Is Rill Data or Zenlytic better?

Neither clearly leads. Rill Data starts at $20/month and Zenlytic at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.

Which is cheaper, Rill Data or Zenlytic?

Rill Data starts at $20/month and Zenlytic at On request.

Does Rill Data or Zenlytic run on more platforms?

Rill Data runs on Web, Linux, macOS, Windows. Zenlytic runs on Web.

What is Rill Data best used for?

Rill Data is most often used for an analytics team that wants dashboard changes to go through code review rather than being edited in a web ui, interactive exploration of event-scale data where a warehouse round trip per filter click is too slow, embedding fast slice-and-dice dashboards into a product where the underlying store is already clickhouse or druid, a data engineer prototyping a metrics layer locally on a laptop before committing to any cloud spend. Of those, an analytics team that wants dashboard changes to go through code review rather than being edited in a web ui and interactive exploration of event-scale data where a warehouse round trip per filter click is too slow are not what Zenlytic is typically brought in for.

What can Rill Data do that Zenlytic cannot?

Rill Data covers Local development, Dashboards as code, Embedded DuckDB, Bring your own database. Zenlytic covers Zoe conversational agent, YAML semantic layer, LookML import, Row and column permissions. Both handle Embedded analytics.

Business Intelligence · head to head

Rill Data vs Zenlytic

Rill Data

Business Intelligence

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

From: $20/month
Rated: -

Full review Website

Zenlytic

Business Intelligence

Conversational analytics on a governed semantic layer that shows you the SQL it ran

From: On request
Rated: -

Full review Website

The short version

Each has a real cost: 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.; Zenlytic answer quality is bounded by the semantic model, so a team without a maintained dbt project and metric definitions must complete a modelling project before the AI is useful at all.
They diverge on capability: Rill Data covers Local development, Zenlytic covers Zoe conversational agent.
Prices and features above were last checked on 31 August 2026.

Where they differ

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

Attributes where Rill Data and Zenlytic differ
Attribute	Rill Data	Zenlytic
Starting price	$20/month	On request
Pricing model	Per user per month plus metered compute	quote
Platforms	Web, Linux, macOS, Windows	Web

Identical on both: free tier (No), 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 Rill Data

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

Only in Zenlytic

Zoe conversational agent
YAML semantic layer
LookML import
Row and column permissions
Dashboards
dbt integration
Query transparency

Both cover

Embedded analytics

What people use each for

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

Rill Data

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

Zenlytic

A data team of three fielding sixty ad hoc requests a week from operators who could answer them in chat insteadnot Rill Data
An ecommerce company where merchandisers need cohort and margin questions answered without waiting for an analystnot Rill Data
A Looker customer looking for an exit that can import existing LookML rather than remodel from scratchnot Rill Data
A finance team that needs every AI-generated number to show its SQL before it goes in a board packnot Rill Data

Where each one falls short

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

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.

Zenlytic

Answer quality is bounded by the semantic model, so a team without a maintained dbt project and metric definitions must complete a modelling project before the AI is useful at all.
It is a small venture-funded company in a category that Snowflake, Databricks and Microsoft are all building into natively, which is a real procurement risk on a multi-year contract.
Pricing is not published and is negotiated per deal, so small buyers have no benchmark and no leverage.
The visualisation and dashboard layer is thinner than established BI tools, so teams wanting pixel control over reporting will find it limiting.
It assumes a cloud data warehouse; organisations with data spread across operational databases and spreadsheets have to consolidate first, which is the expensive part of the project.

Pricing, plan by plan

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

Zenlytic

On request

Zenlytic$undefined/year
- Annual contract quoted by seats and deployment
- Semantic layer, dashboards and Zoe included
- Embedded analytics licensed separately

Which should you pick?

Choose Rill Data if

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

Rill Data review

Choose Zenlytic if

You need zoe conversational agent.
You also want yaml semantic layer.

Zenlytic review

Questions people ask

Is Rill Data or Zenlytic better?: Neither clearly leads. Rill Data starts at $20/month and Zenlytic at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Rill Data or Zenlytic?: Rill Data starts at $20/month and Zenlytic at On request.
Does Rill Data or Zenlytic run on more platforms?: Rill Data runs on Web, Linux, macOS, Windows. Zenlytic runs on Web.
What is Rill Data best used for?: Rill Data is most often used for an analytics team that wants dashboard changes to go through code review rather than being edited in a web ui, interactive exploration of event-scale data where a warehouse round trip per filter click is too slow, embedding fast slice-and-dice dashboards into a product where the underlying store is already clickhouse or druid, a data engineer prototyping a metrics layer locally on a laptop before committing to any cloud spend. Of those, an analytics team that wants dashboard changes to go through code review rather than being edited in a web ui and interactive exploration of event-scale data where a warehouse round trip per filter click is too slow are not what Zenlytic is typically brought in for.
What can Rill Data do that Zenlytic cannot?: Rill Data covers Local development, Dashboards as code, Embedded DuckDB, Bring your own database. Zenlytic covers Zoe conversational agent, YAML semantic layer, LookML import, Row and column permissions. Both handle Embedded analytics.

Answered from the vendors’ own pages

Rill Data: Is Rill open source?

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

Zenlytic: Does Zenlytic publish pricing?

No. Contracts are quoted annually based on seats and deployment scope.

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.

Zenlytic: Can it read my Looker model?

Yes, it imports LookML, which is the main reason Looker customers evaluate it.

Rill Data: Can business users build dashboards?

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

Zenlytic: Does it write arbitrary SQL against my warehouse?

No. Queries are constrained to the semantic layer, and the generated SQL is shown with every answer.

Rill Data: Which databases can back a deployed project?

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

Zenlytic: Do I need dbt?

Not strictly, but the product is designed around a modelled warehouse and works poorly without one.

Rill Data vs Zenlytic

Rill Data

Zenlytic

The short version

Where they differ

What each one covers

Only in Rill Data

Only in Zenlytic

Both cover

What people use each for

Rill Data

Zenlytic

Where each one falls short

Rill Data

Zenlytic

Pricing, plan by plan

Rill Data

Zenlytic

Which should you pick?

Choose Rill Data if

Choose Zenlytic if

Questions people ask

Answered from the vendors’ own pages

Related pages

More on Rill Data

More on Zenlytic

Keep looking

Other head to heads