Data transformation —without the waste
Eliminate preventable errors, blind spots, and wasteful compute. Tobiko Cloud equips you with state-aware tools, so you can confidently run only the changes that matter.
Try it out:
For more info, please check this path: /user/desktop/git_repos/tobiko_cloud...
The downstream tables don't use this new column, so we can skip it
The downstream tables don't use that dropped column, so we can skip it




dbt™ wishes it was

dbt™ won’t show you how pipeline updates will affect downstream tables and columns.

because it needs complex commands to run, dbt™ demands tribal knowledge and is prone to errors.

your development environment uses outdated production table clones and causes deferral errors and sky-high warehouse costs.
Tobiko Cloud offers complete visibility and control over your data pipelines.
Updates
We automatically track SQL changes and run history, so you’ll update only impacted tables during development and production runs.
Builds
Tobiko Cloud tracks intervals, code changes, and run history to build only what’s needed — no need for error-prone commands.
Workflows
Instantly create an exact copy of production for development without the extra warehouse processing costs.
Debug transformation errors before you run them in your warehouse
Tobiko parses your SQL code in advance, so you can spot syntax and compile time issues in seconds... then fix them without waiting on the warehouse.
Create isolated development environments with near-zero data warehouse costs
We track state and run history to create virtual data environments using views, so you'll see:
- An exact copy of production data for development
- True blue-green deployments promoting data back into production
- Near-zero warehouse processing costs
See what impacts
your pipeline with
column-level lineage
Tobiko Cloud goes way beyond a visual of column data flow — it instantly shows how your changes impact downstream columns and tables (both breaking and non-breaking).
Save time and costs, using state-aware architecture
Unlike dbt™, which wastes resources processing everything, we track what data’s been modified and run only the necessary transformations — saving you time and money.
See how we raise the bar for developer experience and productivity!



No need to rewrite your whole project.
Tobiko Cloud is backwards-compatible with dbt to make the switch easy.
Run parts of your dbt and SQLMesh projects in harmony.
Got a pressing question that’s not in this list?
We are integrated with: Databricks, Snowflake, BigQuery, Redshift, MotherDuck, DuckDB, Athena, MySQL, MSSQL, Postgres, and GCP Postgres.
If you use a warehouse, engine, or other solution that's not listed here, talk to us or send us an email at hello@tobikodata.com
Tobiko Cloud has built-in scheduling and orchestration capabilities, but we also support Airflow (with Dagster to follow in late Q1 '25). Stay tuned for other integration announcements and roadmap updates by joining our Slack community.
We provide three flexible options: cloud-only, metadata in the cloud with hybrid deployment, or fully on-premise. Contact us to find the setup that works best for your organization.
This will depend on your preferred setup:
- Cloud-only: Full data access is required
- Cloud with self-hosted runners: Only your SQL metadata access is needed; all warehouse operations stay in your environment.
- Fully on-premise: No data access is required
No, Tobiko Cloud is a standalone system. However, if you're already using dbt™, there's no need to redo any existing work. Tobiko Cloud is backwards-compatible with dbt™, so you can easily make the switch.
Tobiko Cloud’s pricing consists of two components: a platform fee for access to all features and a pay-as-you-go fee for consumption.
Our pricing model does not limit the number of seats or projects. Contact our sales team to learn more and explore a pricing plan tailored to your needs.