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Developer Tools · head to head

Tilt vs Zenlytic

Tilt logo

Tilt

Developer Tools

Local Kubernetes development loop that rebuilds and live-updates containers on save

From
Free
Free plan
Yes
Visit TiltFull review
Zenlytic logo

Zenlytic

Business Intelligence

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

From
On request
Free plan
No
Visit ZenlyticFull review

The short version

  • Tilt is free; Zenlytic prices on request.
  • Only Tilt lists live update; only Zenlytic lists zoe conversational agent.
  • Where Zenlytic falls short: pricing is not published and is negotiated per deal, so small buyers have no benchmark and no leverage.
  • Prices and features on this page were last checked on 31 August 2026.

Where they differ

Only the attributes on which Tilt and Zenlytic actually diverge.

Attributes where Tilt and Zenlytic differ
AttributeTiltZenlytic
Starting priceFreeOn request
Pricing modelOpen source, no licence feeQuote
Free tierYesNo
PlatformsLinux, macOS, WindowsWeb
CategoryDeveloper ToolsBusiness 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 Tilt

  • Live update
  • Tiltfile as code
  • Unified web UI
  • Selective rebuilds
  • Local and remote clusters
  • Resource dependencies
  • Extensions registry
  • Custom buttons and triggers

Only in Zenlytic

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

What people use each for

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

Tilt

  • A team of ten or more engineers whose application is fifteen microservices on Kubernetes and who currently wait on CI to test a changenot Zenlytic
  • An organisation onboarding new developers who want a single command that stands up the whole stack from a committed Tiltfilenot Zenlytic
  • A platform team giving product engineers a consistent local environment against a shared remote development clusternot Zenlytic
  • A codebase where one repository contains several services and rebuilding all of them on every edit is the main source of lost timenot Zenlytic

Zenlytic

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

Where each one falls short

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

Tilt

  • Docker acquired Tilt in 2022 and the team now splits its time across Compose and Docker Desktop, so feature velocity is modest and the product's long-term priority inside Docker is not guaranteed; treat it as a stable utility, not a growing platform
  • The Tiltfile is Starlark, a Python dialect, so non-trivial setups become real programs that need reviewing and maintaining, and the person who wrote yours becomes a single point of failure
  • Live update only works when the running container can accept synced files and restart the process; compiled languages, distroless images and read-only filesystems often force you back to a full image rebuild, which removes the main benefit
  • It assumes Kubernetes. If your development target is plain Docker Compose or serverless functions, Tilt adds a cluster you did not need and a layer of abstraction with no payoff
  • There is no commercial support contract, no SLA and no paid tier, so when a Kubernetes version upgrade breaks something you are dependent on GitHub issues and a Slack channel rather than a vendor you can escalate to

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

Tilt

Free
  • TiltFree
    • Apache 2.0 licensed
    • All features, no paid tier
    • Community support via the Kubernetes Slack #tilt channel

Zenlytic

On request
  • ZenlyticOn request
    • Annual contract quoted by seats and deployment
    • Semantic layer, dashboards and Zoe included
    • Embedded analytics licensed separately

Which should you pick?

Choose Tilt if

  • You need live update.
  • You want to start without paying.
  • You work on Linux, macOS, Windows.
  • You also want tiltfile as code.
Tilt review

Choose Zenlytic if

  • You need zoe conversational agent.
  • You also want yaml semantic layer.
Zenlytic review

Questions people ask

Is Tilt or Zenlytic better?
Neither clearly leads. Tilt starts at Free and Zenlytic at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Tilt or Zenlytic?
Tilt has a free tier; the other does not. Paid plans start at Free for Tilt and On request for Zenlytic.
Does Tilt or Zenlytic run on more platforms?
Tilt runs on Linux, macOS, Windows. Zenlytic runs on Web.
Can I use Tilt for free?
Yes. Tilt has a free tier, so you can try it without paying. Zenlytic starts at On request.
What is Tilt best used for?
Tilt is most often used for a team of ten or more engineers whose application is fifteen microservices on kubernetes and who currently wait on ci to test a change, an organisation onboarding new developers who want a single command that stands up the whole stack from a committed tiltfile, a platform team giving product engineers a consistent local environment against a shared remote development cluster, a codebase where one repository contains several services and rebuilding all of them on every edit is the main source of lost time. Of those, a team of ten or more engineers whose application is fifteen microservices on kubernetes and who currently wait on ci to test a change and an organisation onboarding new developers who want a single command that stands up the whole stack from a committed tiltfile are not what Zenlytic is typically brought in for.
What can Tilt do that Zenlytic cannot?
Tilt covers Live update, Tiltfile as code, Unified web UI, Selective rebuilds. Zenlytic covers Zoe conversational agent, YAML semantic layer, LookML import, Row and column permissions.

Answered from the vendors’ own pages

Tilt: Is Tilt free?

Yes, entirely. It is Apache 2.0 open source with no paid tier and no licence fee.

Zenlytic: Does Zenlytic publish pricing?

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

Tilt: Who owns Tilt now?

Docker, which acquired it in May 2022. It remains open source and the repository is still actively maintained.

Zenlytic: Can it read my Looker model?

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

Tilt: Do I need a remote cluster?

No. It works against a local cluster such as kind, minikube or Docker Desktop, and also against a shared remote development cluster if your services are too heavy to run locally.

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.

Tilt: How is it different from Skaffold?

Both automate the build-deploy loop. Tilt puts more weight on the live-update path and a multi-service dashboard; Skaffold is more configuration-driven and closer to Google's tooling.

Zenlytic: Do I need dbt?

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

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