Modern Businesses Run on Data Platforms.Modern Data Platforms Run on Datoria.Modern Data Platforms Run on Datoria.
As companies collect more data than ever, data engineers need better tools to transform raw information into reliable insights.
The Data Transformation Journey
The Challenge
Every day, your business collects vast amounts of data that could drive decisions—but only if you can transform it reliably and efficiently.
Current Reality
Traditional SQL scripts and brittle pipelines turn data engineering into a maintenance nightmare as scale increases.
The Solution
Datoria brings software engineering excellence to data transformation with TypeScript-powered SQL, real-time validation, and intelligent partitioning.
Key Benefits
For Data Engineers
Build with confidence using SQL inside TypeScript. Enjoy a lovable developer experience with instant feedback that catches errors in milliseconds instead of after production runs.
For Technical Leaders
Boost data team productivity while substantially reducing cloud costs—improved data quality with fewer resources and less maintenance.
For Business Stakeholders
Make confident decisions with data that's both trustworthy and timely—no more choosing between accuracy and speed.
Powerful Capabilities for Modern Data Teams
Declarative Programming Built for Data Engineers
Write SQL inside TypeScript for true composability and declarative workflows. Create reusable components, leverage type safety, and refactor with confidence—just like any professional software project. Move beyond string templates and embrace a modern development experience designed specifically for data transformation.
Millisecond Validation, Instant Confidence
Catch errors before they reach production. Datoria validates your entire data platform in milliseconds as you type, not minutes or hours after deployment. Experience the power of immediate feedback that transforms how you build data pipelines.
Precision Partitioning: Process Only What's Needed
End wasteful reprocessing and scale effortlessly. Datoria's partition-level dependency tracking ensures you compute only what changed, giving you both dramatic cost savings and the ability to handle datasets from gigabytes to petabytes with ease.
Contract-First Data Design
End brittle pipelines and surprise schema changes. Explicit contracts between producers and consumers ensure compatibility and prevent downstream breakage. Create a foundation of trust that allows teams to move faster with fewer errors.
Declarative Testing Without the Pain
Test your SQL logic without complex setup. Datoria's testing framework automatically handles test data generation, schema validation, and execution against real engines. Write simple, declarative tests that run instantly and catch issues early.
IDE Support That Feels Natural
Work in your favorite editor with features you'd expect from modern software development: autocompletion, hover documentation, jump-to-definition, and inline errors. Transform your workflow with tools that understand your data platform.
Safe Migrations, Every Time
Deploy with confidence. Datoria automatically identifies breaking changes and prevents accidental schema regressions before they impact production. Know exactly what will change before it happens and avoid late-night emergency fixes.
Isolated Development Environments
Work confidently without affecting others. Datoria's sandboxes let you test changes with real data in isolation, then share results with stakeholders before promoting to production. Break free from the constraints of shared development environments.
Full Lineage & Impact Analysis
Understand your entire data flow. Datoria's graph visualization reveals complete lineage, helping you assess impact before making changes and troubleshoot issues with precision. No more guessing which tables, views, or jobs will be affected by your changes.
Performance is a feature
Tired of spending minutes loading all your models? This is how long Datoria spends loading and running all validations for 961 models
Frequently asked questions
Product & Technology
What is Datoria?+
Why not Python?+
Does Datoria require me to learn a new query language?+
Which databases does Datoria support?+
Implementation & Integration
How long does it take to set up Datoria?+
Can I run Datoria from Airflow?+
How does Datoria handle existing data sources?+
Do I need to migrate my entire data platform to Datoria at once?+
Business Value & ROI
How does Datoria reduce cloud costs?+
What productivity improvements can I expect with Datoria?+
How does Datoria improve data quality?+
What size organization is Datoria designed for?+
Support & Community
What resources are available for learning Datoria?+
Is there enterprise support available?+
How can I provide feedback or request features?+
Product & Technology
What is Datoria?+
Why not Python?+
Does Datoria require me to learn a new query language?+
Which databases does Datoria support?+