Merged PR 2232: KPI refactor - 1st step, bookings

First step on refactor of kpis:
- Remove relative incremental vs. previous year computation from the source model (`mtd_booking_metrics`, in this case)
- Aggregate the source mtd global metrics models into a single model: `int_mtd_vs_previous_year_metrics` (to enable multi-source weighted metric computation) and compute previous year value and relative increment. Now this logic is encapsulated into a macro `calculate_safe_relative_increment`, easing readability and providing a bit more robustness.
- End-to-end continuity to not break the existing dashboard display in `int_core__mtd_aggregated_metrics`

This is a substep of the global change. All info can be found in the documentation [here](https://www.notion.so/knowyourguest-superhog/Refactoring-Business-KPIs-5deb6aadddb34884ae90339402ac16e3)

Related work items: #18202

macros/calculate_safe_relative_increment.sql

@@ -0,0 +1,14 @@
+/*
+This macro displays a metric value common in two sources, current and previous,
+and computes the relative increment of current vs. previous.
+
+It's designed to be placed within a SELECT statement.
+
+It ensure safe divide by zero division by applying a nullif function.
+
+*/
+{% macro calculate_safe_relative_increment(metric, current='current', previous='previous_year') %}
+    {{ current }}.{{ metric }},
+    {{ previous }}.{{ metric }} as {{ previous }}_{{ metric }},
+    cast({{ current }}.{{ metric }} as decimal) / nullif({{ previous }}.{{ metric }},0) - 1 as relative_increment_{{ metric }}
+{% endmacro %}

models/intermediate/core/int_core__mtd_aggregated_metrics.sql

@@ -1,6 +1,6 @@
 {% set metrics = [
     {
-        "source": "int_core__mtd_booking_metrics",
+        "source": "int_mtd_vs_previous_year_metrics",
         "order_by": 1,
         "metric": "Created Bookings",
         "value": "created_bookings",
@@ -9,7 +9,7 @@
         "number_format": "integer",
     },
     {
-        "source": "int_core__mtd_booking_metrics",
+        "source": "int_mtd_vs_previous_year_metrics",
         "order_by": 2,
         "metric": "Cancelled Bookings",
         "value": "cancelled_bookings",
@@ -18,7 +18,7 @@
         "number_format": "integer",
     },
     {
-        "source": "int_core__mtd_booking_metrics",
+        "source": "int_mtd_vs_previous_year_metrics",
         "order_by": 3,
         "metric": "Checkout Bookings",
         "value": "check_out_bookings",
@@ -190,8 +190,8 @@
     },
 ] %}
 with
-    int_core__mtd_booking_metrics as (
-        select * from {{ ref("int_core__mtd_booking_metrics") }}
+    int_mtd_vs_previous_year_metrics as (
+        select * from {{ ref("int_mtd_vs_previous_year_metrics") }}
     ),
     int_core__mtd_guest_journey_metrics as (
         select * from {{ ref("int_core__mtd_guest_journey_metrics") }}

models/intermediate/core/int_core__mtd_booking_metrics.sql

@@ -41,10 +41,9 @@ with
             and extract(day from b.updated_date_utc) <= d.day
             and upper(b.booking_state) = {{ var("cancelled_booking_state") }}
         group by 1
-    ),
-    main_kpi as (
-        -- Final aggregation of subqueries --
-        select
+    )
+-- Final aggregation of subqueries --
+select
     d.year,
     d.month,
     d.day,
@@ -54,33 +53,7 @@ with
     crym.created_bookings,
     coym.check_out_bookings,
     caym.cancelled_bookings
-        from int_dates_mtd d
-        left join created_year_month crym on crym.date = d.date
-        left join check_out_year_month coym on coym.date = d.date
-        left join cancelled_year_month caym on caym.date = d.date
-    )
--- Pivoting to get previous year for each line & computing relative increment
--- (rel_incr) --
-select
-    a.year,
-    a.month,
-    a.day,
-    a.is_end_of_month,
-    a.is_current_month,
-    a.date,
-    b.date as previous_year_date,
-    a.created_bookings,
-    b.created_bookings as previous_year_created_bookings,
-    cast(a.created_bookings as decimal) / b.created_bookings
-    - 1 as relative_increment_created_bookings,
-    a.check_out_bookings,
-    b.check_out_bookings as previous_year_check_out_bookings,
-    cast(a.check_out_bookings as decimal) / b.check_out_bookings
-    - 1 as relative_increment_check_out_bookings,
-    a.cancelled_bookings,
-    b.cancelled_bookings as previous_year_cancelled_bookings,
-    cast(a.cancelled_bookings as decimal) / b.cancelled_bookings
-    - 1 as relative_increment_cancelled_bookings
-from main_kpi a
-left join main_kpi b on a.month = b.month and a.year = b.year + 1
-where (a.is_end_of_month = 1 or (a.is_current_month = 1 and a.day = b.day))
+from int_dates_mtd d
+left join created_year_month crym on crym.date = d.date
+left join check_out_year_month coym on coym.date = d.date
+left join cancelled_year_month caym on caym.date = d.date

models/intermediate/cross/int_mtd_vs_previous_year_metrics.sql

@@ -0,0 +1,50 @@
+/*
+This model pivots the data of the different mtd metrics models to get 
+previous year for each line & computing relative increment.  --
+*/
+
+{{ config(materialized="table", unique_key="date") }}
+with
+    int_core__mtd_booking_metrics as (
+        select * from {{ ref("int_core__mtd_booking_metrics") }}
+    ),
+    int_dates_mtd as (select * from {{ ref("int_dates_mtd") }}),
+
+    plain_kpi_combination as (
+        select
+            d.year,
+            d.month,
+            d.day,
+            d.is_end_of_month,
+            d.is_current_month,
+            d.date,
+            bookings.created_bookings,
+            bookings.check_out_bookings,
+            bookings.cancelled_bookings
+        from int_dates_mtd d
+        left join int_core__mtd_booking_metrics bookings 
+            on d.date = bookings.date
+    )
+select
+    current.year,
+    current.month,
+    current.day,
+    current.is_end_of_month,
+    current.is_current_month,
+    current.date,
+    previous_year.date as previous_year_date,
+
+    -- BOOKINGS --
+    {{ calculate_safe_relative_increment('created_bookings') }},
+    {{ calculate_safe_relative_increment('check_out_bookings') }},
+    {{ calculate_safe_relative_increment('cancelled_bookings') }}
+
+from plain_kpi_combination current
+left join plain_kpi_combination previous_year
+    on current.month = previous_year.month
+    and current.year = previous_year.year + 1
+where
+    (
+        current.is_end_of_month = 1
+        or (current.is_current_month = 1 and current.day = previous_year.day)
+    )

models/intermediate/cross/schema.yml

@@ -146,6 +146,24 @@ models:
           - not_null
           - unique
 
+  - name: int_mtd_vs_previous_year_metrics
+    description: |
+      This model is used for global KPIs.
+
+      It aggregates all the mtd models with the different metrics per source
+      and computes any necessary weighted metric across different sources.
+      Finally, it displays any metric on the current date, the previous year
+      date and it computes the relative increment by using the macro:
+      - calculate_safe_relative_increment
+
+    columns:
+      - name: date
+        data_type: date
+        description: The date for the month-to-date metrics.
+        tests:
+          - not_null
+          - unique
+
   - name: int_monthly_guest_revenue_history_by_deal
     description: |
       This model contains the historic information regarding the guest revenue for each deal id.