From bb865ca9ecebce953419103bbcb76b90f8ea8b60 Mon Sep 17 00:00:00 2001
From: Artem Trofimov <artem.trofimov@jetbrains.com>
Date: Wed, 8 Apr 2026 13:59:02 +0200
Subject: [PATCH] add refund rate metric

---
 mock-cli/test-shopify/.databao/databao.yml    | 13 ++++++++
 .../test-shopify/.databao/test_questions.csv  |  2 ++
 mock-cli/test-shopify/.user.yml               |  1 +
 .../models/metrics/orders_metrics.yml         | 23 ++++++++++++++
 .../models/semantic_models/orders.yml         | 31 +++++++++++++++++++
 .../models/staging/metricflow_time_spine.sql  |  9 ++++++
 .../models/staging/stg_orders.sql             |  1 +
 .../models/staging/metricflow_time_spine.sql  |  9 ++++++
 .../models/staging/stg_orders.sql             |  1 +
 .../models/staging/metricflow_time_spine.sql  | 21 +++++++++++++
 .../models/staging/stg_orders.sql             |  5 +++
 11 files changed, 116 insertions(+)
 create mode 100644 mock-cli/test-shopify/.databao/databao.yml
 create mode 100644 mock-cli/test-shopify/.databao/test_questions.csv
 create mode 100644 mock-cli/test-shopify/.user.yml
 create mode 100644 mock-cli/test-shopify/models/metrics/orders_metrics.yml
 create mode 100644 mock-cli/test-shopify/models/semantic_models/orders.yml
 create mode 100644 mock-cli/test-shopify/models/staging/metricflow_time_spine.sql
 create mode 100644 mock-cli/test-shopify/models/staging/stg_orders.sql
 create mode 100644 mock-cli/test-shopify/target/compiled/shopify_analytics/models/staging/metricflow_time_spine.sql
 create mode 100644 mock-cli/test-shopify/target/compiled/shopify_analytics/models/staging/stg_orders.sql
 create mode 100644 mock-cli/test-shopify/target/run/shopify_analytics/models/staging/metricflow_time_spine.sql
 create mode 100644 mock-cli/test-shopify/target/run/shopify_analytics/models/staging/stg_orders.sql

diff --git a/mock-cli/test-shopify/.databao/databao.yml b/mock-cli/test-shopify/.databao/databao.yml
new file mode 100644
index 00000000..1f08a029
--- /dev/null
+++ b/mock-cli/test-shopify/.databao/databao.yml
@@ -0,0 +1,13 @@
+dbt:
+  project: shopify_analytics
+  path: /Users/Artem.Trofimov/Work/databao-cli/mock-cli/test-shopify
+databao:
+  path: /Users/Artem.Trofimov/Work/databao-cli/mock-cli/test-shopify/.databao
+connection:
+  type: duckdb
+  path: shopify.duckdb
+  schema: main
+  threads: 4
+user:
+  email: artem@databao.app
+  token: mock_oauth_token_a1b2c3d4
diff --git a/mock-cli/test-shopify/.databao/test_questions.csv b/mock-cli/test-shopify/.databao/test_questions.csv
new file mode 100644
index 00000000..c0963102
--- /dev/null
+++ b/mock-cli/test-shopify/.databao/test_questions.csv
@@ -0,0 +1,2 @@
+question,gold_sql,mf_query,metric,formula
+What is the refund rate by month?,,"mf query --metrics refund_rate --group-by metric_time__month",refund_rate,COUNT(*) WHERE financial_status='refunded' / COUNT(*)
diff --git a/mock-cli/test-shopify/.user.yml b/mock-cli/test-shopify/.user.yml
new file mode 100644
index 00000000..21f68b1d
--- /dev/null
+++ b/mock-cli/test-shopify/.user.yml
@@ -0,0 +1 @@
+id: 7e32390b-2360-4c50-993c-408e4855247f
diff --git a/mock-cli/test-shopify/models/metrics/orders_metrics.yml b/mock-cli/test-shopify/models/metrics/orders_metrics.yml
new file mode 100644
index 00000000..120e5bc4
--- /dev/null
+++ b/mock-cli/test-shopify/models/metrics/orders_metrics.yml
@@ -0,0 +1,23 @@
+metrics:
+  - name: order_count
+    description: "Total number of orders"
+    type: simple
+    type_params:
+      measure: order_count
+    label: "Order Count"
+
+  - name: refunded_order_count
+    description: "Number of orders that were refunded"
+    type: simple
+    type_params:
+      measure: refunded_order_count
+    filter: "{{ Dimension('order__financial_status') }} = 'refunded'"
+    label: "Refunded Orders"
+
+  - name: refund_rate
+    description: "Share of orders that were refunded"
+    type: ratio
+    type_params:
+      numerator: refunded_order_count
+      denominator: order_count
+    label: "Refund Rate"
diff --git a/mock-cli/test-shopify/models/semantic_models/orders.yml b/mock-cli/test-shopify/models/semantic_models/orders.yml
new file mode 100644
index 00000000..87e03c92
--- /dev/null
+++ b/mock-cli/test-shopify/models/semantic_models/orders.yml
@@ -0,0 +1,31 @@
+semantic_models:
+  - name: orders
+    description: "Shopify orders with payment and fulfillment status"
+    model: ref('stg_orders')
+    defaults:
+      agg_time_dimension: created_at
+    entities:
+      - name: order
+        type: primary
+        expr: id
+      - name: customer
+        type: foreign
+        expr: customer_id
+    dimensions:
+      - name: created_at
+        type: time
+        type_params:
+          time_granularity: day
+      - name: financial_status
+        type: categorical
+      - name: fulfillment_status
+        type: categorical
+    measures:
+      - name: order_count
+        description: "Total number of orders"
+        agg: count
+        expr: id
+      - name: refunded_order_count
+        description: "Number of orders with financial_status = 'refunded'"
+        agg: count
+        expr: id
diff --git a/mock-cli/test-shopify/models/staging/metricflow_time_spine.sql b/mock-cli/test-shopify/models/staging/metricflow_time_spine.sql
new file mode 100644
index 00000000..cf33be96
--- /dev/null
+++ b/mock-cli/test-shopify/models/staging/metricflow_time_spine.sql
@@ -0,0 +1,9 @@
+{{ config(materialized='table') }}
+
+select
+    cast(range as date) as date_day
+from generate_series(
+    cast('2020-01-01' as date),
+    cast('2030-01-01' as date),
+    interval '1 day'
+) as t(range)
diff --git a/mock-cli/test-shopify/models/staging/stg_orders.sql b/mock-cli/test-shopify/models/staging/stg_orders.sql
new file mode 100644
index 00000000..e91d2add
--- /dev/null
+++ b/mock-cli/test-shopify/models/staging/stg_orders.sql
@@ -0,0 +1 @@
+select * from {{ source('shopify_analytics', 'orders') }}
diff --git a/mock-cli/test-shopify/target/compiled/shopify_analytics/models/staging/metricflow_time_spine.sql b/mock-cli/test-shopify/target/compiled/shopify_analytics/models/staging/metricflow_time_spine.sql
new file mode 100644
index 00000000..e3fa0b48
--- /dev/null
+++ b/mock-cli/test-shopify/target/compiled/shopify_analytics/models/staging/metricflow_time_spine.sql
@@ -0,0 +1,9 @@
+
+
+select
+    cast(range as date) as date_day
+from generate_series(
+    cast('2020-01-01' as date),
+    cast('2030-01-01' as date),
+    interval '1 day'
+) as t(range)
\ No newline at end of file
diff --git a/mock-cli/test-shopify/target/compiled/shopify_analytics/models/staging/stg_orders.sql b/mock-cli/test-shopify/target/compiled/shopify_analytics/models/staging/stg_orders.sql
new file mode 100644
index 00000000..3dad7f81
--- /dev/null
+++ b/mock-cli/test-shopify/target/compiled/shopify_analytics/models/staging/stg_orders.sql
@@ -0,0 +1 @@
+select * from "shopify"."main"."orders"
\ No newline at end of file
diff --git a/mock-cli/test-shopify/target/run/shopify_analytics/models/staging/metricflow_time_spine.sql b/mock-cli/test-shopify/target/run/shopify_analytics/models/staging/metricflow_time_spine.sql
new file mode 100644
index 00000000..9fd09f9c
--- /dev/null
+++ b/mock-cli/test-shopify/target/run/shopify_analytics/models/staging/metricflow_time_spine.sql
@@ -0,0 +1,21 @@
+
+  
+    
+    
+
+    create  table
+      "shopify"."main"."metricflow_time_spine__dbt_tmp"
+  
+    as (
+      
+
+select
+    cast(range as date) as date_day
+from generate_series(
+    cast('2020-01-01' as date),
+    cast('2030-01-01' as date),
+    interval '1 day'
+) as t(range)
+    );
+  
+  
\ No newline at end of file
diff --git a/mock-cli/test-shopify/target/run/shopify_analytics/models/staging/stg_orders.sql b/mock-cli/test-shopify/target/run/shopify_analytics/models/staging/stg_orders.sql
new file mode 100644
index 00000000..0395d020
--- /dev/null
+++ b/mock-cli/test-shopify/target/run/shopify_analytics/models/staging/stg_orders.sql
@@ -0,0 +1,5 @@
+
+  
+  create view "shopify"."main"."stg_orders__dbt_tmp" as (
+    select * from "shopify"."main"."orders"
+  );