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Business Intelligence · head to head

ProfitWell vs Rill Data

ProfitWell logo

ProfitWell

Business Intelligence

Revenue analytics by Paddle

From
Free
Rated
-
Full reviewWebsite
Rill Data logo

Rill Data

Business Intelligence

Local-first BI on DuckDB and ClickHouse with dashboards defined as code

From
$20/month
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; Rill Data the seat price of 20 dollars is misleading as a budget figure: Rill’s own calculator puts a small two-seat project at around 256 dollars a month, with compute making up the great majority.
  • They diverge on capability: ProfitWell covers Free Metrics, Rill Data covers Local development.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which ProfitWell and Rill Data actually diverge.

Attributes where ProfitWell and Rill Data differ
AttributeProfitWellRill Data
Starting priceFree$20/month
Pricing modelfreemiumPer user per month plus metered compute
Free tierYesNo
PlatformsWeb, ApiWeb, Linux, macOS, Windows
Founded2012Unknown

Identical on both: 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 ProfitWell

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

Only in Rill Data

  • Local development
  • Dashboards as code
  • Embedded DuckDB
  • Bring your own database
  • Alerts and scheduled reports
  • Embedded analytics

What people use each for

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

ProfitWell

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

Rill Data

  • An analytics team that wants dashboard changes to go through code review rather than being edited in a web UInot ProfitWell
  • Interactive exploration of event-scale data where a warehouse round trip per filter click is too slownot ProfitWell
  • Embedding fast slice-and-dice dashboards into a product where the underlying store is already ClickHouse or Druidnot ProfitWell
  • A data engineer prototyping a metrics layer locally on a laptop before committing to any cloud spendnot 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

Rill Data

  • The seat price of 20 dollars is misleading as a budget figure: Rill’s own calculator puts a small two-seat project at around 256 dollars a month, with compute making up the great majority.
  • Dashboards are defined in YAML and SQL, so business users cannot create or change one without a developer and a Git workflow, which stalls self-service adoption.
  • It is built for the explore-a-metric pattern and does not produce pixel-perfect financial or operational reports, so most organisations still need a second reporting tool.
  • AI tokens and API calls are quota-limited per seat, with API overage at a cent per call, so programmatic consumers can create an unbudgeted line item.
  • As a smaller vendor competing against Looker, Tableau and Power BI, the ecosystem of consultants, templates and trained analysts is thin, which raises the cost of hiring for it.

Pricing, plan by plan

ProfitWell

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

Rill Data

$20/month
  • Starter$20/month
    • Per seat, up to twenty seats
    • Three projects
    • Compute at 0.15 USD per compute unit hour
  • Growth$30/month
    • Per seat, up to one hundred seats
    • Ten projects
    • Compute at 0.20 USD per compute unit hour
  • Enterprise$undefined/year
    • Annual platform licence with negotiated capacity
    • Unlimited seats and projects
    • Dedicated infrastructure

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 Rill Data if

  • You need local development.
  • You work on Web, Linux, macOS, Windows.
  • You also want dashboards as code.
Rill Data review

Questions people ask

Is ProfitWell or Rill Data better?
Neither clearly leads. ProfitWell starts at Free and Rill Data at $20/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, ProfitWell or Rill Data?
ProfitWell has a free tier; the other does not. Paid plans start at Free for ProfitWell and $20/month for Rill Data.
Does ProfitWell or Rill Data run on more platforms?
ProfitWell runs on Web, Api. Rill Data runs on Web, Linux, macOS, Windows.
Can I use ProfitWell for free?
Yes. ProfitWell has a free tier, so you can try it without paying. Rill Data starts at $20/month.
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 Rill Data is typically brought in for.
What can ProfitWell do that Rill Data cannot?
ProfitWell covers Free Metrics, Churn Reduction, Price Optimization, Revenue Recognition. Rill Data covers Local development, Dashboards as code, Embedded DuckDB, Bring your own database.

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
Rill Data: Is Rill open source?

The Rill developer binary is open source and free to run locally; Rill Cloud is the paid product.

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
Rill Data: How much does it actually cost?

Seats start at 20 USD per month, but hosted compute at 0.15 USD per compute unit hour typically dominates the bill. Bringing your own database removes the usage fee.

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
Rill Data: Can business users build dashboards?

Not directly. Dashboards are YAML and SQL under version control.

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
Rill Data: Which databases can back a deployed project?

DuckDB, ClickHouse, Druid, Pinot, Snowflake and others.

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