Snowflake
Snowpark-ready, SCD2-nativeBronze raw stages from Parquet/GoldenGate, Silver conformed with SCD2 & dedupe, Gold finance/customer marts.
Code targets
SQLSnowpark
Orchestrators
AirflowSnowflake Tasks
Platforms
Same ontology. Pick your target. Re-run codegen.
LucidOntos generates idiomatic, native code for every supported platform — and any orchestrator your team already runs.
Databricks
Unity Catalog optimizedAuto-Loader for Bronze, Z-ORDER hints, Unity Catalog grants emitted with the DAG.
Code targets
DeltaPySpark
Orchestrators
Databricks WorkflowsAirflow
Microsoft Fabric
Native Lakehouse integrationOneLake shortcuts, Lakehouse SQL endpoints, Direct Lake mode for Power BI gold.
Code targets
SQLPySpark
Orchestrators
Fabric PipelinesADF
BigQuery
GCP-native executionPartition + cluster keys inferred from profile; INFORMATION_SCHEMA reconciliation queries.
Code targets
SQLBQX
Orchestrators
Cloud ComposerDataform
Redshift
AWS-optimized outputDISTKEY/SORTKEY chosen from profile; Glue/Spectrum staging for Bronze.
Code targets
SQLGlue
Orchestrators
MWAA AirflowStep Functions
Don't see your target? Bring it.
The portable ontology is target-neutral. New dialect adapters slot in without re-modelling your business.
Talk to engineering