically brought in for.
What can Cube do that ProfitWell cannot?
Cube covers Analytics Chat, Workbooks, Dashboards, Embedded Analytics. ProfitWell covers Free Metrics, Churn Reduction, Price Optimization, Revenue Recognition.

Answered from the vendors’ own pages

Cube: What is the cost per developer on Cube?

Starter plan costs $40/developer/month. Premium adds embedded analytics at $80/developer/month. Explorer and Viewer roles cost $40 and $20/month respectively.

Source
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
Cube: What uptime SLAs does Cube offer?

Premium plan offers 99.950% uptime SLA. Enterprise plan provides 99.990% uptime SLA with dedicated support.

Source
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
Cube: Can I use Cube for free?

Yes, the Free plan includes basic data source connection, semantic modeling, workbooks, and dashboards for hobbyists and personal projects.

Source
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
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
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