Type Enforcement

Type enforcement makes authored column types operational. It is a model feature as well as a related source feature, and it is separate from whether a model uses an exact contract.

Enabling it

For a SQL model, declaring a type on any inline or reusable-schema column enables type enforcement automatically:

MODEL (
  materialized table,
  columns (
    order_id (type INTEGER),
    ordered_at (type TIMESTAMP),
    source_system (),
  ),
);

There is no MODEL(type_enforcement ...) switch. In this example, order_id and ordered_at are typed; source_system remains untyped and passes through unchanged. Sources have related behavior but different configuration. A source can explicitly set type_enforcement: false; see Sources.

Compile-time checks

When SQL analysis can infer an output type, SQLBuild compares it with the declared type using adapter-aware normalization. A proven mismatch is a compile error when type enforcement is active. If SQLBuild identifies an output column but cannot prove its expression type, it reports an unproven-type warning rather than guessing. If the entire output shape cannot be inferred, static type checks and warnings cannot run. Static analysis does not rewrite the authored query. It determines whether the inferred output is compatible before warehouse execution.

Runtime casting

Runtime enforcement inspects a staged relation. If a typed output column does not already have its declared type, SQLBuild rebuilds the staging or delta relation with an explicit cast:

CAST(order_id AS INTEGER) AS order_id

Only columns with declared types are cast. Untyped output columns are preserved. If a cast fails, the model fails during the type-enforcement phase before the staged table is promoted or the incremental delta is applied. Runtime cast support currently depends on materialization:

Materialization path	Framework runtime casts
Full table with staged promotion	Yes, on the staging table
Non-microbatch incremental	Yes, on the staged delta
Microbatch incremental	Yes, on each staged batch
View	No; the view query defines the warehouse output type
Snapshot	No framework cast reconstruction
Custom materialization	Owned by the custom materialization
Full table with direct promotion	Rejected when type enforcement is required

Staged promotion is the default table mode. If a project selects direct table promotion, a typed model fails with guidance to use staged promotion because SQLBuild cannot inspect and reconstruct output before mutating the destination.