CLAUDE.md

@@ -208,9 +208,9 @@ The codebase is structured to support multiple dashboard projects:
 |--------|---------|
 | `public` | Shared dimensions (dim_time) |
 | `raw_toronto` | Toronto-specific raw/dimension tables |
-| `staging` | dbt staging views |
-| `intermediate` | dbt intermediate views |
-| `marts` | dbt mart tables |
+| `stg_toronto` | Toronto dbt staging views |
+| `int_toronto` | Toronto dbt intermediate views |
+| `mart_toronto` | Toronto dbt mart tables |
 
 ### Geographic Reality (Toronto Housing)
 

dbt/dbt_project.yml

@@ -22,12 +22,12 @@ models:
     staging:
       toronto:
         +materialized: view
-        +schema: staging
+        +schema: stg_toronto
     intermediate:
       toronto:
         +materialized: view
-        +schema: intermediate
+        +schema: int_toronto
     marts:
       toronto:
         +materialized: table
-        +schema: marts
+        +schema: mart_toronto

dbt/macros/generate_schema_name.sql

@@ -0,0 +1,11 @@
+-- Override dbt default schema name generation.
+-- Use the custom schema name directly instead of
+-- concatenating with the target schema.
+-- See: https://docs.getdbt.com/docs/build/custom-schemas
+{% macro generate_schema_name(custom_schema_name, node) %}
+    {%- if custom_schema_name is none -%}
+        {{ target.schema }}
+    {%- else -%}
+        {{ custom_schema_name | trim }}
+    {%- endif -%}
+{% endmacro %}

docs/DATABASE_SCHEMA.md

@@ -122,9 +122,9 @@ erDiagram
 |--------|---------|------------|
 | `public` | Shared dimensions (dim_time) | SQLAlchemy |
 | `raw_toronto` | Toronto dimension and fact tables | SQLAlchemy |
-| `staging` | Staging models | dbt |
-| `intermediate` | Intermediate models | dbt |
-| `marts` | Analytical tables | dbt |
+| `stg_toronto` | Toronto staging models | dbt |
+| `int_toronto` | Toronto intermediate models | dbt |
+| `mart_toronto` | Toronto analytical tables | dbt |
 
 ### Raw Toronto Schema (raw_toronto)
 
@@ -149,7 +149,7 @@ Shared dimensions used across all projects:
 |-------|-------------|
 | `dim_time` | Time dimension (monthly grain) |
 
-### Staging Schema (dbt)
+### Staging Schema - stg_toronto (dbt)
 
 Staging models provide 1:1 cleaned representations of source data:
 
@@ -164,7 +164,7 @@ Staging models provide 1:1 cleaned representations of source data:
 | `stg_dimensions__cmhc_zones` | raw.cmhc_zones | CMHC zone boundaries |
 | `stg_cmhc__zone_crosswalk` | raw.crosswalk | Zone-neighbourhood mapping |
 
-### Marts Schema (dbt)
+### Marts Schema - mart_toronto (dbt)
 
 Analytical tables ready for dashboard consumption:
 

docs/PROJECT_REFERENCE.md

@@ -269,7 +269,7 @@ LOG_LEVEL=INFO
 | `db-init` | Initialize database schema |
 | `db-reset` | Drop and recreate database (DESTRUCTIVE) |
 | `load-data` | Load Toronto data from APIs, seed dev data |
-| `load-data-only` | Load Toronto data without dbt or seeding |
+| `load-toronto-only` | Load Toronto data without dbt or seeding |
 | `seed-data` | Seed sample development data |
 | `run` | Start Dash dev server |
 | `test` | Run pytest |

docs/runbooks/adding-dashboard.md

@@ -103,7 +103,15 @@ models:
     staging:
       {dashboard_name}:
         +materialized: view
-        +schema: staging
+        +schema: stg_{dashboard_name}
+    intermediate:
+      {dashboard_name}:
+        +materialized: view
+        +schema: int_{dashboard_name}
+    marts:
+      {dashboard_name}:
+        +materialized: table
+        +schema: mart_{dashboard_name}
 ```
 
 Follow naming conventions: