Accelerate migration and transformation on Databricks with Tobiko Cloud
Tobiko helps teams move to Databricks and build with speed and confidence: no waste, rework, or blind spots. Designed for productivity, optimized for scale.
CASE STUDY
How it Works
Swipe left/right to see the entire diagram.
Scheduler
- Native, automated per-model job scheduling
- No CI/CD configuration
- Unlimited concurrent running jobs
- Pause individual production or model runs
- Fully Managed State/Data Catalog
- Isolated Python environments
Scheduler
Alerts
Alerts
- Runtime alerts and root-cause identification for failures
- Configurable alerts for custom measurements
- Context-aware troubleshooting guidance
- Notifications through pager duty, email, and Slack. Webhook and Datadog integrations coming soon
Debugger
Debugger
- Comprehensive, centralized view on errors, including pull requests, query consoles, logs, and DMs
- Traceability for each plan or run, including up/downstream dependencies, code definition at time of failure, recent model modifications, and other contextual execution metadata
Warehouse Cost Tracking
Warehouse Cost Tracking
- Understand which models are contributing most to warehouse cost
- View warehouse cost changes over time
Advanced Change Categorization
- Automatic detection of downstream processes requiring updates after column modifications or removals
- Advanced column-level lineage impact analysis to minimize backfills
Adv. Change Categorization
Cross-DB Diffing
Cross-Database Diffing
- Detect discrepancies between datasets across multiple databases to validate migrations
- Leverage hashing algorithm for data comparison without costly full joins
Smart Updates
We automatically track SQL changes and run history, so you’ll update only impacted tables during development and production runs.
Optimized Builds
Tobiko Cloud tracks intervals, code changes, and run history to build only what’s needed — no need for error-prone commands.
Cost-effective Workflows
Instantly create an exact copy of production for development without the extra warehouse processing costs.
FEATURED ARTICLE
Benchmark reveals a 9x boost in speed and cost savings
Databricks benchmark study shows SQLMesh outperforms dbt Core™ by orders of magnitude on speed and cost in key transformation task
Data transformation, built for scale
Already in deep with dbt™?
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.
