Repository: gouline/dbt-metabase

Issue:
Add support for constraints
[constraints](https://docs.getdbt.com/reference/resource-properties/constraints) seem to be the modern way to define relationships in dbt. Plugins such as [dbt_constraints](https://hub.getdbt.com/Snowflake-Labs/dbt_constraints/latest/) make use of this metadata. Should `dbt-metabase` also support constraints as well as tests for defining relationships?

Discussion:

Patch:
diff --git a/dbtmetabase/manifest.py b/dbtmetabase/manifest.py
index 14a0b94..014ef03 100644
--- a/dbtmetabase/manifest.py
+++ b/dbtmetabase/manifest.py
@@ -3,6 +3,7 @@ from __future__ import annotations
 import dataclasses as dc
 import json
 import logging
+import re
 from enum import Enum
 from pathlib import Path
 from typing import (
@@ -42,6 +43,9 @@ _MODEL_META_FIELDS = _COMMON_META_FIELDS + [
 # Default model schema (only schema in BigQuery)
 DEFAULT_SCHEMA = "PUBLIC"
 
+# Foreign key constraint: "schema.model (column)" / "model (column)"
+_CONSTRAINT_FK_PARSER = re.compile(r"(?P<model>.+)\s+\((?P<column>.+)\)")
+
 
 class Manifest:
     """dbt manifest reader."""
@@ -142,12 +146,11 @@ class Manifest:
             ),
         )
 
-        self._set_column_fk(
+        self._set_column_relationship(
             manifest_column=manifest_column,
             column=column,
-            table=relationship["fk_target_table"] if relationship else None,
-            field=relationship["fk_target_field"] if relationship else None,
             schema=schema,
+            relationship=relationship,
         )
 
         return column
@@ -250,43 +253,62 @@ class Manifest:
 
         return relationships
 
-    def _set_column_fk(
+    def _set_column_relationship(
         self,
         manifest_column: Mapping,
         column: Column,
-        table: Optional[str],
-        field: Optional[str],
-        schema: Optional[str],
+        schema: str,
+        relationship: Optional[Mapping],
     ):
-        """Sets foreign key target on a column.
+        """Sets primary key and foreign key target on a column from constraints, meta fields or provided test relationship."""
+
+        fk_target_table = ""
+        fk_target_field = ""
+
+        # Precedence 1: Relationship test
+        if relationship:
+            fk_target_table = relationship["fk_target_table"]
+            fk_target_field = relationship["fk_target_field"]
+
+        # Precedence 2: Constraints
+        for constraint in manifest_column.get("constraints", []):
+            if constraint["type"] == "primary_key":
+                if not column.semantic_type:
+                    column.semantic_type = "type/PK"
+
+            elif constraint["type"] == "foreign_key":
+                constraint_expr = constraint.get("expression", "")
+                constraint_fk = _CONSTRAINT_FK_PARSER.search(constraint_expr)
+                if constraint_fk:
+                    fk_target_table = constraint_fk.group("model")
+                    fk_target_field = constraint_fk.group("column")
+                else:
+                    _logger.warning(
+                        "Unparsable '%s' foreign key constraint: %s",
+                        column.name,
+                        constraint_expr,
+                    )
 
-        Args:
-            manifest_column (Mapping): Schema column definition.
-            column (Column): Metabase column definition.
-            table (str): Foreign key target table.
-            field (str): Foreign key target field.
-            schema (str): Current schema name.
-        """
-        # Meta fields take precedence
+        # Precedence 3: Meta fields
         meta = manifest_column.get("meta", {})
-        table = meta.get(f"{_META_NS}.fk_target_table", table)
-        field = meta.get(f"{_META_NS}.fk_target_field", field)
+        fk_target_table = meta.get(f"{_META_NS}.fk_target_table", fk_target_table)
+        fk_target_field = meta.get(f"{_META_NS}.fk_target_field", fk_target_field)
 
-        if not table or not field:
-            if table or field:
+        if not fk_target_table or not fk_target_field:
+            if fk_target_table or fk_target_table:
                 _logger.warning(
                     "Foreign key requires table and field for column '%s'",
                     column.name,
                 )
             return
 
-        table_path = table.split(".")
-        if len(table_path) == 1 and schema:
-            table_path.insert(0, schema)
+        fk_target_table_path = fk_target_table.split(".")
+        if len(fk_target_table_path) == 1 and schema:
+            fk_target_table_path.insert(0, schema)
 
         column.semantic_type = "type/FK"
-        column.fk_target_table = ".".join([x.strip('"') for x in table_path])
-        column.fk_target_field = field.strip('"')
+        column.fk_target_table = ".".join([x.strip('"') for x in fk_target_table_path])
+        column.fk_target_field = fk_target_field.strip('"')
         _logger.debug(
             "Relation from '%s' to '%s.%s'",
             column.name,
diff --git a/sandbox/models/schema.yml b/sandbox/models/schema.yml
index 5918425..caafabd 100644
--- a/sandbox/models/schema.yml
+++ b/sandbox/models/schema.yml
@@ -42,6 +42,8 @@ models:
 
     columns:
       - name: order_id
+        constraints:
+          - type: primary_key
         tests:
           - unique
           - not_null
@@ -49,11 +51,11 @@ models:
 
       - name: customer_id
         description: Foreign key to the customers table
+        constraints:
+          - type: foreign_key
+            expression: customers (customer_id)
         tests:
           - not_null
-          - relationships:
-              to: ref('customers')
-              field: customer_id
 
       - name: order_date
         description: Date (UTC) that the order was placed


Test patch:
diff --git a/tests/fixtures/manifest-v11.json b/tests/fixtures/manifest-v11.json
index 8a20dd2..14630c0 100644
--- a/tests/fixtures/manifest-v11.json
+++ b/tests/fixtures/manifest-v11.json
@@ -1,9 +1,9 @@
 {
     "metadata": {
         "dbt_schema_version": "https://schemas.getdbt.com/dbt/manifest/v11.json",
-        "dbt_version": "1.7.5",
-        "generated_at": "2024-01-25T01:54:22.285700Z",
-        "invocation_id": "2a379e22-b3cb-4596-8663-17abbbc84330",
+        "dbt_version": "1.7.8",
+        "generated_at": "2024-02-20T01:11:30.963279Z",
+        "invocation_id": "e0c2a315-8369-44bf-8cad-a6cbb98ce697",
         "env": {},
         "project_name": "sandbox",
         "project_id": "93bc63e0b4f48fbbff568d9fc0dc3def",
@@ -150,7 +150,7 @@
                     "metabase.display_name": "clients"
                 }
             },
-            "created_at": 1706145555.0016356,
+            "created_at": 1708330299.0858583,
             "relation_name": "\"dbtmetabase\".\"public\".\"customers\"",
             "raw_code": "with customers as (\n\n    select * from {{ ref('stg_customers') }}\n\n),\n\norders as (\n\n    select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n    select * from {{ ref('stg_payments') }}\n\n),\n\ncustomer_orders as (\n\n        select\n        customer_id,\n\n        min(order_date) as first_order,\n        max(order_date) as most_recent_order,\n        count(order_id) as number_of_orders\n    from orders\n\n    group by 1\n\n),\n\ncustomer_payments as (\n\n    select\n        orders.customer_id,\n        sum(amount) as total_amount\n\n    from payments\n\n    left join orders using (order_id)\n\n    group by 1\n\n),\n\nfinal as (\n\n    select\n        customers.customer_id,\n        customers.first_name,\n        customers.last_name,\n        customer_orders.first_order,\n        customer_orders.most_recent_order,\n        customer_orders.number_of_orders,\n        customer_payments.total_amount as customer_lifetime_value\n\n    from customers\n\n    left join customer_orders using (customer_id)\n\n    left join customer_payments using (customer_id)\n\n)\n\nselect * from final",
             "language": "sql",
@@ -197,23 +197,23 @@
             "latest_version": null,
             "deprecation_date": null
         },
-        "model.sandbox.orders": {
+        "seed.sandbox.raw_customers": {
             "database": "dbtmetabase",
             "schema": "public",
-            "name": "orders",
-            "resource_type": "model",
+            "name": "raw_customers",
+            "resource_type": "seed",
             "package_name": "sandbox",
-            "path": "orders.sql",
-            "original_file_path": "models/orders.sql",
-            "unique_id": "model.sandbox.orders",
+            "path": "raw_customers.csv",
+            "original_file_path": "seeds/raw_customers.csv",
+            "unique_id": "seed.sandbox.raw_customers",
             "fqn": [
                 "sandbox",
-                "orders"
+                "raw_customers"
             ],
-            "alias": "orders",
+            "alias": "raw_customers",
             "checksum": {
                 "name": "sha256",
-                "checksum": "9a13423dec138c8cedf1eb7e03f4ad86be3b378ef088ac9ecc09328b76d8986e"
+                "checksum": "357d173dda65a741ad97d6683502286cc2655bb396ab5f4dfad12b8c39bd2a63"
             },
             "config": {
                 "enabled": true,
@@ -221,12 +221,9 @@
                 "schema": null,
                 "database": null,
                 "tags": [],
-                "meta": {
-                    "metabase.points_of_interest": "Basic information only",
-                    "metabase.caveats": "Some facts are derived from payments"
-                },
+                "meta": {},
                 "group": null,
-                "materialized": "table",
+                "materialized": "seed",
                 "incremental_strategy": null,
                 "persist_docs": {},
                 "post-hook": [],
@@ -247,171 +244,47 @@
                     "enforced": false,
                     "alias_types": true
                 },
-                "access": "protected"
+                "delimiter": ",",
+                "quote_columns": null
             },
             "tags": [],
-            "description": "This table has basic information about orders, as well as some derived facts based on payments",
-            "columns": {
-                "order_id": {
-                    "name": "order_id",
-                    "description": "This is a unique identifier for an order",
-                    "meta": {},
-                    "data_type": null,
-                    "constraints": [],
-                    "quote": null,
-                    "tags": []
-                },
-                "customer_id": {
-                    "name": "customer_id",
-                    "description": "Foreign key to the customers table",
-                    "meta": {},
-                    "data_type": null,
-                    "constraints": [],
-                    "quote": null,
-                    "tags": []
-                },
-                "order_date": {
-                    "name": "order_date",
-                    "description": "Date (UTC) that the order was placed",
-                    "meta": {},
-                    "data_type": null,
-                    "constraints": [],
-                    "quote": null,
-                    "tags": []
-                },
-                "status": {
-                    "name": "status",
-                    "description": "",
-                    "meta": {},
-                    "data_type": null,
-                    "constraints": [],
-                    "quote": null,
-                    "tags": []
-                },
-                "amount": {
-                    "name": "amount",
-                    "description": "Total amount (AUD) of the order",
-                    "meta": {},
-                    "data_type": null,
-                    "constraints": [],
-                    "quote": null,
-                    "tags": []
-                },
-                "credit_card_amount": {
-                    "name": "credit_card_amount",
-                    "description": "Amount of the order (AUD) paid for by credit card",
-                    "meta": {},
-                    "data_type": null,
-                    "constraints": [],
-                    "quote": null,
-                    "tags": []
-                },
-                "coupon_amount": {
-                    "name": "coupon_amount",
-                    "description": "Amount of the order (AUD) paid for by coupon",
-                    "meta": {},
-                    "data_type": null,
-                    "constraints": [],
-                    "quote": null,
-                    "tags": []
-                },
-                "bank_transfer_amount": {
-                    "name": "bank_transfer_amount",
-                    "description": "Amount of the order (AUD) paid for by bank transfer",
-                    "meta": {},
-                    "data_type": null,
-                    "constraints": [],
-                    "quote": null,
-                    "tags": []
-                },
-                "gift_card_amount": {
-                    "name": "gift_card_amount",
-                    "description": "Amount of the order (AUD) paid for by gift card",
-                    "meta": {},
-                    "data_type": null,
-                    "constraints": [],
-                    "quote": null,
-                    "tags": []
-                }
-            },
-            "meta": {
-                "metabase.points_of_interest": "Basic information only",
-                "metabase.caveats": "Some facts are derived from payments"
-            },
+            "description": "",
+            "columns": {},
+            "meta": {},
             "group": null,
             "docs": {
                 "show": true,
                 "node_color": null
             },
-            "patch_path": "sandbox://models/schema.yml",
-            "build_path": "target/run/sandbox/models/orders.sql",
+            "patch_path": null,
+            "build_path": null,
             "deferred": false,
-            "unrendered_config": {
-                "materialized": "table",
-                "meta": {
-                    "metabase.points_of_interest": "Basic information only",
-                    "metabase.caveats": "Some facts are derived from payments"
-                }
-            },
-            "created_at": 1706145555.0041838,
-            "relation_name": "\"dbtmetabase\".\"public\".\"orders\"",
-            "raw_code": "{% set payment_methods = ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] %}\n\nwith orders as (\n\n    select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n    select * from {{ ref('stg_payments') }}\n\n),\n\norder_payments as (\n\n    select\n        order_id,\n\n        {% for payment_method in payment_methods -%}\n        sum(case when payment_method = '{{ payment_method }}' then amount else 0 end) as {{ payment_method }}_amount,\n        {% endfor -%}\n\n        sum(amount) as total_amount\n\n    from payments\n\n    group by 1\n\n),\n\nfinal as (\n\n    select\n        orders.order_id,\n        orders.customer_id,\n        orders.order_date,\n        orders.status,\n\n        {% for payment_method in payment_methods -%}\n\n        order_payments.{{ payment_method }}_amount,\n\n        {% endfor -%}\n\n        order_payments.total_amount as amount\n\n    from orders\n\n    left join order_payments using (order_id)\n\n)\n\nselect * from final",
-            "language": "sql",
-            "refs": [
-                {
-                    "name": "stg_orders",
-                    "package": null,
-                    "version": null
-                },
-                {
-                    "name": "stg_payments",
-                    "package": null,
-                    "version": null
-                }
-            ],
-            "sources": [],
-            "metrics": [],
+            "unrendered_config": {},
+            "created_at": 1708330299.0421724,
+            "relation_name": "\"dbtmetabase\".\"public\".\"raw_customers\"",
+            "raw_code": "",
+            "root_path": "/app/sandbox",
             "depends_on": {
-                "macros": [],
-                "nodes": [
-                    "model.sandbox.stg_orders",
-                    "model.sandbox.stg_payments"
-                ]
-            },
-            "compiled_path": "target/compiled/sandbox/models/orders.sql",
-            "compiled": true,
-            "compiled_code": "\n\nwith orders as (\n\n    select * from \"dbtmetabase\".\"public\".\"stg_orders\"\n\n),\n\npayments as (\n\n    select * from \"dbtmetabase\".\"public\".\"stg_payments\"\n\n),\n\norder_payments as (\n\n    select\n        order_id,\n\n        sum(case when payment_method = 'credit_card' then amount else 0 end) as credit_card_amount,\n        sum(case when payment_method = 'coupon' then amount else 0 end) as coupon_amount,\n        sum(case when payment_method = 'bank_transfer' then amount else 0 end) as bank_transfer_amount,\n        sum(case when payment_method = 'gift_card' then amount else 0 end) as gift_card_amount,\n        sum(amount) as total_amount\n\n    from payments\n\n    group by 1\n\n),\n\nfinal as (\n\n    select\n        orders.order_id,\n        orders.customer_id,\n        orders.order_date,\n        orders.status,\n\n        order_payments.credit_card_amount,\n\n        order_payments.coupon_amount,\n\n        order_payments.bank_transfer_amount,\n\n        order_payments.gift_card_amount,\n\n        order_payments.total_amount as amount\n\n    from orders\n\n    left join order_payments using (order_id)\n\n)\n\nselect * from final",
-            "extra_ctes_injected": true,
-            "extra_ctes": [],
-            "contract": {
-                "enforced": false,
-                "alias_types": true,
-                "checksum": null
-            },
-            "access": "protected",
-            "constraints": [],
-            "version": null,
-            "latest_version": null,
-            "deprecation_date": null
+                "macros": []
+            }
         },
-        "model.sandbox.stg_customers": {
+        "seed.sandbox.raw_orders": {
             "database": "dbtmetabase",
             "schema": "public",
-            "name": "stg_customers",
-            "resource_type": "model",
+            "name": "raw_orders",
+            "resource_type": "seed",
             "package_name": "sandbox",
-            "path": "staging/stg_customers.sql",
-            "original_file_path": "models/staging/stg_customers.sql",
-            "unique_id": "model.sandbox.stg_customers",
+            "path": "raw_orders.csv",
+            "original_file_path": "seeds/raw_orders.csv",
+            "unique_id": "seed.sandbox.raw_orders",
             "fqn": [
                 "sandbox",
-                "staging",
-                "stg_customers"
+                "raw_orders"
             ],
-            "alias": "stg_customers",
+            "alias": "raw_orders",
             "checksum": {
                 "name": "sha256",
-                "checksum": "80e3223cd54387e11fa16cd0f4cbe15f8ff74dcd9900b93856b9e39416178c9d"
+                "checksum": "6228dde8e17b9621f35c13e272ec67d3ff55b55499433f47d303adf2be72c17f"
             },
             "config": {
                 "enabled": true,
@@ -421,7 +294,7 @@
                 "tags": [],
                 "meta": {},
                 "group": null,
-                "materialized": "view",
+                "materialized": "seed",
                 "incremental_strategy": null,
                 "persist_docs": {},
                 "post-hook": [],
@@ -442,86 +315,47 @@
                     "enforced": false,
                     "alias_types": true
                 },
-                "access": "protected"
+                "delimiter": ",",
+                "quote_columns": null
             },
             "tags": [],
             "description": "",
-            "columns": {
-                "customer_id": {
-                    "name": "customer_id",
-                    "description": "",
-                    "meta": {},
-                    "data_type": null,
-                    "constraints": [],
-                    "quote": null,
-                    "tags": []
-                }
-            },
+            "columns": {},
             "meta": {},
             "group": null,
             "docs": {
                 "show": true,
                 "node_color": null
             },
-            "patch_path": "sandbox://models/staging/schema.yml",
-            "build_path": "target/run/sandbox/models/staging/stg_customers.sql",
+            "patch_path": null,
+            "build_path": null,
             "deferred": false,
-            "unrendered_config": {
-                "materialized": "view"
-            },
-            "created_at": 1706145555.0613995,
-            "relation_name": "\"dbtmetabase\".\"public\".\"stg_customers\"",
-            "raw_code": "with source as (\n\n    {#-\n    Normally we would select from the table here, but we are using seeds to load\n    our data in this project\n    #}\n    select * from {{ ref('raw_customers') }}\n\n),\n\nrenamed as (\n\n    select\n        id as customer_id,\n        first_name,\n        last_name\n\n    from source\n\n)\n\nselect * from renamed",
-            "language": "sql",
-            "refs": [
-                {
-                    "name": "raw_customers",
-                    "package": null,
-                    "version": null
-                }
-            ],
-            "sources": [],
-            "metrics": [],
+            "unrendered_config": {},
+            "created_at": 1708330299.0437803,
+            "relation_name": "\"dbtmetabase\".\"public\".\"raw_orders\"",
+            "raw_code": "",
+            "root_path": "/app/sandbox",
             "depends_on": {
-                "macros": [],
-                "nodes": [
-                    "seed.sandbox.raw_customers"
-                ]
-            },
-            "compiled_path": "target/compiled/sandbox/models/staging/stg_customers.sql",
-            "compiled": true,
-            "compiled_code": "with source as (\n    select * from \"dbtmetabase\".\"public\".\"raw_customers\"\n\n),\n\nrenamed as (\n\n    select\n        id as customer_id,\n        first_name,\n        last_name\n\n    from source\n\n)\n\nselect * from renamed",
-            "extra_ctes_injected": true,
-            "extra_ctes": [],
-            "contract": {
-                "enforced": false,
-                "alias_types": true,
-                "checksum": null
-            },
-            "access": "protected",
-            "constraints": [],
-            "version": null,
-            "latest_version": null,
-            "deprecation_date": null
+                "macros": []
+            }
         },
-        "model.sandbox.stg_payments": {
+        "seed.sandbox.raw_payments": {
             "database": "dbtmetabase",
             "schema": "public",
-            "name": "stg_payments",
-            "resource_type": "model",
+            "name": "raw_payments",
+            "resource_type": "seed",
             "package_name": "sandbox",
-            "path": "staging/stg_payments.sql",
-            "original_file_path": "models/staging/stg_payments.sql",
-            "unique_id": "model.sandbox.stg_payments",
+            "path": "raw_payments.csv",
+            "original_file_path": "seeds/raw_payments.csv",
+            "unique_id": "seed.sandbox.raw_payments",
             "fqn": [
                 "sandbox",
-                "staging",
-                "stg_payments"
+                "raw_payments"
             ],
-            "alias": "stg_payments",
+            "alias": "raw_payments",
             "checksum": {
                 "name": "sha256",
-                "checksum": "e9a45326cc72cf5bdc59163207bac2f3ed3697c1758d916b17327c7720110fcc"
+                "checksum": "6de0626a8db9c1750eefd1b2e17fac4c2a4b9f778eb50532d8b377b90de395e6"
             },
             "config": {
                 "enabled": true,
@@ -531,7 +365,7 @@
                 "tags": [],
                 "meta": {},
                 "group": null,
-                "materialized": "view",
+                "materialized": "seed",
                 "incremental_strategy": null,
                 "persist_docs": {},
                 "post-hook": [],
@@ -552,49 +386,182 @@
                     "enforced": false,
                     "alias_types": true
                 },
-                "access": "protected"
+                "delimiter": ",",
+                "quote_columns": null
             },
             "tags": [],
             "description": "",
-            "columns": {
-                "payment_id": {
-                    "name": "payment_id",
-                    "description": "",
-                    "meta": {},
-                    "data_type": null,
-                    "constraints": [],
-                    "quote": null,
-                    "tags": []
+            "columns": {},
+            "meta": {},
+            "group": null,
+            "docs": {
+                "show": true,
+                "node_color": null
+            },
+            "patch_path": null,
+            "build_path": null,
+            "deferred": false,
+            "unrendered_config": {},
+            "created_at": 1708330299.045119,
+            "relation_name": "\"dbtmetabase\".\"public\".\"raw_payments\"",
+            "raw_code": "",
+            "root_path": "/app/sandbox",
+            "depends_on": {
+                "macros": []
+            }
+        },
+        "test.sandbox.unique_customers_customer_id.c5af1ff4b1": {
+            "test_metadata": {
+                "name": "unique",
+                "kwargs": {
+                    "column_name": "customer_id",
+                    "model": "{{ get_where_subquery(ref('customers')) }}"
                 },
-                "payment_method": {
-                    "name": "payment_method",
-                    "description": "",
-                    "meta": {},
-                    "data_type": null,
-                    "constraints": [],
-                    "quote": null,
-                    "tags": []
-                }
+                "namespace": null
+            },
+            "database": "dbtmetabase",
+            "schema": "public_dbt_test__audit",
+            "name": "unique_customers_customer_id",
+            "resource_type": "test",
+            "package_name": "sandbox",
+            "path": "unique_customers_customer_id.sql",
+            "original_file_path": "models/schema.yml",
+            "unique_id": "test.sandbox.unique_customers_customer_id.c5af1ff4b1",
+            "fqn": [
+                "sandbox",
+                "unique_customers_customer_id"
+            ],
+            "alias": "unique_customers_customer_id",
+            "checksum": {
+                "name": "none",
+                "checksum": ""
+            },
+            "config": {
+                "enabled": true,
+                "alias": null,
+                "schema": "dbt_test__audit",
+                "database": null,
+                "tags": [],
+                "meta": {},
+                "group": null,
+                "materialized": "test",
+                "severity": "ERROR",
+                "store_failures": null,
+                "store_failures_as": null,
+                "where": null,
+                "limit": null,
+                "fail_calc": "count(*)",
+                "warn_if": "!= 0",
+                "error_if": "!= 0"
             },
+            "tags": [],
+            "description": "",
+            "columns": {},
             "meta": {},
             "group": null,
             "docs": {
                 "show": true,
                 "node_color": null
             },
-            "patch_path": "sandbox://models/staging/schema.yml",
-            "build_path": "target/run/sandbox/models/staging/stg_payments.sql",
+            "patch_path": null,
+            "build_path": null,
             "deferred": false,
-            "unrendered_config": {
-                "materialized": "view"
+            "unrendered_config": {},
+            "created_at": 1708330299.1369452,
+            "relation_name": null,
+            "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}",
+            "language": "sql",
+            "refs": [
+                {
+                    "name": "customers",
+                    "package": null,
+                    "version": null
+                }
+            ],
+            "sources": [],
+            "metrics": [],
+            "depends_on": {
+                "macros": [
+                    "macro.dbt.test_unique"
+                ],
+                "nodes": [
+                    "model.sandbox.customers"
+                ]
             },
-            "created_at": 1706145555.062218,
-            "relation_name": "\"dbtmetabase\".\"public\".\"stg_payments\"",
-            "raw_code": "with source as (\n    \n    {#-\n    Normally we would select from the table here, but we are using seeds to load\n    our data in this project\n    #}\n    select * from {{ ref('raw_payments') }}\n\n),\n\nrenamed as (\n\n    select\n        id as payment_id,\n        order_id,\n        payment_method,\n\n        --`amount` is currently stored in cents, so we convert it to dollars\n        amount / 100 as amount\n\n    from source\n\n)\n\nselect * from renamed",
+            "compiled_path": null,
+            "contract": {
+                "enforced": false,
+                "alias_types": true,
+                "checksum": null
+            },
+            "column_name": "customer_id",
+            "file_key_name": "models.customers",
+            "attached_node": "model.sandbox.customers"
+        },
+        "test.sandbox.not_null_customers_customer_id.5c9bf9911d": {
+            "test_metadata": {
+                "name": "not_null",
+                "kwargs": {
+                    "column_name": "customer_id",
+                    "model": "{{ get_where_subquery(ref('customers')) }}"
+                },
+                "namespace": null
+            },
+            "database": "dbtmetabase",
+            "schema": "public_dbt_test__audit",
+            "name": "not_null_customers_customer_id",
+            "resource_type": "test",
+            "package_name": "sandbox",
+            "path": "not_null_customers_customer_id.sql",
+            "original_file_path": "models/schema.yml",
+            "unique_id": "test.sandbox.not_null_customers_customer_id.5c9bf9911d",
+            "fqn": [
+                "sandbox",
+                "not_null_customers_customer_id"
+            ],
+            "alias": "not_null_customers_customer_id",
+            "checksum": {
+                "name": "none",
+                "checksum": ""
+            },
+            "config": {
+                "enabled": true,
+                "alias": null,
+                "schema": "dbt_test__audit",
+                "database": null,
+                "tags": [],
+                "meta": {},
+                "group": null,
+                "materialized": "test",
+                "severity": "ERROR",
+                "store_failures": null,
+                "store_failures_as": null,
+                "where": null,
+                "limit": null,
+                "fail_calc": "count(*)",
+                "warn_if": "!= 0",
+                "error_if": "!= 0"
+            },
+            "tags": [],
+            "description": "",
+            "columns": {},
+            "meta": {},
+            "group": null,
+            "docs": {
+                "show": true,
+                "node_color": null
+            },
+            "patch_path": null,
+            "build_path": null,
+            "deferred": false,
+            "unrendered_config": {},
+            "created_at": 1708330299.1383352,
+            "relation_name": null,
+            "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "raw_payments",
+                    "name": "customers",
                     "package": null,
                     "version": null
                 }
@@ -602,45 +569,41 @@
             "sources": [],
             "metrics": [],
             "depends_on": {
-                "macros": [],
+                "macros": [
+                    "macro.dbt.test_not_null"
+                ],
                 "nodes": [
-                    "seed.sandbox.raw_payments"
+                    "model.sandbox.customers"
                 ]
             },
-            "compiled_path": "target/compiled/sandbox/models/staging/stg_payments.sql",
-            "compiled": true,
-            "compiled_code": "with source as (\n    select * from \"dbtmetabase\".\"public\".\"raw_payments\"\n\n),\n\nrenamed as (\n\n    select\n        id as payment_id,\n        order_id,\n        payment_method,\n\n        --`amount` is currently stored in cents, so we convert it to dollars\n        amount / 100 as amount\n\n    from source\n\n)\n\nselect * from renamed",
-            "extra_ctes_injected": true,
-            "extra_ctes": [],
+            "compiled_path": null,
             "contract": {
                 "enforced": false,
                 "alias_types": true,
                 "checksum": null
             },
-            "access": "protected",
-            "constraints": [],
-            "version": null,
-            "latest_version": null,
-            "deprecation_date": null
+            "column_name": "customer_id",
+            "file_key_name": "models.customers",
+            "attached_node": "model.sandbox.customers"
         },
-        "model.sandbox.stg_orders": {
+        "model.sandbox.stg_customers": {
             "database": "dbtmetabase",
             "schema": "public",
-            "name": "stg_orders",
+            "name": "stg_customers",
             "resource_type": "model",
             "package_name": "sandbox",
-            "path": "staging/stg_orders.sql",
-            "original_file_path": "models/staging/stg_orders.sql",
-            "unique_id": "model.sandbox.stg_orders",
+            "path": "staging/stg_customers.sql",
+            "original_file_path": "models/staging/stg_customers.sql",
+            "unique_id": "model.sandbox.stg_customers",
             "fqn": [
                 "sandbox",
                 "staging",
-                "stg_orders"
+                "stg_customers"
             ],
-            "alias": "stg_orders",
+            "alias": "stg_customers",
             "checksum": {
                 "name": "sha256",
-                "checksum": "f4f881cb09d2c4162200fc331d7401df6d1abd4fed492554a7db70dede347108"
+                "checksum": "80e3223cd54387e11fa16cd0f4cbe15f8ff74dcd9900b93856b9e39416178c9d"
             },
             "config": {
                 "enabled": true,
@@ -676,8 +639,8 @@
             "tags": [],
             "description": "",
             "columns": {
-                "order_id": {
-                    "name": "order_id",
+                "customer_id": {
+                    "name": "customer_id",
                     "description": "",
                     "meta": {},
                     "data_type": null,
@@ -685,8 +648,17 @@
                     "quote": null,
                     "tags": []
                 },
-                "status": {
-                    "name": "status",
+                "first_name": {
+                    "name": "first_name",
+                    "description": "",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
+                },
+                "last_name": {
+                    "name": "last_name",
                     "description": "",
                     "meta": {},
                     "data_type": null,
@@ -702,18 +674,18 @@
                 "node_color": null
             },
             "patch_path": "sandbox://models/staging/schema.yml",
-            "build_path": "target/run/sandbox/models/staging/stg_orders.sql",
+            "build_path": "target/run/sandbox/models/staging/stg_customers.sql",
             "deferred": false,
             "unrendered_config": {
                 "materialized": "view"
             },
-            "created_at": 1706145555.0616965,
-            "relation_name": "\"dbtmetabase\".\"public\".\"stg_orders\"",
-            "raw_code": "with source as (\n\n    {#-\n    Normally we would select from the table here, but we are using seeds to load\n    our data in this project\n    #}\n    select * from {{ ref('raw_orders') }}\n\n),\n\nrenamed as (\n\n    select\n        id as order_id,\n        user_id as customer_id,\n        order_date,\n        status\n\n    from source\n\n)\n\nselect * from renamed",
+            "created_at": 1708338357.5425656,
+            "relation_name": "\"dbtmetabase\".\"public\".\"stg_customers\"",
+            "raw_code": "with source as (\n\n    {#-\n    Normally we would select from the table here, but we are using seeds to load\n    our data in this project\n    #}\n    select * from {{ ref('raw_customers') }}\n\n),\n\nrenamed as (\n\n    select\n        id as customer_id,\n        first_name,\n        last_name\n\n    from source\n\n)\n\nselect * from renamed",
             "language": "sql",
             "refs": [
                 {
-                    "name": "raw_orders",
+                    "name": "raw_customers",
                     "package": null,
                     "version": null
                 }
@@ -723,12 +695,12 @@
             "depends_on": {
                 "macros": [],
                 "nodes": [
-                    "seed.sandbox.raw_orders"
+                    "seed.sandbox.raw_customers"
                 ]
             },
-            "compiled_path": "target/compiled/sandbox/models/staging/stg_orders.sql",
+            "compiled_path": "target/compiled/sandbox/models/staging/stg_customers.sql",
             "compiled": true,
-            "compiled_code": "with source as (\n    select * from \"dbtmetabase\".\"public\".\"raw_orders\"\n\n),\n\nrenamed as (\n\n    select\n        id as order_id,\n        user_id as customer_id,\n        order_date,\n        status\n\n    from source\n\n)\n\nselect * from renamed",
+            "compiled_code": "with source as (\n    select * from \"dbtmetabase\".\"public\".\"raw_customers\"\n\n),\n\nrenamed as (\n\n    select\n        id as customer_id,\n        first_name,\n        last_name\n\n    from source\n\n)\n\nselect * from renamed",
             "extra_ctes_injected": true,
             "extra_ctes": [],
             "contract": {
@@ -742,23 +714,24 @@
             "latest_version": null,
             "deprecation_date": null
         },
-        "seed.sandbox.raw_customers": {
+        "model.sandbox.stg_payments": {
             "database": "dbtmetabase",
             "schema": "public",
-            "name": "raw_customers",
-            "resource_type": "seed",
+            "name": "stg_payments",
+            "resource_type": "model",
             "package_name": "sandbox",
-            "path": "raw_customers.csv",
-            "original_file_path": "seeds/raw_customers.csv",
-            "unique_id": "seed.sandbox.raw_customers",
+            "path": "staging/stg_payments.sql",
+            "original_file_path": "models/staging/stg_payments.sql",
+            "unique_id": "model.sandbox.stg_payments",
             "fqn": [
                 "sandbox",
-                "raw_customers"
+                "staging",
+                "stg_payments"
             ],
-            "alias": "raw_customers",
+            "alias": "stg_payments",
             "checksum": {
                 "name": "sha256",
-                "checksum": "357d173dda65a741ad97d6683502286cc2655bb396ab5f4dfad12b8c39bd2a63"
+                "checksum": "e9a45326cc72cf5bdc59163207bac2f3ed3697c1758d916b17327c7720110fcc"
             },
             "config": {
                 "enabled": true,
@@ -768,7 +741,7 @@
                 "tags": [],
                 "meta": {},
                 "group": null,
-                "materialized": "seed",
+                "materialized": "view",
                 "incremental_strategy": null,
                 "persist_docs": {},
                 "post-hook": [],
@@ -789,118 +762,113 @@
                     "enforced": false,
                     "alias_types": true
                 },
-                "delimiter": ",",
-                "quote_columns": null
+                "access": "protected"
             },
             "tags": [],
             "description": "",
-            "columns": {},
-            "meta": {},
-            "group": null,
-            "docs": {
-                "show": true,
-                "node_color": null
-            },
-            "patch_path": null,
-            "build_path": null,
-            "deferred": false,
-            "unrendered_config": {},
-            "created_at": 1706145554.9672556,
-            "relation_name": "\"dbtmetabase\".\"public\".\"raw_customers\"",
-            "raw_code": "",
-            "root_path": "/app/sandbox",
-            "depends_on": {
-                "macros": []
-            }
-        },
-        "seed.sandbox.raw_orders": {
-            "database": "dbtmetabase",
-            "schema": "public",
-            "name": "raw_orders",
-            "resource_type": "seed",
-            "package_name": "sandbox",
-            "path": "raw_orders.csv",
-            "original_file_path": "seeds/raw_orders.csv",
-            "unique_id": "seed.sandbox.raw_orders",
-            "fqn": [
-                "sandbox",
-                "raw_orders"
-            ],
-            "alias": "raw_orders",
-            "checksum": {
-                "name": "sha256",
-                "checksum": "6228dde8e17b9621f35c13e272ec67d3ff55b55499433f47d303adf2be72c17f"
-            },
-            "config": {
-                "enabled": true,
-                "alias": null,
-                "schema": null,
-                "database": null,
-                "tags": [],
-                "meta": {},
-                "group": null,
-                "materialized": "seed",
-                "incremental_strategy": null,
-                "persist_docs": {},
-                "post-hook": [],
-                "pre-hook": [],
-                "quoting": {},
-                "column_types": {},
-                "full_refresh": null,
-                "unique_key": null,
-                "on_schema_change": "ignore",
-                "on_configuration_change": "apply",
-                "grants": {},
-                "packages": [],
-                "docs": {
-                    "show": true,
-                    "node_color": null
+            "columns": {
+                "payment_id": {
+                    "name": "payment_id",
+                    "description": "",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
                 },
-                "contract": {
-                    "enforced": false,
-                    "alias_types": true
+                "payment_method": {
+                    "name": "payment_method",
+                    "description": "",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
                 },
-                "delimiter": ",",
-                "quote_columns": null
+                "order_id": {
+                    "name": "order_id",
+                    "description": "",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
+                },
+                "amount": {
+                    "name": "amount",
+                    "description": "",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
+                }
             },
-            "tags": [],
-            "description": "",
-            "columns": {},
             "meta": {},
             "group": null,
             "docs": {
                 "show": true,
                 "node_color": null
             },
-            "patch_path": null,
-            "build_path": null,
+            "patch_path": "sandbox://models/staging/schema.yml",
+            "build_path": "target/run/sandbox/models/staging/stg_payments.sql",
             "deferred": false,
-            "unrendered_config": {},
-            "created_at": 1706145554.9684632,
-            "relation_name": "\"dbtmetabase\".\"public\".\"raw_orders\"",
-            "raw_code": "",
-            "root_path": "/app/sandbox",
+            "unrendered_config": {
+                "materialized": "view"
+            },
+            "created_at": 1708338357.5437949,
+            "relation_name": "\"dbtmetabase\".\"public\".\"stg_payments\"",
+            "raw_code": "with source as (\n    \n    {#-\n    Normally we would select from the table here, but we are using seeds to load\n    our data in this project\n    #}\n    select * from {{ ref('raw_payments') }}\n\n),\n\nrenamed as (\n\n    select\n        id as payment_id,\n        order_id,\n        payment_method,\n\n        --`amount` is currently stored in cents, so we convert it to dollars\n        amount / 100 as amount\n\n    from source\n\n)\n\nselect * from renamed",
+            "language": "sql",
+            "refs": [
+                {
+                    "name": "raw_payments",
+                    "package": null,
+                    "version": null
+                }
+            ],
+            "sources": [],
+            "metrics": [],
             "depends_on": {
-                "macros": []
-            }
+                "macros": [],
+                "nodes": [
+                    "seed.sandbox.raw_payments"
+                ]
+            },
+            "compiled_path": "target/compiled/sandbox/models/staging/stg_payments.sql",
+            "compiled": true,
+            "compiled_code": "with source as (\n    select * from \"dbtmetabase\".\"public\".\"raw_payments\"\n\n),\n\nrenamed as (\n\n    select\n        id as payment_id,\n        order_id,\n        payment_method,\n\n        --`amount` is currently stored in cents, so we convert it to dollars\n        amount / 100 as amount\n\n    from source\n\n)\n\nselect * from renamed",
+            "extra_ctes_injected": true,
+            "extra_ctes": [],
+            "contract": {
+                "enforced": false,
+                "alias_types": true,
+                "checksum": null
+            },
+            "access": "protected",
+            "constraints": [],
+            "version": null,
+            "latest_version": null,
+            "deprecation_date": null
         },
-        "seed.sandbox.raw_payments": {
+        "model.sandbox.stg_orders": {
             "database": "dbtmetabase",
             "schema": "public",
-            "name": "raw_payments",
-            "resource_type": "seed",
+            "name": "stg_orders",
+            "resource_type": "model",
             "package_name": "sandbox",
-            "path": "raw_payments.csv",
-            "original_file_path": "seeds/raw_payments.csv",
-            "unique_id": "seed.sandbox.raw_payments",
+            "path": "staging/stg_orders.sql",
+            "original_file_path": "models/staging/stg_orders.sql",
+            "unique_id": "model.sandbox.stg_orders",
             "fqn": [
                 "sandbox",
-                "raw_payments"
+                "staging",
+                "stg_orders"
             ],
-            "alias": "raw_payments",
+            "alias": "stg_orders",
             "checksum": {
                 "name": "sha256",
-                "checksum": "6de0626a8db9c1750eefd1b2e17fac4c2a4b9f778eb50532d8b377b90de395e6"
+                "checksum": "f4f881cb09d2c4162200fc331d7401df6d1abd4fed492554a7db70dede347108"
             },
             "config": {
                 "enabled": true,
@@ -910,7 +878,7 @@
                 "tags": [],
                 "meta": {},
                 "group": null,
-                "materialized": "seed",
+                "materialized": "view",
                 "incremental_strategy": null,
                 "persist_docs": {},
                 "post-hook": [],
@@ -931,182 +899,67 @@
                     "enforced": false,
                     "alias_types": true
                 },
-                "delimiter": ",",
-                "quote_columns": null
+                "access": "protected"
             },
             "tags": [],
             "description": "",
-            "columns": {},
-            "meta": {},
-            "group": null,
-            "docs": {
-                "show": true,
-                "node_color": null
-            },
-            "patch_path": null,
-            "build_path": null,
-            "deferred": false,
-            "unrendered_config": {},
-            "created_at": 1706145554.969442,
-            "relation_name": "\"dbtmetabase\".\"public\".\"raw_payments\"",
-            "raw_code": "",
-            "root_path": "/app/sandbox",
-            "depends_on": {
-                "macros": []
-            }
-        },
-        "test.sandbox.unique_customers_customer_id.c5af1ff4b1": {
-            "test_metadata": {
-                "name": "unique",
-                "kwargs": {
-                    "column_name": "customer_id",
-                    "model": "{{ get_where_subquery(ref('customers')) }}"
+            "columns": {
+                "order_id": {
+                    "name": "order_id",
+                    "description": "",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
                 },
-                "namespace": null
-            },
-            "database": "dbtmetabase",
-            "schema": "public_dbt_test__audit",
-            "name": "unique_customers_customer_id",
-            "resource_type": "test",
-            "package_name": "sandbox",
-            "path": "unique_customers_customer_id.sql",
-            "original_file_path": "models/schema.yml",
-            "unique_id": "test.sandbox.unique_customers_customer_id.c5af1ff4b1",
-            "fqn": [
-                "sandbox",
-                "unique_customers_customer_id"
-            ],
-            "alias": "unique_customers_customer_id",
-            "checksum": {
-                "name": "none",
-                "checksum": ""
-            },
-            "config": {
-                "enabled": true,
-                "alias": null,
-                "schema": "dbt_test__audit",
-                "database": null,
-                "tags": [],
-                "meta": {},
-                "group": null,
-                "materialized": "test",
-                "severity": "ERROR",
-                "store_failures": null,
-                "store_failures_as": null,
-                "where": null,
-                "limit": null,
-                "fail_calc": "count(*)",
-                "warn_if": "!= 0",
-                "error_if": "!= 0"
-            },
-            "tags": [],
-            "description": "",
-            "columns": {},
-            "meta": {},
-            "group": null,
-            "docs": {
-                "show": true,
-                "node_color": null
-            },
-            "patch_path": null,
-            "build_path": null,
-            "deferred": false,
-            "unrendered_config": {},
-            "created_at": 1706145555.0420036,
-            "relation_name": null,
-            "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}",
-            "language": "sql",
-            "refs": [
-                {
-                    "name": "customers",
-                    "package": null,
-                    "version": null
-                }
-            ],
-            "sources": [],
-            "metrics": [],
-            "depends_on": {
-                "macros": [
-                    "macro.dbt.test_unique"
-                ],
-                "nodes": [
-                    "model.sandbox.customers"
-                ]
-            },
-            "compiled_path": null,
-            "contract": {
-                "enforced": false,
-                "alias_types": true,
-                "checksum": null
-            },
-            "column_name": "customer_id",
-            "file_key_name": "models.customers",
-            "attached_node": "model.sandbox.customers"
-        },
-        "test.sandbox.not_null_customers_customer_id.5c9bf9911d": {
-            "test_metadata": {
-                "name": "not_null",
-                "kwargs": {
-                    "column_name": "customer_id",
-                    "model": "{{ get_where_subquery(ref('customers')) }}"
+                "status": {
+                    "name": "status",
+                    "description": "",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
                 },
-                "namespace": null
-            },
-            "database": "dbtmetabase",
-            "schema": "public_dbt_test__audit",
-            "name": "not_null_customers_customer_id",
-            "resource_type": "test",
-            "package_name": "sandbox",
-            "path": "not_null_customers_customer_id.sql",
-            "original_file_path": "models/schema.yml",
-            "unique_id": "test.sandbox.not_null_customers_customer_id.5c9bf9911d",
-            "fqn": [
-                "sandbox",
-                "not_null_customers_customer_id"
-            ],
-            "alias": "not_null_customers_customer_id",
-            "checksum": {
-                "name": "none",
-                "checksum": ""
-            },
-            "config": {
-                "enabled": true,
-                "alias": null,
-                "schema": "dbt_test__audit",
-                "database": null,
-                "tags": [],
-                "meta": {},
-                "group": null,
-                "materialized": "test",
-                "severity": "ERROR",
-                "store_failures": null,
-                "store_failures_as": null,
-                "where": null,
-                "limit": null,
-                "fail_calc": "count(*)",
-                "warn_if": "!= 0",
-                "error_if": "!= 0"
+                "order_date": {
+                    "name": "order_date",
+                    "description": "",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
+                },
+                "customer_id": {
+                    "name": "customer_id",
+                    "description": "",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
+                }
             },
-            "tags": [],
-            "description": "",
-            "columns": {},
             "meta": {},
             "group": null,
             "docs": {
                 "show": true,
                 "node_color": null
             },
-            "patch_path": null,
-            "build_path": null,
+            "patch_path": "sandbox://models/staging/schema.yml",
+            "build_path": "target/run/sandbox/models/staging/stg_orders.sql",
             "deferred": false,
-            "unrendered_config": {},
-            "created_at": 1706145555.043206,
-            "relation_name": null,
-            "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
+            "unrendered_config": {
+                "materialized": "view"
+            },
+            "created_at": 1708338357.5444813,
+            "relation_name": "\"dbtmetabase\".\"public\".\"stg_orders\"",
+            "raw_code": "with source as (\n\n    {#-\n    Normally we would select from the table here, but we are using seeds to load\n    our data in this project\n    #}\n    select * from {{ ref('raw_orders') }}\n\n),\n\nrenamed as (\n\n    select\n        id as order_id,\n        user_id as customer_id,\n        order_date,\n        status\n\n    from source\n\n)\n\nselect * from renamed",
             "language": "sql",
             "refs": [
                 {
-                    "name": "customers",
+                    "name": "raw_orders",
                     "package": null,
                     "version": null
                 }
@@ -1114,45 +967,50 @@
             "sources": [],
             "metrics": [],
             "depends_on": {
-                "macros": [
-                    "macro.dbt.test_not_null"
-                ],
+                "macros": [],
                 "nodes": [
-                    "model.sandbox.customers"
+                    "seed.sandbox.raw_orders"
                 ]
             },
-            "compiled_path": null,
+            "compiled_path": "target/compiled/sandbox/models/staging/stg_orders.sql",
+            "compiled": true,
+            "compiled_code": "with source as (\n    select * from \"dbtmetabase\".\"public\".\"raw_orders\"\n\n),\n\nrenamed as (\n\n    select\n        id as order_id,\n        user_id as customer_id,\n        order_date,\n        status\n\n    from source\n\n)\n\nselect * from renamed",
+            "extra_ctes_injected": true,
+            "extra_ctes": [],
             "contract": {
                 "enforced": false,
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "customer_id",
-            "file_key_name": "models.customers",
-            "attached_node": "model.sandbox.customers"
+            "access": "protected",
+            "constraints": [],
+            "version": null,
+            "latest_version": null,
+            "deprecation_date": null
         },
-        "test.sandbox.unique_orders_order_id.fed79b3a6e": {
+        "test.sandbox.unique_stg_customers_customer_id.c7614daada": {
             "test_metadata": {
                 "name": "unique",
                 "kwargs": {
-                    "column_name": "order_id",
-                    "model": "{{ get_where_subquery(ref('orders')) }}"
+                    "column_name": "customer_id",
+                    "model": "{{ get_where_subquery(ref('stg_customers')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "unique_orders_order_id",
+            "name": "unique_stg_customers_customer_id",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "unique_orders_order_id.sql",
-            "original_file_path": "models/schema.yml",
-            "unique_id": "test.sandbox.unique_orders_order_id.fed79b3a6e",
+            "path": "unique_stg_customers_customer_id.sql",
+            "original_file_path": "models/staging/schema.yml",
+            "unique_id": "test.sandbox.unique_stg_customers_customer_id.c7614daada",
             "fqn": [
                 "sandbox",
-                "unique_orders_order_id"
+                "staging",
+                "unique_stg_customers_customer_id"
             ],
-            "alias": "unique_orders_order_id",
+            "alias": "unique_stg_customers_customer_id",
             "checksum": {
                 "name": "none",
                 "checksum": ""
@@ -1188,13 +1046,13 @@
             "build_path": null,
             "deferred": false,
             "unrendered_config": {},
-            "created_at": 1706145555.0442696,
+            "created_at": 1708338357.5923638,
             "relation_name": null,
             "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "orders",
+                    "name": "stg_customers",
                     "package": null,
                     "version": null
                 }
@@ -1206,7 +1064,7 @@
                     "macro.dbt.test_unique"
                 ],
                 "nodes": [
-                    "model.sandbox.orders"
+                    "model.sandbox.stg_customers"
                 ]
             },
             "compiled_path": null,
@@ -1215,32 +1073,33 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "order_id",
-            "file_key_name": "models.orders",
-            "attached_node": "model.sandbox.orders"
+            "column_name": "customer_id",
+            "file_key_name": "models.stg_customers",
+            "attached_node": "model.sandbox.stg_customers"
         },
-        "test.sandbox.not_null_orders_order_id.cf6c17daed": {
+        "test.sandbox.not_null_stg_customers_customer_id.e2cfb1f9aa": {
             "test_metadata": {
                 "name": "not_null",
                 "kwargs": {
-                    "column_name": "order_id",
-                    "model": "{{ get_where_subquery(ref('orders')) }}"
+                    "column_name": "customer_id",
+                    "model": "{{ get_where_subquery(ref('stg_customers')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "not_null_orders_order_id",
+            "name": "not_null_stg_customers_customer_id",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "not_null_orders_order_id.sql",
-            "original_file_path": "models/schema.yml",
-            "unique_id": "test.sandbox.not_null_orders_order_id.cf6c17daed",
+            "path": "not_null_stg_customers_customer_id.sql",
+            "original_file_path": "models/staging/schema.yml",
+            "unique_id": "test.sandbox.not_null_stg_customers_customer_id.e2cfb1f9aa",
             "fqn": [
                 "sandbox",
-                "not_null_orders_order_id"
+                "staging",
+                "not_null_stg_customers_customer_id"
             ],
-            "alias": "not_null_orders_order_id",
+            "alias": "not_null_stg_customers_customer_id",
             "checksum": {
                 "name": "none",
                 "checksum": ""
@@ -1276,13 +1135,13 @@
             "build_path": null,
             "deferred": false,
             "unrendered_config": {},
-            "created_at": 1706145555.0451243,
+            "created_at": 1708338357.5937386,
             "relation_name": null,
             "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "orders",
+                    "name": "stg_customers",
                     "package": null,
                     "version": null
                 }
@@ -1294,7 +1153,7 @@
                     "macro.dbt.test_not_null"
                 ],
                 "nodes": [
-                    "model.sandbox.orders"
+                    "model.sandbox.stg_customers"
                 ]
             },
             "compiled_path": null,
@@ -1303,32 +1162,33 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "order_id",
-            "file_key_name": "models.orders",
-            "attached_node": "model.sandbox.orders"
+            "column_name": "customer_id",
+            "file_key_name": "models.stg_customers",
+            "attached_node": "model.sandbox.stg_customers"
         },
-        "test.sandbox.not_null_orders_customer_id.c5f02694af": {
+        "test.sandbox.unique_stg_payments_payment_id.3744510712": {
             "test_metadata": {
-                "name": "not_null",
+                "name": "unique",
                 "kwargs": {
-                    "column_name": "customer_id",
-                    "model": "{{ get_where_subquery(ref('orders')) }}"
+                    "column_name": "payment_id",
+                    "model": "{{ get_where_subquery(ref('stg_payments')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "not_null_orders_customer_id",
+            "name": "unique_stg_payments_payment_id",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "not_null_orders_customer_id.sql",
-            "original_file_path": "models/schema.yml",
-            "unique_id": "test.sandbox.not_null_orders_customer_id.c5f02694af",
+            "path": "unique_stg_payments_payment_id.sql",
+            "original_file_path": "models/staging/schema.yml",
+            "unique_id": "test.sandbox.unique_stg_payments_payment_id.3744510712",
             "fqn": [
                 "sandbox",
-                "not_null_orders_customer_id"
+                "staging",
+                "unique_stg_payments_payment_id"
             ],
-            "alias": "not_null_orders_customer_id",
+            "alias": "unique_stg_payments_payment_id",
             "checksum": {
                 "name": "none",
                 "checksum": ""
@@ -1364,13 +1224,13 @@
             "build_path": null,
             "deferred": false,
             "unrendered_config": {},
-            "created_at": 1706145555.046102,
+            "created_at": 1708338357.595022,
             "relation_name": null,
-            "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
+            "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "orders",
+                    "name": "stg_payments",
                     "package": null,
                     "version": null
                 }
@@ -1379,10 +1239,10 @@
             "metrics": [],
             "depends_on": {
                 "macros": [
-                    "macro.dbt.test_not_null"
+                    "macro.dbt.test_unique"
                 ],
                 "nodes": [
-                    "model.sandbox.orders"
+                    "model.sandbox.stg_payments"
                 ]
             },
             "compiled_path": null,
@@ -1391,34 +1251,33 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "customer_id",
-            "file_key_name": "models.orders",
-            "attached_node": "model.sandbox.orders"
+            "column_name": "payment_id",
+            "file_key_name": "models.stg_payments",
+            "attached_node": "model.sandbox.stg_payments"
         },
-        "test.sandbox.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": {
+        "test.sandbox.not_null_stg_payments_payment_id.c19cc50075": {
             "test_metadata": {
-                "name": "relationships",
+                "name": "not_null",
                 "kwargs": {
-                    "to": "ref('customers')",
-                    "field": "customer_id",
-                    "column_name": "customer_id",
-                    "model": "{{ get_where_subquery(ref('orders')) }}"
+                    "column_name": "payment_id",
+                    "model": "{{ get_where_subquery(ref('stg_payments')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "relationships_orders_customer_id__customer_id__ref_customers_",
+            "name": "not_null_stg_payments_payment_id",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "relationships_orders_customer_id__customer_id__ref_customers_.sql",
-            "original_file_path": "models/schema.yml",
-            "unique_id": "test.sandbox.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2",
+            "path": "not_null_stg_payments_payment_id.sql",
+            "original_file_path": "models/staging/schema.yml",
+            "unique_id": "test.sandbox.not_null_stg_payments_payment_id.c19cc50075",
             "fqn": [
                 "sandbox",
-                "relationships_orders_customer_id__customer_id__ref_customers_"
+                "staging",
+                "not_null_stg_payments_payment_id"
             ],
-            "alias": "relationships_orders_customer_id__customer_id__ref_customers_",
+            "alias": "not_null_stg_payments_payment_id",
             "checksum": {
                 "name": "none",
                 "checksum": ""
@@ -1454,18 +1313,13 @@
             "build_path": null,
             "deferred": false,
             "unrendered_config": {},
-            "created_at": 1706145555.0468988,
+            "created_at": 1708338357.5963225,
             "relation_name": null,
-            "raw_code": "{{ test_relationships(**_dbt_generic_test_kwargs) }}",
+            "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "customers",
-                    "package": null,
-                    "version": null
-                },
-                {
-                    "name": "orders",
+                    "name": "stg_payments",
                     "package": null,
                     "version": null
                 }
@@ -1474,12 +1328,10 @@
             "metrics": [],
             "depends_on": {
                 "macros": [
-                    "macro.dbt.test_relationships",
-                    "macro.dbt.get_where_subquery"
+                    "macro.dbt.test_not_null"
                 ],
                 "nodes": [
-                    "model.sandbox.customers",
-                    "model.sandbox.orders"
+                    "model.sandbox.stg_payments"
                 ]
             },
             "compiled_path": null,
@@ -1488,46 +1340,46 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "customer_id",
-            "file_key_name": "models.orders",
-            "attached_node": "model.sandbox.orders"
+            "column_name": "payment_id",
+            "file_key_name": "models.stg_payments",
+            "attached_node": "model.sandbox.stg_payments"
         },
-        "test.sandbox.accepted_values_orders_status__placed__shipped__completed__return_pending__returned.be6b5b5ec3": {
+        "test.sandbox.accepted_values_stg_payments_payment_method__credit_card__coupon__bank_transfer__gift_card.3c3820f278": {
             "test_metadata": {
                 "name": "accepted_values",
                 "kwargs": {
                     "values": [
-                        "placed",
-                        "shipped",
-                        "completed",
-                        "return_pending",
-                        "returned"
+                        "credit_card",
+                        "coupon",
+                        "bank_transfer",
+                        "gift_card"
                     ],
-                    "column_name": "status",
-                    "model": "{{ get_where_subquery(ref('orders')) }}"
+                    "column_name": "payment_method",
+                    "model": "{{ get_where_subquery(ref('stg_payments')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "accepted_values_orders_status__placed__shipped__completed__return_pending__returned",
+            "name": "accepted_values_stg_payments_payment_method__credit_card__coupon__bank_transfer__gift_card",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "accepted_values_orders_1ce6ab157c285f7cd2ac656013faf758.sql",
-            "original_file_path": "models/schema.yml",
-            "unique_id": "test.sandbox.accepted_values_orders_status__placed__shipped__completed__return_pending__returned.be6b5b5ec3",
+            "path": "accepted_values_stg_payments_c7909fb19b1f0177c2bf99c7912f06ef.sql",
+            "original_file_path": "models/staging/schema.yml",
+            "unique_id": "test.sandbox.accepted_values_stg_payments_payment_method__credit_card__coupon__bank_transfer__gift_card.3c3820f278",
             "fqn": [
                 "sandbox",
-                "accepted_values_orders_status__placed__shipped__completed__return_pending__returned"
+                "staging",
+                "accepted_values_stg_payments_payment_method__credit_card__coupon__bank_transfer__gift_card"
             ],
-            "alias": "accepted_values_orders_1ce6ab157c285f7cd2ac656013faf758",
+            "alias": "accepted_values_stg_payments_c7909fb19b1f0177c2bf99c7912f06ef",
             "checksum": {
                 "name": "none",
                 "checksum": ""
             },
             "config": {
                 "enabled": true,
-                "alias": "accepted_values_orders_1ce6ab157c285f7cd2ac656013faf758",
+                "alias": "accepted_values_stg_payments_c7909fb19b1f0177c2bf99c7912f06ef",
                 "schema": "dbt_test__audit",
                 "database": null,
                 "tags": [],
@@ -1556,15 +1408,15 @@
             "build_path": null,
             "deferred": false,
             "unrendered_config": {
-                "alias": "accepted_values_orders_1ce6ab157c285f7cd2ac656013faf758"
+                "alias": "accepted_values_stg_payments_c7909fb19b1f0177c2bf99c7912f06ef"
             },
-            "created_at": 1706145555.0521317,
+            "created_at": 1708338357.5973942,
             "relation_name": null,
-            "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_orders_1ce6ab157c285f7cd2ac656013faf758\") }}",
+            "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_payments_c7909fb19b1f0177c2bf99c7912f06ef\") }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "orders",
+                    "name": "stg_payments",
                     "package": null,
                     "version": null
                 }
@@ -1577,7 +1429,7 @@
                     "macro.dbt.get_where_subquery"
                 ],
                 "nodes": [
-                    "model.sandbox.orders"
+                    "model.sandbox.stg_payments"
                 ]
             },
             "compiled_path": null,
@@ -1586,32 +1438,33 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "status",
-            "file_key_name": "models.orders",
-            "attached_node": "model.sandbox.orders"
+            "column_name": "payment_method",
+            "file_key_name": "models.stg_payments",
+            "attached_node": "model.sandbox.stg_payments"
         },
-        "test.sandbox.not_null_orders_amount.106140f9fd": {
+        "test.sandbox.unique_stg_orders_order_id.e3b841c71a": {
             "test_metadata": {
-                "name": "not_null",
+                "name": "unique",
                 "kwargs": {
-                    "column_name": "amount",
-                    "model": "{{ get_where_subquery(ref('orders')) }}"
+                    "column_name": "order_id",
+                    "model": "{{ get_where_subquery(ref('stg_orders')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "not_null_orders_amount",
+            "name": "unique_stg_orders_order_id",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "not_null_orders_amount.sql",
-            "original_file_path": "models/schema.yml",
-            "unique_id": "test.sandbox.not_null_orders_amount.106140f9fd",
+            "path": "unique_stg_orders_order_id.sql",
+            "original_file_path": "models/staging/schema.yml",
+            "unique_id": "test.sandbox.unique_stg_orders_order_id.e3b841c71a",
             "fqn": [
                 "sandbox",
-                "not_null_orders_amount"
+                "staging",
+                "unique_stg_orders_order_id"
             ],
-            "alias": "not_null_orders_amount",
+            "alias": "unique_stg_orders_order_id",
             "checksum": {
                 "name": "none",
                 "checksum": ""
@@ -1647,13 +1500,13 @@
             "build_path": null,
             "deferred": false,
             "unrendered_config": {},
-            "created_at": 1706145555.0571928,
+            "created_at": 1708338357.6061413,
             "relation_name": null,
-            "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
+            "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "orders",
+                    "name": "stg_orders",
                     "package": null,
                     "version": null
                 }
@@ -1662,10 +1515,10 @@
             "metrics": [],
             "depends_on": {
                 "macros": [
-                    "macro.dbt.test_not_null"
+                    "macro.dbt.test_unique"
                 ],
                 "nodes": [
-                    "model.sandbox.orders"
+                    "model.sandbox.stg_orders"
                 ]
             },
             "compiled_path": null,
@@ -1674,32 +1527,33 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "amount",
-            "file_key_name": "models.orders",
-            "attached_node": "model.sandbox.orders"
+            "column_name": "order_id",
+            "file_key_name": "models.stg_orders",
+            "attached_node": "model.sandbox.stg_orders"
         },
-        "test.sandbox.not_null_orders_credit_card_amount.d3ca593b59": {
+        "test.sandbox.not_null_stg_orders_order_id.81cfe2fe64": {
             "test_metadata": {
                 "name": "not_null",
                 "kwargs": {
-                    "column_name": "credit_card_amount",
-                    "model": "{{ get_where_subquery(ref('orders')) }}"
+                    "column_name": "order_id",
+                    "model": "{{ get_where_subquery(ref('stg_orders')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "not_null_orders_credit_card_amount",
+            "name": "not_null_stg_orders_order_id",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "not_null_orders_credit_card_amount.sql",
-            "original_file_path": "models/schema.yml",
-            "unique_id": "test.sandbox.not_null_orders_credit_card_amount.d3ca593b59",
+            "path": "not_null_stg_orders_order_id.sql",
+            "original_file_path": "models/staging/schema.yml",
+            "unique_id": "test.sandbox.not_null_stg_orders_order_id.81cfe2fe64",
             "fqn": [
                 "sandbox",
-                "not_null_orders_credit_card_amount"
+                "staging",
+                "not_null_stg_orders_order_id"
             ],
-            "alias": "not_null_orders_credit_card_amount",
+            "alias": "not_null_stg_orders_order_id",
             "checksum": {
                 "name": "none",
                 "checksum": ""
@@ -1735,13 +1589,13 @@
             "build_path": null,
             "deferred": false,
             "unrendered_config": {},
-            "created_at": 1706145555.0580268,
+            "created_at": 1708338357.6072319,
             "relation_name": null,
             "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "orders",
+                    "name": "stg_orders",
                     "package": null,
                     "version": null
                 }
@@ -1753,7 +1607,7 @@
                     "macro.dbt.test_not_null"
                 ],
                 "nodes": [
-                    "model.sandbox.orders"
+                    "model.sandbox.stg_orders"
                 ]
             },
             "compiled_path": null,
@@ -1762,39 +1616,47 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "credit_card_amount",
-            "file_key_name": "models.orders",
-            "attached_node": "model.sandbox.orders"
+            "column_name": "order_id",
+            "file_key_name": "models.stg_orders",
+            "attached_node": "model.sandbox.stg_orders"
         },
-        "test.sandbox.not_null_orders_coupon_amount.ab90c90625": {
+        "test.sandbox.accepted_values_stg_orders_status__placed__shipped__completed__return_pending__returned.080fb20aad": {
             "test_metadata": {
-                "name": "not_null",
+                "name": "accepted_values",
                 "kwargs": {
-                    "column_name": "coupon_amount",
-                    "model": "{{ get_where_subquery(ref('orders')) }}"
+                    "values": [
+                        "placed",
+                        "shipped",
+                        "completed",
+                        "return_pending",
+                        "returned"
+                    ],
+                    "column_name": "status",
+                    "model": "{{ get_where_subquery(ref('stg_orders')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "not_null_orders_coupon_amount",
+            "name": "accepted_values_stg_orders_status__placed__shipped__completed__return_pending__returned",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "not_null_orders_coupon_amount.sql",
-            "original_file_path": "models/schema.yml",
-            "unique_id": "test.sandbox.not_null_orders_coupon_amount.ab90c90625",
+            "path": "accepted_values_stg_orders_4f514bf94b77b7ea437830eec4421c58.sql",
+            "original_file_path": "models/staging/schema.yml",
+            "unique_id": "test.sandbox.accepted_values_stg_orders_status__placed__shipped__completed__return_pending__returned.080fb20aad",
             "fqn": [
                 "sandbox",
-                "not_null_orders_coupon_amount"
+                "staging",
+                "accepted_values_stg_orders_status__placed__shipped__completed__return_pending__returned"
             ],
-            "alias": "not_null_orders_coupon_amount",
+            "alias": "accepted_values_stg_orders_4f514bf94b77b7ea437830eec4421c58",
             "checksum": {
                 "name": "none",
                 "checksum": ""
             },
             "config": {
                 "enabled": true,
-                "alias": null,
+                "alias": "accepted_values_stg_orders_4f514bf94b77b7ea437830eec4421c58",
                 "schema": "dbt_test__audit",
                 "database": null,
                 "tags": [],
@@ -1822,14 +1684,16 @@
             "patch_path": null,
             "build_path": null,
             "deferred": false,
-            "unrendered_config": {},
-            "created_at": 1706145555.0588226,
+            "unrendered_config": {
+                "alias": "accepted_values_stg_orders_4f514bf94b77b7ea437830eec4421c58"
+            },
+            "created_at": 1708338357.6084142,
             "relation_name": null,
-            "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
+            "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_orders_4f514bf94b77b7ea437830eec4421c58\") }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "orders",
+                    "name": "stg_orders",
                     "package": null,
                     "version": null
                 }
@@ -1838,10 +1702,11 @@
             "metrics": [],
             "depends_on": {
                 "macros": [
-                    "macro.dbt.test_not_null"
+                    "macro.dbt.test_accepted_values",
+                    "macro.dbt.get_where_subquery"
                 ],
                 "nodes": [
-                    "model.sandbox.orders"
+                    "model.sandbox.stg_orders"
                 ]
             },
             "compiled_path": null,
@@ -1850,74 +1715,194 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "coupon_amount",
-            "file_key_name": "models.orders",
-            "attached_node": "model.sandbox.orders"
+            "column_name": "status",
+            "file_key_name": "models.stg_orders",
+            "attached_node": "model.sandbox.stg_orders"
         },
-        "test.sandbox.not_null_orders_bank_transfer_amount.7743500c49": {
-            "test_metadata": {
-                "name": "not_null",
-                "kwargs": {
-                    "column_name": "bank_transfer_amount",
-                    "model": "{{ get_where_subquery(ref('orders')) }}"
-                },
-                "namespace": null
-            },
+        "model.sandbox.orders": {
             "database": "dbtmetabase",
-            "schema": "public_dbt_test__audit",
-            "name": "not_null_orders_bank_transfer_amount",
-            "resource_type": "test",
+            "schema": "public",
+            "name": "orders",
+            "resource_type": "model",
             "package_name": "sandbox",
-            "path": "not_null_orders_bank_transfer_amount.sql",
-            "original_file_path": "models/schema.yml",
-            "unique_id": "test.sandbox.not_null_orders_bank_transfer_amount.7743500c49",
+            "path": "orders.sql",
+            "original_file_path": "models/orders.sql",
+            "unique_id": "model.sandbox.orders",
             "fqn": [
                 "sandbox",
-                "not_null_orders_bank_transfer_amount"
+                "orders"
             ],
-            "alias": "not_null_orders_bank_transfer_amount",
+            "alias": "orders",
             "checksum": {
-                "name": "none",
-                "checksum": ""
+                "name": "sha256",
+                "checksum": "9a13423dec138c8cedf1eb7e03f4ad86be3b378ef088ac9ecc09328b76d8986e"
             },
             "config": {
                 "enabled": true,
                 "alias": null,
-                "schema": "dbt_test__audit",
+                "schema": null,
                 "database": null,
                 "tags": [],
-                "meta": {},
+                "meta": {
+                    "metabase.points_of_interest": "Basic information only",
+                    "metabase.caveats": "Some facts are derived from payments"
+                },
                 "group": null,
-                "materialized": "test",
-                "severity": "ERROR",
-                "store_failures": null,
-                "store_failures_as": null,
-                "where": null,
-                "limit": null,
-                "fail_calc": "count(*)",
-                "warn_if": "!= 0",
-                "error_if": "!= 0"
+                "materialized": "table",
+                "incremental_strategy": null,
+                "persist_docs": {},
+                "post-hook": [],
+                "pre-hook": [],
+                "quoting": {},
+                "column_types": {},
+                "full_refresh": null,
+                "unique_key": null,
+                "on_schema_change": "ignore",
+                "on_configuration_change": "apply",
+                "grants": {},
+                "packages": [],
+                "docs": {
+                    "show": true,
+                    "node_color": null
+                },
+                "contract": {
+                    "enforced": false,
+                    "alias_types": true
+                },
+                "access": "protected"
             },
             "tags": [],
-            "description": "",
-            "columns": {},
-            "meta": {},
+            "description": "This table has basic information about orders, as well as some derived facts based on payments",
+            "columns": {
+                "order_id": {
+                    "name": "order_id",
+                    "description": "This is a unique identifier for an order",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [
+                        {
+                            "type": "primary_key",
+                            "name": null,
+                            "expression": null,
+                            "warn_unenforced": true,
+                            "warn_unsupported": true
+                        }
+                    ],
+                    "quote": null,
+                    "tags": []
+                },
+                "customer_id": {
+                    "name": "customer_id",
+                    "description": "Foreign key to the customers table",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [
+                        {
+                            "type": "foreign_key",
+                            "name": null,
+                            "expression": "customers (customer_id)",
+                            "warn_unenforced": true,
+                            "warn_unsupported": true
+                        }
+                    ],
+                    "quote": null,
+                    "tags": []
+                },
+                "order_date": {
+                    "name": "order_date",
+                    "description": "Date (UTC) that the order was placed",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
+                },
+                "status": {
+                    "name": "status",
+                    "description": "",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
+                },
+                "amount": {
+                    "name": "amount",
+                    "description": "Total amount (AUD) of the order",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
+                },
+                "credit_card_amount": {
+                    "name": "credit_card_amount",
+                    "description": "Amount of the order (AUD) paid for by credit card",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
+                },
+                "coupon_amount": {
+                    "name": "coupon_amount",
+                    "description": "Amount of the order (AUD) paid for by coupon",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
+                },
+                "bank_transfer_amount": {
+                    "name": "bank_transfer_amount",
+                    "description": "Amount of the order (AUD) paid for by bank transfer",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
+                },
+                "gift_card_amount": {
+                    "name": "gift_card_amount",
+                    "description": "Amount of the order (AUD) paid for by gift card",
+                    "meta": {},
+                    "data_type": null,
+                    "constraints": [],
+                    "quote": null,
+                    "tags": []
+                }
+            },
+            "meta": {
+                "metabase.points_of_interest": "Basic information only",
+                "metabase.caveats": "Some facts are derived from payments"
+            },
             "group": null,
             "docs": {
                 "show": true,
                 "node_color": null
             },
-            "patch_path": null,
-            "build_path": null,
+            "patch_path": "sandbox://models/schema.yml",
+            "build_path": "target/run/sandbox/models/orders.sql",
             "deferred": false,
-            "unrendered_config": {},
-            "created_at": 1706145555.0596151,
-            "relation_name": null,
-            "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
+            "unrendered_config": {
+                "materialized": "table",
+                "meta": {
+                    "metabase.points_of_interest": "Basic information only",
+                    "metabase.caveats": "Some facts are derived from payments"
+                }
+            },
+            "created_at": 1708391489.32839,
+            "relation_name": "\"dbtmetabase\".\"public\".\"orders\"",
+            "raw_code": "{% set payment_methods = ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] %}\n\nwith orders as (\n\n    select * from {{ ref('stg_orders') }}\n\n),\n\npayments as (\n\n    select * from {{ ref('stg_payments') }}\n\n),\n\norder_payments as (\n\n    select\n        order_id,\n\n        {% for payment_method in payment_methods -%}\n        sum(case when payment_method = '{{ payment_method }}' then amount else 0 end) as {{ payment_method }}_amount,\n        {% endfor -%}\n\n        sum(amount) as total_amount\n\n    from payments\n\n    group by 1\n\n),\n\nfinal as (\n\n    select\n        orders.order_id,\n        orders.customer_id,\n        orders.order_date,\n        orders.status,\n\n        {% for payment_method in payment_methods -%}\n\n        order_payments.{{ payment_method }}_amount,\n\n        {% endfor -%}\n\n        order_payments.total_amount as amount\n\n    from orders\n\n    left join order_payments using (order_id)\n\n)\n\nselect * from final",
             "language": "sql",
             "refs": [
                 {
-                    "name": "orders",
+                    "name": "stg_orders",
+                    "package": null,
+                    "version": null
+                },
+                {
+                    "name": "stg_payments",
                     "package": null,
                     "version": null
                 }
@@ -1925,45 +1910,50 @@
             "sources": [],
             "metrics": [],
             "depends_on": {
-                "macros": [
-                    "macro.dbt.test_not_null"
-                ],
+                "macros": [],
                 "nodes": [
-                    "model.sandbox.orders"
+                    "model.sandbox.stg_orders",
+                    "model.sandbox.stg_payments"
                 ]
             },
-            "compiled_path": null,
+            "compiled_path": "target/compiled/sandbox/models/orders.sql",
+            "compiled": true,
+            "compiled_code": "\n\nwith orders as (\n\n    select * from \"dbtmetabase\".\"public\".\"stg_orders\"\n\n),\n\npayments as (\n\n    select * from \"dbtmetabase\".\"public\".\"stg_payments\"\n\n),\n\norder_payments as (\n\n    select\n        order_id,\n\n        sum(case when payment_method = 'credit_card' then amount else 0 end) as credit_card_amount,\n        sum(case when payment_method = 'coupon' then amount else 0 end) as coupon_amount,\n        sum(case when payment_method = 'bank_transfer' then amount else 0 end) as bank_transfer_amount,\n        sum(case when payment_method = 'gift_card' then amount else 0 end) as gift_card_amount,\n        sum(amount) as total_amount\n\n    from payments\n\n    group by 1\n\n),\n\nfinal as (\n\n    select\n        orders.order_id,\n        orders.customer_id,\n        orders.order_date,\n        orders.status,\n\n        order_payments.credit_card_amount,\n\n        order_payments.coupon_amount,\n\n        order_payments.bank_transfer_amount,\n\n        order_payments.gift_card_amount,\n\n        order_payments.total_amount as amount\n\n    from orders\n\n    left join order_payments using (order_id)\n\n)\n\nselect * from final",
+            "extra_ctes_injected": true,
+            "extra_ctes": [],
             "contract": {
                 "enforced": false,
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "bank_transfer_amount",
-            "file_key_name": "models.orders",
-            "attached_node": "model.sandbox.orders"
+            "access": "protected",
+            "constraints": [],
+            "version": null,
+            "latest_version": null,
+            "deprecation_date": null
         },
-        "test.sandbox.not_null_orders_gift_card_amount.413a0d2d7a": {
+        "test.sandbox.unique_orders_order_id.fed79b3a6e": {
             "test_metadata": {
-                "name": "not_null",
+                "name": "unique",
                 "kwargs": {
-                    "column_name": "gift_card_amount",
+                    "column_name": "order_id",
                     "model": "{{ get_where_subquery(ref('orders')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "not_null_orders_gift_card_amount",
+            "name": "unique_orders_order_id",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "not_null_orders_gift_card_amount.sql",
+            "path": "unique_orders_order_id.sql",
             "original_file_path": "models/schema.yml",
-            "unique_id": "test.sandbox.not_null_orders_gift_card_amount.413a0d2d7a",
+            "unique_id": "test.sandbox.unique_orders_order_id.fed79b3a6e",
             "fqn": [
                 "sandbox",
-                "not_null_orders_gift_card_amount"
+                "unique_orders_order_id"
             ],
-            "alias": "not_null_orders_gift_card_amount",
+            "alias": "unique_orders_order_id",
             "checksum": {
                 "name": "none",
                 "checksum": ""
@@ -1999,9 +1989,9 @@
             "build_path": null,
             "deferred": false,
             "unrendered_config": {},
-            "created_at": 1706145555.0603943,
+            "created_at": 1708391489.3618965,
             "relation_name": null,
-            "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
+            "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
@@ -2014,7 +2004,7 @@
             "metrics": [],
             "depends_on": {
                 "macros": [
-                    "macro.dbt.test_not_null"
+                    "macro.dbt.test_unique"
                 ],
                 "nodes": [
                     "model.sandbox.orders"
@@ -2026,33 +2016,32 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "gift_card_amount",
+            "column_name": "order_id",
             "file_key_name": "models.orders",
             "attached_node": "model.sandbox.orders"
         },
-        "test.sandbox.unique_stg_customers_customer_id.c7614daada": {
+        "test.sandbox.not_null_orders_order_id.cf6c17daed": {
             "test_metadata": {
-                "name": "unique",
+                "name": "not_null",
                 "kwargs": {
-                    "column_name": "customer_id",
-                    "model": "{{ get_where_subquery(ref('stg_customers')) }}"
+                    "column_name": "order_id",
+                    "model": "{{ get_where_subquery(ref('orders')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "unique_stg_customers_customer_id",
+            "name": "not_null_orders_order_id",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "unique_stg_customers_customer_id.sql",
-            "original_file_path": "models/staging/schema.yml",
-            "unique_id": "test.sandbox.unique_stg_customers_customer_id.c7614daada",
+            "path": "not_null_orders_order_id.sql",
+            "original_file_path": "models/schema.yml",
+            "unique_id": "test.sandbox.not_null_orders_order_id.cf6c17daed",
             "fqn": [
                 "sandbox",
-                "staging",
-                "unique_stg_customers_customer_id"
+                "not_null_orders_order_id"
             ],
-            "alias": "unique_stg_customers_customer_id",
+            "alias": "not_null_orders_order_id",
             "checksum": {
                 "name": "none",
                 "checksum": ""
@@ -2088,13 +2077,13 @@
             "build_path": null,
             "deferred": false,
             "unrendered_config": {},
-            "created_at": 1706145555.062559,
+            "created_at": 1708391489.362866,
             "relation_name": null,
-            "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}",
+            "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "stg_customers",
+                    "name": "orders",
                     "package": null,
                     "version": null
                 }
@@ -2103,10 +2092,10 @@
             "metrics": [],
             "depends_on": {
                 "macros": [
-                    "macro.dbt.test_unique"
+                    "macro.dbt.test_not_null"
                 ],
                 "nodes": [
-                    "model.sandbox.stg_customers"
+                    "model.sandbox.orders"
                 ]
             },
             "compiled_path": null,
@@ -2115,33 +2104,32 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "customer_id",
-            "file_key_name": "models.stg_customers",
-            "attached_node": "model.sandbox.stg_customers"
+            "column_name": "order_id",
+            "file_key_name": "models.orders",
+            "attached_node": "model.sandbox.orders"
         },
-        "test.sandbox.not_null_stg_customers_customer_id.e2cfb1f9aa": {
+        "test.sandbox.not_null_orders_customer_id.c5f02694af": {
             "test_metadata": {
                 "name": "not_null",
                 "kwargs": {
                     "column_name": "customer_id",
-                    "model": "{{ get_where_subquery(ref('stg_customers')) }}"
+                    "model": "{{ get_where_subquery(ref('orders')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "not_null_stg_customers_customer_id",
+            "name": "not_null_orders_customer_id",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "not_null_stg_customers_customer_id.sql",
-            "original_file_path": "models/staging/schema.yml",
-            "unique_id": "test.sandbox.not_null_stg_customers_customer_id.e2cfb1f9aa",
+            "path": "not_null_orders_customer_id.sql",
+            "original_file_path": "models/schema.yml",
+            "unique_id": "test.sandbox.not_null_orders_customer_id.c5f02694af",
             "fqn": [
                 "sandbox",
-                "staging",
-                "not_null_stg_customers_customer_id"
+                "not_null_orders_customer_id"
             ],
-            "alias": "not_null_stg_customers_customer_id",
+            "alias": "not_null_orders_customer_id",
             "checksum": {
                 "name": "none",
                 "checksum": ""
@@ -2177,13 +2165,13 @@
             "build_path": null,
             "deferred": false,
             "unrendered_config": {},
-            "created_at": 1706145555.0633464,
+            "created_at": 1708391489.3637223,
             "relation_name": null,
             "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "stg_customers",
+                    "name": "orders",
                     "package": null,
                     "version": null
                 }
@@ -2195,7 +2183,7 @@
                     "macro.dbt.test_not_null"
                 ],
                 "nodes": [
-                    "model.sandbox.stg_customers"
+                    "model.sandbox.orders"
                 ]
             },
             "compiled_path": null,
@@ -2205,39 +2193,45 @@
                 "checksum": null
             },
             "column_name": "customer_id",
-            "file_key_name": "models.stg_customers",
-            "attached_node": "model.sandbox.stg_customers"
+            "file_key_name": "models.orders",
+            "attached_node": "model.sandbox.orders"
         },
-        "test.sandbox.unique_stg_orders_order_id.e3b841c71a": {
+        "test.sandbox.accepted_values_orders_status__placed__shipped__completed__return_pending__returned.be6b5b5ec3": {
             "test_metadata": {
-                "name": "unique",
+                "name": "accepted_values",
                 "kwargs": {
-                    "column_name": "order_id",
-                    "model": "{{ get_where_subquery(ref('stg_orders')) }}"
+                    "values": [
+                        "placed",
+                        "shipped",
+                        "completed",
+                        "return_pending",
+                        "returned"
+                    ],
+                    "column_name": "status",
+                    "model": "{{ get_where_subquery(ref('orders')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "unique_stg_orders_order_id",
+            "name": "accepted_values_orders_status__placed__shipped__completed__return_pending__returned",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "unique_stg_orders_order_id.sql",
-            "original_file_path": "models/staging/schema.yml",
-            "unique_id": "test.sandbox.unique_stg_orders_order_id.e3b841c71a",
+            "path": "accepted_values_orders_1ce6ab157c285f7cd2ac656013faf758.sql",
+            "original_file_path": "models/schema.yml",
+            "unique_id": "test.sandbox.accepted_values_orders_status__placed__shipped__completed__return_pending__returned.be6b5b5ec3",
             "fqn": [
                 "sandbox",
-                "staging",
-                "unique_stg_orders_order_id"
+                "accepted_values_orders_status__placed__shipped__completed__return_pending__returned"
             ],
-            "alias": "unique_stg_orders_order_id",
+            "alias": "accepted_values_orders_1ce6ab157c285f7cd2ac656013faf758",
             "checksum": {
                 "name": "none",
                 "checksum": ""
             },
             "config": {
                 "enabled": true,
-                "alias": null,
+                "alias": "accepted_values_orders_1ce6ab157c285f7cd2ac656013faf758",
                 "schema": "dbt_test__audit",
                 "database": null,
                 "tags": [],
@@ -2265,14 +2259,16 @@
             "patch_path": null,
             "build_path": null,
             "deferred": false,
-            "unrendered_config": {},
-            "created_at": 1706145555.064111,
+            "unrendered_config": {
+                "alias": "accepted_values_orders_1ce6ab157c285f7cd2ac656013faf758"
+            },
+            "created_at": 1708391489.3645678,
             "relation_name": null,
-            "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}",
+            "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_orders_1ce6ab157c285f7cd2ac656013faf758\") }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "stg_orders",
+                    "name": "orders",
                     "package": null,
                     "version": null
                 }
@@ -2281,10 +2277,11 @@
             "metrics": [],
             "depends_on": {
                 "macros": [
-                    "macro.dbt.test_unique"
+                    "macro.dbt.test_accepted_values",
+                    "macro.dbt.get_where_subquery"
                 ],
                 "nodes": [
-                    "model.sandbox.stg_orders"
+                    "model.sandbox.orders"
                 ]
             },
             "compiled_path": null,
@@ -2293,33 +2290,32 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "order_id",
-            "file_key_name": "models.stg_orders",
-            "attached_node": "model.sandbox.stg_orders"
+            "column_name": "status",
+            "file_key_name": "models.orders",
+            "attached_node": "model.sandbox.orders"
         },
-        "test.sandbox.not_null_stg_orders_order_id.81cfe2fe64": {
+        "test.sandbox.not_null_orders_amount.106140f9fd": {
             "test_metadata": {
                 "name": "not_null",
                 "kwargs": {
-                    "column_name": "order_id",
-                    "model": "{{ get_where_subquery(ref('stg_orders')) }}"
+                    "column_name": "amount",
+                    "model": "{{ get_where_subquery(ref('orders')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "not_null_stg_orders_order_id",
+            "name": "not_null_orders_amount",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "not_null_stg_orders_order_id.sql",
-            "original_file_path": "models/staging/schema.yml",
-            "unique_id": "test.sandbox.not_null_stg_orders_order_id.81cfe2fe64",
+            "path": "not_null_orders_amount.sql",
+            "original_file_path": "models/schema.yml",
+            "unique_id": "test.sandbox.not_null_orders_amount.106140f9fd",
             "fqn": [
                 "sandbox",
-                "staging",
-                "not_null_stg_orders_order_id"
+                "not_null_orders_amount"
             ],
-            "alias": "not_null_stg_orders_order_id",
+            "alias": "not_null_orders_amount",
             "checksum": {
                 "name": "none",
                 "checksum": ""
@@ -2355,13 +2351,13 @@
             "build_path": null,
             "deferred": false,
             "unrendered_config": {},
-            "created_at": 1706145555.064856,
+            "created_at": 1708391489.3704727,
             "relation_name": null,
             "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "stg_orders",
+                    "name": "orders",
                     "package": null,
                     "version": null
                 }
@@ -2373,7 +2369,7 @@
                     "macro.dbt.test_not_null"
                 ],
                 "nodes": [
-                    "model.sandbox.stg_orders"
+                    "model.sandbox.orders"
                 ]
             },
             "compiled_path": null,
@@ -2382,47 +2378,39 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "order_id",
-            "file_key_name": "models.stg_orders",
-            "attached_node": "model.sandbox.stg_orders"
+            "column_name": "amount",
+            "file_key_name": "models.orders",
+            "attached_node": "model.sandbox.orders"
         },
-        "test.sandbox.accepted_values_stg_orders_status__placed__shipped__completed__return_pending__returned.080fb20aad": {
+        "test.sandbox.not_null_orders_credit_card_amount.d3ca593b59": {
             "test_metadata": {
-                "name": "accepted_values",
+                "name": "not_null",
                 "kwargs": {
-                    "values": [
-                        "placed",
-                        "shipped",
-                        "completed",
-                        "return_pending",
-                        "returned"
-                    ],
-                    "column_name": "status",
-                    "model": "{{ get_where_subquery(ref('stg_orders')) }}"
+                    "column_name": "credit_card_amount",
+                    "model": "{{ get_where_subquery(ref('orders')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "accepted_values_stg_orders_status__placed__shipped__completed__return_pending__returned",
+            "name": "not_null_orders_credit_card_amount",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "accepted_values_stg_orders_4f514bf94b77b7ea437830eec4421c58.sql",
-            "original_file_path": "models/staging/schema.yml",
-            "unique_id": "test.sandbox.accepted_values_stg_orders_status__placed__shipped__completed__return_pending__returned.080fb20aad",
+            "path": "not_null_orders_credit_card_amount.sql",
+            "original_file_path": "models/schema.yml",
+            "unique_id": "test.sandbox.not_null_orders_credit_card_amount.d3ca593b59",
             "fqn": [
                 "sandbox",
-                "staging",
-                "accepted_values_stg_orders_status__placed__shipped__completed__return_pending__returned"
+                "not_null_orders_credit_card_amount"
             ],
-            "alias": "accepted_values_stg_orders_4f514bf94b77b7ea437830eec4421c58",
+            "alias": "not_null_orders_credit_card_amount",
             "checksum": {
                 "name": "none",
                 "checksum": ""
             },
             "config": {
                 "enabled": true,
-                "alias": "accepted_values_stg_orders_4f514bf94b77b7ea437830eec4421c58",
+                "alias": null,
                 "schema": "dbt_test__audit",
                 "database": null,
                 "tags": [],
@@ -2450,16 +2438,14 @@
             "patch_path": null,
             "build_path": null,
             "deferred": false,
-            "unrendered_config": {
-                "alias": "accepted_values_stg_orders_4f514bf94b77b7ea437830eec4421c58"
-            },
-            "created_at": 1706145555.0657606,
+            "unrendered_config": {},
+            "created_at": 1708391489.3713634,
             "relation_name": null,
-            "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_orders_4f514bf94b77b7ea437830eec4421c58\") }}",
+            "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "stg_orders",
+                    "name": "orders",
                     "package": null,
                     "version": null
                 }
@@ -2468,11 +2454,10 @@
             "metrics": [],
             "depends_on": {
                 "macros": [
-                    "macro.dbt.test_accepted_values",
-                    "macro.dbt.get_where_subquery"
+                    "macro.dbt.test_not_null"
                 ],
                 "nodes": [
-                    "model.sandbox.stg_orders"
+                    "model.sandbox.orders"
                 ]
             },
             "compiled_path": null,
@@ -2481,33 +2466,32 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "status",
-            "file_key_name": "models.stg_orders",
-            "attached_node": "model.sandbox.stg_orders"
+            "column_name": "credit_card_amount",
+            "file_key_name": "models.orders",
+            "attached_node": "model.sandbox.orders"
         },
-        "test.sandbox.unique_stg_payments_payment_id.3744510712": {
+        "test.sandbox.not_null_orders_coupon_amount.ab90c90625": {
             "test_metadata": {
-                "name": "unique",
+                "name": "not_null",
                 "kwargs": {
-                    "column_name": "payment_id",
-                    "model": "{{ get_where_subquery(ref('stg_payments')) }}"
+                    "column_name": "coupon_amount",
+                    "model": "{{ get_where_subquery(ref('orders')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "unique_stg_payments_payment_id",
+            "name": "not_null_orders_coupon_amount",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "unique_stg_payments_payment_id.sql",
-            "original_file_path": "models/staging/schema.yml",
-            "unique_id": "test.sandbox.unique_stg_payments_payment_id.3744510712",
+            "path": "not_null_orders_coupon_amount.sql",
+            "original_file_path": "models/schema.yml",
+            "unique_id": "test.sandbox.not_null_orders_coupon_amount.ab90c90625",
             "fqn": [
                 "sandbox",
-                "staging",
-                "unique_stg_payments_payment_id"
+                "not_null_orders_coupon_amount"
             ],
-            "alias": "unique_stg_payments_payment_id",
+            "alias": "not_null_orders_coupon_amount",
             "checksum": {
                 "name": "none",
                 "checksum": ""
@@ -2543,13 +2527,13 @@
             "build_path": null,
             "deferred": false,
             "unrendered_config": {},
-            "created_at": 1706145555.0677629,
+            "created_at": 1708391489.3721504,
             "relation_name": null,
-            "raw_code": "{{ test_unique(**_dbt_generic_test_kwargs) }}",
+            "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "stg_payments",
+                    "name": "orders",
                     "package": null,
                     "version": null
                 }
@@ -2558,10 +2542,10 @@
             "metrics": [],
             "depends_on": {
                 "macros": [
-                    "macro.dbt.test_unique"
+                    "macro.dbt.test_not_null"
                 ],
                 "nodes": [
-                    "model.sandbox.stg_payments"
+                    "model.sandbox.orders"
                 ]
             },
             "compiled_path": null,
@@ -2570,33 +2554,32 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "payment_id",
-            "file_key_name": "models.stg_payments",
-            "attached_node": "model.sandbox.stg_payments"
+            "column_name": "coupon_amount",
+            "file_key_name": "models.orders",
+            "attached_node": "model.sandbox.orders"
         },
-        "test.sandbox.not_null_stg_payments_payment_id.c19cc50075": {
+        "test.sandbox.not_null_orders_bank_transfer_amount.7743500c49": {
             "test_metadata": {
                 "name": "not_null",
                 "kwargs": {
-                    "column_name": "payment_id",
-                    "model": "{{ get_where_subquery(ref('stg_payments')) }}"
+                    "column_name": "bank_transfer_amount",
+                    "model": "{{ get_where_subquery(ref('orders')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "not_null_stg_payments_payment_id",
+            "name": "not_null_orders_bank_transfer_amount",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "not_null_stg_payments_payment_id.sql",
-            "original_file_path": "models/staging/schema.yml",
-            "unique_id": "test.sandbox.not_null_stg_payments_payment_id.c19cc50075",
+            "path": "not_null_orders_bank_transfer_amount.sql",
+            "original_file_path": "models/schema.yml",
+            "unique_id": "test.sandbox.not_null_orders_bank_transfer_amount.7743500c49",
             "fqn": [
                 "sandbox",
-                "staging",
-                "not_null_stg_payments_payment_id"
+                "not_null_orders_bank_transfer_amount"
             ],
-            "alias": "not_null_stg_payments_payment_id",
+            "alias": "not_null_orders_bank_transfer_amount",
             "checksum": {
                 "name": "none",
                 "checksum": ""
@@ -2632,13 +2615,13 @@
             "build_path": null,
             "deferred": false,
             "unrendered_config": {},
-            "created_at": 1706145555.0685904,
+            "created_at": 1708391489.3729131,
             "relation_name": null,
             "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "stg_payments",
+                    "name": "orders",
                     "package": null,
                     "version": null
                 }
@@ -2650,7 +2633,7 @@
                     "macro.dbt.test_not_null"
                 ],
                 "nodes": [
-                    "model.sandbox.stg_payments"
+                    "model.sandbox.orders"
                 ]
             },
             "compiled_path": null,
@@ -2659,46 +2642,39 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "payment_id",
-            "file_key_name": "models.stg_payments",
-            "attached_node": "model.sandbox.stg_payments"
+            "column_name": "bank_transfer_amount",
+            "file_key_name": "models.orders",
+            "attached_node": "model.sandbox.orders"
         },
-        "test.sandbox.accepted_values_stg_payments_payment_method__credit_card__coupon__bank_transfer__gift_card.3c3820f278": {
+        "test.sandbox.not_null_orders_gift_card_amount.413a0d2d7a": {
             "test_metadata": {
-                "name": "accepted_values",
+                "name": "not_null",
                 "kwargs": {
-                    "values": [
-                        "credit_card",
-                        "coupon",
-                        "bank_transfer",
-                        "gift_card"
-                    ],
-                    "column_name": "payment_method",
-                    "model": "{{ get_where_subquery(ref('stg_payments')) }}"
+                    "column_name": "gift_card_amount",
+                    "model": "{{ get_where_subquery(ref('orders')) }}"
                 },
                 "namespace": null
             },
             "database": "dbtmetabase",
             "schema": "public_dbt_test__audit",
-            "name": "accepted_values_stg_payments_payment_method__credit_card__coupon__bank_transfer__gift_card",
+            "name": "not_null_orders_gift_card_amount",
             "resource_type": "test",
             "package_name": "sandbox",
-            "path": "accepted_values_stg_payments_c7909fb19b1f0177c2bf99c7912f06ef.sql",
-            "original_file_path": "models/staging/schema.yml",
-            "unique_id": "test.sandbox.accepted_values_stg_payments_payment_method__credit_card__coupon__bank_transfer__gift_card.3c3820f278",
+            "path": "not_null_orders_gift_card_amount.sql",
+            "original_file_path": "models/schema.yml",
+            "unique_id": "test.sandbox.not_null_orders_gift_card_amount.413a0d2d7a",
             "fqn": [
                 "sandbox",
-                "staging",
-                "accepted_values_stg_payments_payment_method__credit_card__coupon__bank_transfer__gift_card"
+                "not_null_orders_gift_card_amount"
             ],
-            "alias": "accepted_values_stg_payments_c7909fb19b1f0177c2bf99c7912f06ef",
+            "alias": "not_null_orders_gift_card_amount",
             "checksum": {
                 "name": "none",
                 "checksum": ""
             },
             "config": {
                 "enabled": true,
-                "alias": "accepted_values_stg_payments_c7909fb19b1f0177c2bf99c7912f06ef",
+                "alias": null,
                 "schema": "dbt_test__audit",
                 "database": null,
                 "tags": [],
@@ -2726,16 +2702,14 @@
             "patch_path": null,
             "build_path": null,
             "deferred": false,
-            "unrendered_config": {
-                "alias": "accepted_values_stg_payments_c7909fb19b1f0177c2bf99c7912f06ef"
-            },
-            "created_at": 1706145555.0700967,
+            "unrendered_config": {},
+            "created_at": 1708391489.3737113,
             "relation_name": null,
-            "raw_code": "{{ test_accepted_values(**_dbt_generic_test_kwargs) }}{{ config(alias=\"accepted_values_stg_payments_c7909fb19b1f0177c2bf99c7912f06ef\") }}",
+            "raw_code": "{{ test_not_null(**_dbt_generic_test_kwargs) }}",
             "language": "sql",
             "refs": [
                 {
-                    "name": "stg_payments",
+                    "name": "orders",
                     "package": null,
                     "version": null
                 }
@@ -2744,11 +2718,10 @@
             "metrics": [],
             "depends_on": {
                 "macros": [
-                    "macro.dbt.test_accepted_values",
-                    "macro.dbt.get_where_subquery"
+                    "macro.dbt.test_not_null"
                 ],
                 "nodes": [
-                    "model.sandbox.stg_payments"
+                    "model.sandbox.orders"
                 ]
             },
             "compiled_path": null,
@@ -2757,9 +2730,9 @@
                 "alias_types": true,
                 "checksum": null
             },
-            "column_name": "payment_method",
-            "file_key_name": "models.stg_payments",
-            "attached_node": "model.sandbox.stg_payments"
+            "column_name": "gift_card_amount",
+            "file_key_name": "models.orders",
+            "attached_node": "model.sandbox.orders"
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         "macro.dbt.alter_column_type": {
@@ -12123,7 +12096,7 @@
             },
             "patch_path": null,
             "arguments": [],
-            "created_at": 1706145554.7304437,
+            "created_at": 1708330298.7185905,
             "supported_languages": null
         },
         "macro.dbt.default__alter_column_type": {
@@ -12147,7 +12120,7 @@
             },
             "patch_path": null,
             "arguments": [],
-            "created_at": 1706145554.730887,
+            "created_at": 1708330298.7191694,
             "supported_languages": null
         },
         "macro.dbt.alter_relation_add_remove_columns": {
@@ -12171,7 +12144,7 @@
             },
             "patch_path": null,
             "arguments": [],
-            "created_at": 1706145554.7310727,
+            "created_at": 1708330298.7194304,
             "supported_languages": null
         },
         "macro.dbt.default__alter_relation_add_remove_columns": {
@@ -12195,7 +12168,7 @@
             },
             "patch_path": null,
             "arguments": [],
-            "created_at": 1706145554.75984,
+            "created_at": 1708330298.753678,
             "supported_languages": null
         },
         "macro.dbt.test_unique": {
@@ -12219,7 +12192,7 @@
             },
             "patch_path": null,
             "arguments": [],
-            "created_at": 1706145554.7602737,
+            "created_at": 1708330298.754263,
             "supported_languages": null
         },
         "macro.dbt.test_not_null": {
@@ -12243,7 +12216,7 @@
             },
             "patch_path": null,
             "arguments": [],
-            "created_at": 1706145554.7604444,
+            "created_at": 1708330298.7545114,
             "supported_languages": null
         },
         "macro.dbt.test_accepted_values": {
@@ -12267,7 +12240,7 @@
             },
             "patch_path": null,
             "arguments": [],
-            "created_at": 1706145554.7606668,
+            "created_at": 1708330298.7547958,
             "supported_languages": null
         },
         "macro.dbt.test_relationships": {
@@ -12291,7 +12264,7 @@
             },
             "patch_path": null,
             "arguments": [],
-            "created_at": 1706145554.7608657,
+            "created_at": 1708330298.7550614,
             "supported_languages": null
         }
     },
@@ -12307,25 +12280,25 @@
         }
     },
     "exposures": {
-        "exposure.sandbox.customers": {
-            "name": "customers",
+        "exposure.sandbox.clients": {
+            "name": "clients",
             "resource_type": "exposure",
             "package_name": "sandbox",
             "path": "exposures/our_analytics.yml",
             "original_file_path": "models/exposures/our_analytics.yml",
-            "unique_id": "exposure.sandbox.customers",
+            "unique_id": "exposure.sandbox.clients",
             "fqn": [
                 "sandbox",
                 "exposures",
-                "customers"
+                "clients"
             ],
             "type": "analysis",
             "owner": {
                 "email": "dbtmetabase@example.com",
                 "name": "dbtmetabase"
             },
-            "description": "### Visualization: Line\n\nCustomers test\n\n#### Metadata\n\nMetabase ID: __1__\n\nCreated On: __2024-01-24T05:33:25.647584__",
-            "label": "Customers",
+            "description": "### Visualization: Table\n\nNo description provided in Metabase\n\n#### Metadata\n\nMetabase ID: __3__\n\nCreated On: __2024-02-19T03:48:22.030934__",
+            "label": "clients",
             "maturity": "medium",
             "meta": {},
             "tags": [],
@@ -12333,7 +12306,7 @@
                 "enabled": true
             },
             "unrendered_config": {},
-            "url": "http://localhost:3000/card/1",
+            "url": "http://localhost:3000/card/3",
             "depends_on": {
                 "macros": [],
                 "nodes": [
@@ -12349,27 +12322,27 @@
             ],
             "sources": [],
             "metrics": [],
-            "created_at": 1706145555.0796468
+            "created_at": 1708330299.1868012
         },
-        "exposure.sandbox.orders": {
-            "name": "orders",
+        "exposure.sandbox.customers": {
+            "name": "customers",
             "resource_type": "exposure",
             "package_name": "sandbox",
             "path": "exposures/our_analytics.yml",
             "original_file_path": "models/exposures/our_analytics.yml",
-            "unique_id": "exposure.sandbox.orders",
+            "unique_id": "exposure.sandbox.customers",
             "fqn": [
                 "sandbox",
                 "exposures",
-                "orders"
+                "customers"
             ],
             "type": "analysis",
             "owner": {
                 "email": "dbtmetabase@example.com",
                 "name": "dbtmetabase"
             },
-            "description": "### Visualization: Table\n\nNo description provided in Metabase\n\n#### Metadata\n\nMetabase ID: __2__\n\nCreated On: __2024-01-24T05:58:57.73953__",
-            "label": "Orders",
+            "description": "### Visualization: Line\n\nCustomers test\n\n#### Metadata\n\nMetabase ID: __1__\n\nCreated On: __2024-02-19T03:42:12.127181__",
+            "label": "Customers",
             "maturity": "medium",
             "meta": {},
             "tags": [],
@@ -12377,43 +12350,43 @@
                 "enabled": true
             },
             "unrendered_config": {},
-            "url": "http://localhost:3000/card/2",
+            "url": "http://localhost:3000/card/1",
             "depends_on": {
                 "macros": [],
                 "nodes": [
-                    "model.sandbox.orders"
+                    "model.sandbox.customers"
                 ]
             },
             "refs": [
                 {
-                    "name": "orders",
+                    "name": "customers",
                     "package": null,
                     "version": null
                 }
             ],
             "sources": [],
             "metrics": [],
-            "created_at": 1706145555.0805569
+            "created_at": 1708330299.1877074
         },
-        "exposure.sandbox.stg_payments": {
-            "name": "stg_payments",
+        "exposure.sandbox.orders": {
+            "name": "orders",
             "resource_type": "exposure",
             "package_name": "sandbox",
             "path": "exposures/our_analytics.yml",
             "original_file_path": "models/exposures/our_analytics.yml",
-            "unique_id": "exposure.sandbox.stg_payments",
+            "unique_id": "exposure.sandbox.orders",
             "fqn": [
                 "sandbox",
                 "exposures",
-                "stg_payments"
+                "orders"
             ],
             "type": "analysis",
             "owner": {
                 "email": "dbtmetabase@example.com",
                 "name": "dbtmetabase"
             },
-            "description": "### Visualization: Table\n\nNo description provided in Metabase\n\n#### Metadata\n\nMetabase ID: __3__\n\nCreated On: __2024-01-24T05:59:13.224303__",
-            "label": "Stg Payments",
+            "description": "### Visualization: Table\n\nNo description provided in Metabase\n\n#### Metadata\n\nMetabase ID: __2__\n\nCreated On: __2024-02-19T03:48:08.251792__",
+            "label": "Orders",
             "maturity": "medium",
             "meta": {},
             "tags": [],
@@ -12421,23 +12394,23 @@
                 "enabled": true
             },
             "unrendered_config": {},
-            "url": "http://localhost:3000/card/3",
+            "url": "http://localhost:3000/card/2",
             "depends_on": {
                 "macros": [],
                 "nodes": [
-                    "model.sandbox.stg_payments"
+                    "model.sandbox.orders"
                 ]
             },
             "refs": [
                 {
-                    "name": "stg_payments",
+                    "name": "orders",
                     "package": null,
                     "version": null
                 }
             ],
             "sources": [],
             "metrics": [],
-            "created_at": 1706145555.0812972
+            "created_at": 1708330299.1887019
         }
     },
     "metrics": {},
@@ -12450,9 +12423,14 @@
             "model.sandbox.stg_orders",
             "model.sandbox.stg_payments"
         ],
-        "model.sandbox.orders": [
-            "model.sandbox.stg_orders",
-            "model.sandbox.stg_payments"
+        "seed.sandbox.raw_customers": [],
+        "seed.sandbox.raw_orders": [],
+        "seed.sandbox.raw_payments": [],
+        "test.sandbox.unique_customers_customer_id.c5af1ff4b1": [
+            "model.sandbox.customers"
+        ],
+        "test.sandbox.not_null_customers_customer_id.5c9bf9911d": [
+            "model.sandbox.customers"
         ],
         "model.sandbox.stg_customers": [
             "seed.sandbox.raw_customers"
@@ -12463,14 +12441,33 @@
         "model.sandbox.stg_orders": [
             "seed.sandbox.raw_orders"
         ],
-        "seed.sandbox.raw_customers": [],
-        "seed.sandbox.raw_orders": [],
-        "seed.sandbox.raw_payments": [],
-        "test.sandbox.unique_customers_customer_id.c5af1ff4b1": [
-            "model.sandbox.customers"
+        "test.sandbox.unique_stg_customers_customer_id.c7614daada": [
+            "model.sandbox.stg_customers"
         ],
-        "test.sandbox.not_null_customers_customer_id.5c9bf9911d": [
-            "model.sandbox.customers"
+        "test.sandbox.not_null_stg_customers_customer_id.e2cfb1f9aa": [
+            "model.sandbox.stg_customers"
+        ],
+        "test.sandbox.unique_stg_payments_payment_id.3744510712": [
+            "model.sandbox.stg_payments"
+        ],
+        "test.sandbox.not_null_stg_payments_payment_id.c19cc50075": [
+            "model.sandbox.stg_payments"
+        ],
+        "test.sandbox.accepted_values_stg_payments_payment_method__credit_card__coupon__bank_transfer__gift_card.3c3820f278": [
+            "model.sandbox.stg_payments"
+        ],
+        "test.sandbox.unique_stg_orders_order_id.e3b841c71a": [
+            "model.sandbox.stg_orders"
+        ],
+        "test.sandbox.not_null_stg_orders_order_id.81cfe2fe64": [
+            "model.sandbox.stg_orders"
+        ],
+        "test.sandbox.accepted_values_stg_orders_status__placed__shipped__completed__return_pending__returned.080fb20aad": [
+            "model.sandbox.stg_orders"
+        ],
+        "model.sandbox.orders": [
+            "model.sandbox.stg_orders",
+            "model.sandbox.stg_payments"
         ],
         "test.sandbox.unique_orders_order_id.fed79b3a6e": [
             "model.sandbox.orders"
@@ -12481,10 +12478,6 @@
         "test.sandbox.not_null_orders_customer_id.c5f02694af": [
             "model.sandbox.orders"
         ],
-        "test.sandbox.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": [
-            "model.sandbox.customers",
-            "model.sandbox.orders"
-        ],
         "test.sandbox.accepted_values_orders_status__placed__shipped__completed__return_pending__returned.be6b5b5ec3": [
             "model.sandbox.orders"
         ],
@@ -12503,67 +12496,40 @@
         "test.sandbox.not_null_orders_gift_card_amount.413a0d2d7a": [
             "model.sandbox.orders"
         ],
-        "test.sandbox.unique_stg_customers_customer_id.c7614daada": [
-            "model.sandbox.stg_customers"
-        ],
-        "test.sandbox.not_null_stg_customers_customer_id.e2cfb1f9aa": [
-            "model.sandbox.stg_customers"
-        ],
-        "test.sandbox.unique_stg_orders_order_id.e3b841c71a": [
-            "model.sandbox.stg_orders"
-        ],
-        "test.sandbox.not_null_stg_orders_order_id.81cfe2fe64": [
-            "model.sandbox.stg_orders"
-        ],
-        "test.sandbox.accepted_values_stg_orders_status__placed__shipped__completed__return_pending__returned.080fb20aad": [
-            "model.sandbox.stg_orders"
-        ],
-        "test.sandbox.unique_stg_payments_payment_id.3744510712": [
-            "model.sandbox.stg_payments"
-        ],
-        "test.sandbox.not_null_stg_payments_payment_id.c19cc50075": [
-            "model.sandbox.stg_payments"
-        ],
-        "test.sandbox.accepted_values_stg_payments_payment_method__credit_card__coupon__bank_transfer__gift_card.3c3820f278": [
-            "model.sandbox.stg_payments"
+        "exposure.sandbox.clients": [
+            "model.sandbox.customers"
         ],
         "exposure.sandbox.customers": [
             "model.sandbox.customers"
         ],
         "exposure.sandbox.orders": [
             "model.sandbox.orders"
-        ],
-        "exposure.sandbox.stg_payments": [
-            "model.sandbox.stg_payments"
         ]
     },
     "child_map": {
         "model.sandbox.customers": [
+            "exposure.sandbox.clients",
             "exposure.sandbox.customers",
             "test.sandbox.not_null_customers_customer_id.5c9bf9911d",
-            "test.sandbox.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2",
             "test.sandbox.unique_customers_customer_id.c5af1ff4b1"
         ],
-        "model.sandbox.orders": [
-            "exposure.sandbox.orders",
-            "test.sandbox.accepted_values_orders_status__placed__shipped__completed__return_pending__returned.be6b5b5ec3",
-            "test.sandbox.not_null_orders_amount.106140f9fd",
-            "test.sandbox.not_null_orders_bank_transfer_amount.7743500c49",
-            "test.sandbox.not_null_orders_coupon_amount.ab90c90625",
-            "test.sandbox.not_null_orders_credit_card_amount.d3ca593b59",
-            "test.sandbox.not_null_orders_customer_id.c5f02694af",
-            "test.sandbox.not_null_orders_gift_card_amount.413a0d2d7a",
-            "test.sandbox.not_null_orders_order_id.cf6c17daed",
-            "test.sandbox.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2",
-            "test.sandbox.unique_orders_order_id.fed79b3a6e"
+        "seed.sandbox.raw_customers": [
+            "model.sandbox.stg_customers"
+        ],
+        "seed.sandbox.raw_orders": [
+            "model.sandbox.stg_orders"
+        ],
+        "seed.sandbox.raw_payments": [
+            "model.sandbox.stg_payments"
         ],
+        "test.sandbox.unique_customers_customer_id.c5af1ff4b1": [],
+        "test.sandbox.not_null_customers_customer_id.5c9bf9911d": [],
         "model.sandbox.stg_customers": [
             "model.sandbox.customers",
             "test.sandbox.not_null_stg_customers_customer_id.e2cfb1f9aa",
             "test.sandbox.unique_stg_customers_customer_id.c7614daada"
         ],
         "model.sandbox.stg_payments": [
-            "exposure.sandbox.stg_payments",
             "model.sandbox.customers",
             "model.sandbox.orders",
             "test.sandbox.accepted_values_stg_payments_payment_method__credit_card__coupon__bank_transfer__gift_card.3c3820f278",
@@ -12577,38 +12543,38 @@
             "test.sandbox.not_null_stg_orders_order_id.81cfe2fe64",
             "test.sandbox.unique_stg_orders_order_id.e3b841c71a"
         ],
-        "seed.sandbox.raw_customers": [
-            "model.sandbox.stg_customers"
-        ],
-        "seed.sandbox.raw_orders": [
-            "model.sandbox.stg_orders"
-        ],
-        "seed.sandbox.raw_payments": [
-            "model.sandbox.stg_payments"
+        "test.sandbox.unique_stg_customers_customer_id.c7614daada": [],
+        "test.sandbox.not_null_stg_customers_customer_id.e2cfb1f9aa": [],
+        "test.sandbox.unique_stg_payments_payment_id.3744510712": [],
+        "test.sandbox.not_null_stg_payments_payment_id.c19cc50075": [],
+        "test.sandbox.accepted_values_stg_payments_payment_method__credit_card__coupon__bank_transfer__gift_card.3c3820f278": [],
+        "test.sandbox.unique_stg_orders_order_id.e3b841c71a": [],
+        "test.sandbox.not_null_stg_orders_order_id.81cfe2fe64": [],
+        "test.sandbox.accepted_values_stg_orders_status__placed__shipped__completed__return_pending__returned.080fb20aad": [],
+        "model.sandbox.orders": [
+            "exposure.sandbox.orders",
+            "test.sandbox.accepted_values_orders_status__placed__shipped__completed__return_pending__returned.be6b5b5ec3",
+            "test.sandbox.not_null_orders_amount.106140f9fd",
+            "test.sandbox.not_null_orders_bank_transfer_amount.7743500c49",
+            "test.sandbox.not_null_orders_coupon_amount.ab90c90625",
+            "test.sandbox.not_null_orders_credit_card_amount.d3ca593b59",
+            "test.sandbox.not_null_orders_customer_id.c5f02694af",
+            "test.sandbox.not_null_orders_gift_card_amount.413a0d2d7a",
+            "test.sandbox.not_null_orders_order_id.cf6c17daed",
+            "test.sandbox.unique_orders_order_id.fed79b3a6e"
         ],
-        "test.sandbox.unique_customers_customer_id.c5af1ff4b1": [],
-        "test.sandbox.not_null_customers_customer_id.5c9bf9911d": [],
         "test.sandbox.unique_orders_order_id.fed79b3a6e": [],
         "test.sandbox.not_null_orders_order_id.cf6c17daed": [],
         "test.sandbox.not_null_orders_customer_id.c5f02694af": [],
-        "test.sandbox.relationships_orders_customer_id__customer_id__ref_customers_.c6ec7f58f2": [],
         "test.sandbox.accepted_values_orders_status__placed__shipped__completed__return_pending__returned.be6b5b5ec3": [],
         "test.sandbox.not_null_orders_amount.106140f9fd": [],
         "test.sandbox.not_null_orders_credit_card_amount.d3ca593b59": [],
         "test.sandbox.not_null_orders_coupon_amount.ab90c90625": [],
         "test.sandbox.not_null_orders_bank_transfer_amount.7743500c49": [],
         "test.sandbox.not_null_orders_gift_card_amount.413a0d2d7a": [],
-        "test.sandbox.unique_stg_customers_customer_id.c7614daada": [],
-        "test.sandbox.not_null_stg_customers_customer_id.e2cfb1f9aa": [],
-        "test.sandbox.unique_stg_orders_order_id.e3b841c71a": [],
-        "test.sandbox.not_null_stg_orders_order_id.81cfe2fe64": [],
-        "test.sandbox.accepted_values_stg_orders_status__placed__shipped__completed__return_pending__returned.080fb20aad": [],
-        "test.sandbox.unique_stg_payments_payment_id.3744510712": [],
-        "test.sandbox.not_null_stg_payments_payment_id.c19cc50075": [],
-        "test.sandbox.accepted_values_stg_payments_payment_method__credit_card__coupon__bank_transfer__gift_card.3c3820f278": [],
+        "exposure.sandbox.clients": [],
         "exposure.sandbox.customers": [],
-        "exposure.sandbox.orders": [],
-        "exposure.sandbox.stg_payments": []
+        "exposure.sandbox.orders": []
     },
     "group_map": {},
     "saved_queries": {},
diff --git a/tests/test_manifest.py b/tests/test_manifest.py
index 0b0c0a1..be5eda9 100644
--- a/tests/test_manifest.py
+++ b/tests/test_manifest.py
@@ -1,4 +1,5 @@
 import unittest
+from operator import attrgetter
 from typing import Optional, Sequence
 
 from dbtmetabase.manifest import Column, Group, Manifest, Model
@@ -20,7 +21,7 @@ class TestManifest(unittest.TestCase):
 
     def test_v11(self):
         models = Manifest(FIXTURES_PATH / "manifest-v11.json").read_models()
-        self.assertEqual(
+        self._assertModelsEqual(
             models,
             [
                 Model(
@@ -78,6 +79,7 @@ class TestManifest(unittest.TestCase):
                         Column(
                             name="order_id",
                             description="This is a unique identifier for an order",
+                            semantic_type="type/PK",
                         ),
                         Column(
                             name="customer_id",
@@ -128,7 +130,15 @@ class TestManifest(unittest.TestCase):
                         Column(
                             name="customer_id",
                             description="",
-                        )
+                        ),
+                        Column(
+                            name="first_name",
+                            description="",
+                        ),
+                        Column(
+                            name="last_name",
+                            description="",
+                        ),
                     ],
                 ),
                 Model(
@@ -148,6 +158,14 @@ class TestManifest(unittest.TestCase):
                             name="payment_method",
                             description="",
                         ),
+                        Column(
+                            name="order_id",
+                            description="",
+                        ),
+                        Column(
+                            name="amount",
+                            description="",
+                        ),
                     ],
                 ),
                 Model(
@@ -167,6 +185,14 @@ class TestManifest(unittest.TestCase):
                             name="status",
                             description="",
                         ),
+                        Column(
+                            name="order_date",
+                            description="",
+                        ),
+                        Column(
+                            name="customer_id",
+                            description="",
+                        ),
                     ],
                 ),
             ],
@@ -174,7 +200,7 @@ class TestManifest(unittest.TestCase):
 
     def test_v2(self):
         models = Manifest(FIXTURES_PATH / "manifest-v2.json").read_models()
-        self.assertEqual(
+        self._assertModelsEqual(
             models,
             [
                 Model(
@@ -324,6 +350,44 @@ class TestManifest(unittest.TestCase):
             ],
         )
 
+    def _assertModelsEqual(
+        self,
+        first: Sequence[Model],
+        second: Sequence[Model],
+    ):
+        self.assertEqual(len(first), len(second), "mismatched model count")
+
+        first = sorted(first, key=attrgetter("name"))
+        second = sorted(second, key=attrgetter("name"))
+
+        for i, first_model in enumerate(first):
+            second_model = second[i]
+            self.assertEqual(first_model.name, second_model.name, "wrong model")
+            self.assertEqual(
+                len(first_model.columns),
+                len(second_model.columns),
+                f"mismatched column count in {first_model.name}",
+            )
+            for j, first_column in enumerate(first_model.columns):
+                second_column = second_model.columns[j]
+                self.assertEqual(
+                    first_column.name,
+                    second_column.name,
+                    f"wrong column in model {first_model.name}",
+                )
+                self.assertEqual(
+                    first_column,
+                    second_column,
+                    f"mismatched column {first_model.name}.{first_column.name}",
+                )
+            self.assertEqual(
+                first_model,
+                second_model,
+                f"mismatched model {first_model.name}",
+            )
+
+        self.assertEqual(first, second)
+
     @staticmethod
     def _find_model(models: Sequence[Model], model_name: str) -> Optional[Model]:
         filtered = [m for m in models if m.name == model_name]