Merged PR 3482: Adapts date dimension skeleton for Main KPIs

# Description

New model:
* int_kpis__agg_dates_main_kpis - Serves as the skeleton of dates and dimensions for Main KPIs. It's aggregated since it follows a similar aggregation strategy. It's a single model to feed both Main KPIs visualisations. Note boolean fields are real booleans (true/false) while before these were integers (1/0). This also affects downstream models.

Main KPIs flow adaptations to new skeleton model:
* int_monthly_aggregated_metrics_history_by_deal
* int_monthly_churn_metrics - additionally, calls usual KPIs macro instead of old one
* int_mtd_vs_previous_year_metrics

Reporting changes to ensure report is not down:
* mtd_aggregated_metrics - adaptations on booleans (true-1, false-0)

Cleaning:
* get_kpi_dimensions macro is no longer used
* int_dates_by_deal model and schema entry
* int_dates_mtd_by_dimension model and schema entry
* int_dates_mtd model and schema entry

# Checklist

- [X] The edited models and dependants run properly with production data.
- [X] The edited models are sufficiently documented.
- [X] The edited models contain PK tests, and I've ran and passed them.
- [X] I have checked for DRY opportunities with other models and docs.
- [X] I've picked the right materialization for the affected models.

# Other

- [ ] Check if a full-refresh is required after this PR is merged.

Related work items: #23763

macros/business_kpis_configuration.sql

@@ -1,33 +1,8 @@
-/*
-Macro: get_kpi_dimensions
-
-Provides a general configuration for the Dimensions available for the KPIs.
-Please note that strings should be encoded with " ' your_value_here ' ",
-    while fields from tables should be specified like " your_field_here "
-*/
-{% macro get_kpi_dimensions() %}
-    {% set dimensions = [
-        {"dimension": "'global'", "dimension_value": "'global'"},
-        {
-            "dimension": "'by_number_of_listings'",
-            "dimension_value": "active_accommodations_per_deal_segmentation",
-        },
-        {
-            "dimension": "'by_billing_country'",
-            "dimension_value": "main_billing_country_iso_3_per_deal",
-        },
-    ] %}
-    {{ return(dimensions) }}
-{% endmacro %}
-
-
 /*
 Macro: get_kpi_dimensions_for_production
 
-Provides the list of Dimensions that will be available in production for the KPIs.
+Provides the list of Dimensions that will be available in production for the Main KPIs.
-This configuration ensures that working with new dimensions won't affect the display 
+It provides a proper display name for reporting purposes.
-    until all development work has been done. 
-Additionally, it provides a proper display name for reporting purposes.
 
 */
 {% macro get_kpi_dimensions_for_production() %}
@@ -90,7 +65,7 @@ Please note that strings should be encoded with " ' your_value_here ' ",
 /*
 Macro: get_kpi_dimensions_per_model
 
-Provides a general assignemnt for the Dimensions available for each KPI
+Provides a general assignement for the Dimensions available for each KPI
     model. Keep in mind that these assignations need to be previously
     declared.
 

models/intermediate/cross/int_dates_by_deal.sql

@@ -1,29 +0,0 @@
-{{ config(materialized="table", unique_key=["date", "id_deal"]) }}
-
-with
-    int_dates as (select * from {{ ref("int_dates") }}),
-    int_core__unified_user as (select * from {{ ref("int_core__unified_user") }}),
-    int_core__deal as (select * from {{ ref("int_core__deal") }})
-
-select distinct
-    d.year_number as year,
-    d.month_of_year as month,
-    d.day_of_month as day,
-    d.date_day as date,
-    u.id_deal,
-    deal.main_deal_name,
-    deal.main_billing_country_iso_3_per_deal,
-    d.month_start_date as first_day_month,
-    d.month_end_date as last_day_month
-from int_core__unified_user u
-inner join int_dates d on d.date_day >= date(u.created_date_utc)
-inner join int_core__deal deal on deal.id_deal = u.id_deal
-where
-    -- include only up-to yesterday
-    now()::date > d.date_day
-    and (
-        -- keep all last day of the month
-        d.date_day = d.month_end_date
-        -- keep yesterday
-        or now()::date = d.date_day + 1
-    )

models/intermediate/cross/int_dates_mtd.sql

@@ -1,49 +0,0 @@
-
-{{ config(materialized="table", unique_key="date") }}
-
-with
-    int_dates as (select * from {{ ref("int_dates") }} where date_day >= {{ var("start_date") }}),
-    raw_dates as (
-        select
-            id.year_number as year,
-            id.month_of_year as month,
-            id.day_of_month as day,
-            id.date_day as date,
-            id.month_start_date as first_day_month,
-            id.month_end_date as last_day_month,
-            now()::date as today
-        from int_dates id
-    )
--- Dates keeps only end of month (EOM) dates, as well as
--- dates corresponding to the current month and the same month last year
-select distinct
-    rd.year,
-    rd.month,
-    rd.day,
-    rd.date,
-    rd.first_day_month,
-    rd.last_day_month,
-    case when rd.date = rd.last_day_month then 1 else 0 end as is_end_of_month,
-    case
-        when date_trunc('month', rd.date) = date_trunc('month', rd.today) then 1 
-        -- If today is 1st of Month, include last day of month for MTD display
-        when rd.today = rd.last_day_month + 1 then 1
-        else 0
-    end as is_current_month
-from raw_dates rd
-where
-    rd.today > rd.date
-    -- include only up-to yesterday
-    and (
-        rd.date = rd.last_day_month
-        -- keep all last day of the month
-        or rd.date >= date_trunc('month', rd.today)
-        -- keep all individual days of the current month
-        or (
-            rd.year = extract(year from rd.today) - 1
-            and rd.month = extract(month from rd.today)
-            and rd.day < extract(day from rd.today)
-        )
-    -- keep all days of same month last day up to yesterday's day
-    )
-

models/intermediate/cross/int_dates_mtd_by_dimension.sql

@@ -1,36 +0,0 @@
-{% set dimensions = get_kpi_dimensions() %}
-
-{{ config(materialized="table", unique_key=["date", "dimension", "dimension_value"]) }}
-
-with
-    int_kpis__dimension_daily_accommodation as (
-        select * from {{ ref("int_kpis__dimension_daily_accommodation") }}
-    ),
-    int_core__user_host as (select * from {{ ref("int_core__user_host") }}),
-    int_dates_mtd as (select * from {{ ref("int_dates_mtd") }})
-
-{% for dimension in dimensions %}
-    select distinct
-        d.year,
-        d.month,
-        d.day,
-        d.date,
-        {{ dimension.dimension }} as dimension,
-        {{ dimension.dimension_value }} as dimension_value,
-        d.first_day_month,
-        d.last_day_month,
-        d.is_end_of_month,
-        d.is_current_month
-    from int_dates_mtd d
-    {% if dimension.dimension == "'by_number_of_listings'" %}
-        inner join int_kpis__dimension_daily_accommodation a on d.date = a.date
-    {% elif dimension.dimension == "'by_billing_country'" %}
-        inner join
-            int_core__user_host h
-            on d.date >= date(h.created_date_utc)
-            and h.main_billing_country_iso_3_per_deal is not null
-    {% endif %}
-    {% if not loop.last %}
-        union all
-    {% endif %}
-{% endfor %}

models/intermediate/cross/int_monthly_aggregated_metrics_history_by_deal.sql

@@ -3,7 +3,15 @@ This model aggregates the different metrics by deal for those hosts that have it
 
 */
 with
-    int_dates_by_deal as (select * from {{ ref("int_dates_by_deal") }}),
+    int_core__deal as (select * from {{ ref("int_core__deal") }}),
+    int_kpis__agg_dates_main_kpis as (
+        select *
+        from {{ ref("int_kpis__agg_dates_main_kpis") }}
+        where
+            dimension in ('by_deal')
+            and dimension_value <> 'UNSET'
+            and is_end_of_month = true
+    ),
     daily_deal_lifecycle as (select * from {{ ref("int_kpis__lifecycle_daily_deal") }}),
     listings as (
         select *
@@ -74,9 +82,10 @@ select
     d.month,
     d.day,
     d.date,
-    d.id_deal,
+    -- DEAL STATIC ATTRIBUTES --
-    d.main_deal_name,
+    icd.id_deal,
-    d.main_billing_country_iso_3_per_deal,
+    icd.main_deal_name,
+    icd.main_billing_country_iso_3_per_deal,
 
     -- DEAL LIFECYCLE --
     daily_deal_lifecycle.deal_lifecycle_state,
@@ -179,53 +188,55 @@ select
         listings.listings_booked_in_month, 0
     ) as total_revenue_per_listings_booked_in_month
 
-from int_dates_by_deal d
+from int_kpis__agg_dates_main_kpis d
+left join int_core__deal icd on d.dimension_value = icd.id_deal
 left join
     daily_deal_lifecycle
     on d.date = daily_deal_lifecycle.date
-    and d.id_deal = daily_deal_lifecycle.id_deal
+    and d.dimension_value = daily_deal_lifecycle.id_deal
 left join
     created_bookings
     on d.date = created_bookings.end_date
-    and d.id_deal = created_bookings.dimension_value
+    and d.dimension_value = created_bookings.dimension_value
 left join
     check_out_bookings
     on d.date = check_out_bookings.end_date
-    and d.id_deal = check_out_bookings.dimension_value
+    and d.dimension_value = check_out_bookings.dimension_value
 left join
     cancelled_bookings
     on d.date = cancelled_bookings.end_date
-    and d.id_deal = cancelled_bookings.dimension_value
+    and d.dimension_value = cancelled_bookings.dimension_value
 left join
     billable_bookings
     on d.date = billable_bookings.end_date
-    and d.id_deal = billable_bookings.dimension_value
+    and d.dimension_value = billable_bookings.dimension_value
 left join
     created_guest_journeys
     on d.date = created_guest_journeys.end_date
-    and d.id_deal = created_guest_journeys.dimension_value
+    and d.dimension_value = created_guest_journeys.dimension_value
 left join
     started_guest_journeys
     on d.date = started_guest_journeys.end_date
-    and d.id_deal = started_guest_journeys.dimension_value
+    and d.dimension_value = started_guest_journeys.dimension_value
 left join
     completed_guest_journeys
     on d.date = completed_guest_journeys.end_date
-    and d.id_deal = completed_guest_journeys.dimension_value
+    and d.dimension_value = completed_guest_journeys.dimension_value
 left join
     guest_journeys_with_payment
     on d.date = guest_journeys_with_payment.end_date
-    and d.id_deal = guest_journeys_with_payment.dimension_value
+    and d.dimension_value = guest_journeys_with_payment.dimension_value
 left join
     guest_payments
     on d.date = guest_payments.end_date
-    and d.id_deal = guest_payments.dimension_value
+    and d.dimension_value = guest_payments.dimension_value
-left join listings on d.date = listings.date and d.id_deal = listings.dimension_value
+left join
+    listings on d.date = listings.date and d.dimension_value = listings.dimension_value
 left join
     invoiced_revenue
     on d.date = invoiced_revenue.end_date
-    and d.id_deal = invoiced_revenue.dimension_value
+    and d.dimension_value = invoiced_revenue.dimension_value
 left join
     host_resolutions
     on d.date = host_resolutions.end_date
-    and d.id_deal = host_resolutions.dimension_value
+    and d.dimension_value = host_resolutions.dimension_value

models/intermediate/cross/int_monthly_churn_metrics.sql

@@ -1,4 +1,4 @@
-{% set dimensions = get_kpi_dimensions() %}
+{% set dimensions = get_kpi_dimensions_per_model("CHURN_RATES") %}
 {% set churn_lifecycle_states = "('05-Churning')" %}
 
 {{ config(materialized="table", unique_key=["date", "dimension", "dimension_value"]) }}
@@ -6,8 +6,12 @@ with
     int_monthly_12m_window_contribution_by_deal as (
         select * from {{ ref("int_monthly_12m_window_contribution_by_deal") }}
     ),
-    int_dates_mtd_by_dimension as (
+    int_kpis__agg_dates_main_kpis as (
-        select * from {{ ref("int_dates_mtd_by_dimension") }}
+        select *
+        from {{ ref("int_kpis__agg_dates_main_kpis") }}
+        where
+            dimension in ('global', 'by_number_of_listings', 'by_billing_country')
+            and dimension_value <> 'UNSET'
     ),
     int_kpis__dimension_daily_accommodation as (
         select * from {{ ref("int_kpis__dimension_daily_accommodation") }}
@@ -78,7 +82,7 @@ select
     cast(
         c.listings_booked_in_month_churn_average_contribution as numeric(19, 6)
     ) as listings_booked_in_month_churn_average_contribution
-from int_dates_mtd_by_dimension d
+from int_kpis__agg_dates_main_kpis d
 left join
     churn_metrics_per_date c
     on c.date = d.date
@@ -86,4 +90,4 @@ left join
     and c.dimension_value = d.dimension_value
 -- Remove current month dates since data won't be available anyway. This is specific
 -- for this churn metrics model
-where d.is_current_month = 0
+where d.is_current_month = false

models/intermediate/cross/int_mtd_vs_previous_year_metrics.sql

@@ -164,8 +164,12 @@ with
             and dimension_value <> 'UNSET'
     ),
     int_monthly_churn_metrics as (select * from {{ ref("int_monthly_churn_metrics") }}),
-    int_dates_mtd_by_dimension as (
+    int_kpis__agg_dates_main_kpis as (
-        select * from {{ ref("int_dates_mtd_by_dimension") }}
+        select *
+        from {{ ref("int_kpis__agg_dates_main_kpis") }}
+        where
+            dimension in ('global', 'by_number_of_listings', 'by_billing_country')
+            and dimension_value <> 'UNSET'
     ),
 
     plain_kpi_combination as (
@@ -308,7 +312,7 @@ with
             churn.created_bookings_churn_average_contribution,
             churn.listings_booked_in_month_churn_average_contribution
 
-        from int_dates_mtd_by_dimension d
+        from int_kpis__agg_dates_main_kpis d
         left join
             created_bookings
             on d.date = created_bookings.end_date
@@ -498,6 +502,6 @@ left join
     and current.year = previous_year.year + 1
 where
     (
-        current.is_end_of_month = 1
+        current.is_end_of_month = true
-        or (current.is_current_month = 1 and current.day = previous_year.day)
+        or (current.is_current_month = true and current.day = previous_year.day)
     )

models/intermediate/cross/schema.yml

@@ -175,151 +175,6 @@ models:
         tests:
           - not_null
 
-  - name: int_dates_mtd
-    description: |
-      This model provides Month-To-Date (MTD) necessary dates for MTD-based models to work.
-      - For month-to-month complete information, it retrieves all end month dates that have elapsed since 2020.
-      - For month-to-date information, it retrieves the days of the current month of this year up to yesterday. 
-        Additionally, it also gets the days of its equivalent month from last year previous the current day of month of today.
-
-      Example:
-      Imagine we have are at 4th June 2024.
-      - We will get the dates for 1st, 2nd, 3rd of June 2024.
-      - We will also get the dates for 1st, 2nd, 3rd of June 2023.
-      - We will get all end of months from 2020 to yesterday, 
-        i.e., 31st January 2020, 29th February 2020, ..., 30th April 2024, 31st May 2024.
-
-    deprecation_date: 2024-11-30
-
-    columns:
-      - name: year
-        data_type: int
-        description: Year number of the given date.
-        tests:
-          - not_null
-
-      - name: month
-        data_type: int
-        description: Month number of the given date.
-        tests:
-          - not_null
-
-      - name: day
-        data_type: int
-        description: Day monthly number of the given date.
-        tests:
-          - not_null
-
-      - name: is_end_of_month
-        data_type: boolean
-        description: Is end of month, 1 for yes, 0 for no.
-        tests:
-          - not_null
-
-      - name: is_current_month
-        data_type: boolean
-        description: |
-          Checks if the date is within the current executed month, 
-          1 for yes, 0 for no.
-        tests:
-          - not_null
-
-      - name: first_day_month
-        data_type: date
-        description: |
-          First day of the month correspoding to the date field. 
-          It comes from int_dates_mtd logic.
-        tests:
-          - not_null
-
-      - name: date
-        data_type: date
-        description: |
-          Main date for the computation, that is used for filters. 
-          It's the primary key for this model.
-        tests:
-          - not_null
-          - unique
-
-  - name: int_dates_by_deal
-    description: |
-      This model provides the necessary dates for each deal for deal-based KPIs models to work.
-      It only considers those dates starting from when the host user of the deal was first available.
-
-    deprecation_date: 2024-11-30
-
-    tests:
-      - dbt_utils.unique_combination_of_columns:
-          combination_of_columns:
-            - date
-            - id_deal
-
-    columns:
-      - name: year
-        data_type: int
-        description: Year number of the given date.
-        tests:
-          - not_null
-
-      - name: month
-        data_type: int
-        description: Month number of the given date.
-        tests:
-          - not_null
-
-      - name: day
-        data_type: int
-        description: Day monthly number of the given date.
-        tests:
-          - not_null
-
-      - name: last_day_month
-        data_type: date
-        description: |
-          Last day of the month correspoding to the date field. 
-          It comes from int_dates_mtd logic.
-        tests:
-          - not_null
-
-      - name: first_day_month
-        data_type: date
-        description: |
-          First day of the month correspoding to the date field. 
-          It comes from int_dates_mtd logic.
-        tests:
-          - not_null
-
-      - name: date
-        data_type: date
-        description: |
-          Main date for the computation, that is used for filters. 
-          It's the primary key for this model.
-        tests:
-          - not_null
-
-      - name: id_deal
-        data_type: string
-        description: |
-          Main identifier of the B2B clients. A deal can have multiple hosts.
-          A host should usually have a deal, but it does not happen on all cases.
-          In this KPI reporting we force that Deal is not null to avoid potential 
-          data quality issues.
-        tests:
-          - not_null
-
-      - name: main_deal_name
-        data_type: string
-        description: |
-          Main name for this ID deal.
-        tests:
-          - not_null
-
-      - name: main_billing_country_iso_3_per_deal
-        data_type: string
-        description: |
-          ISO 3166-1 alpha-3 main country code in which the Deal is billed.
-          In some cases it's null.
-
   - name: int_mtd_aggregated_metrics
     description: |
       The `int_mtd_aggregated_metrics` model aggregates multiple metrics on a year, month, and day basis. 
@@ -372,16 +227,14 @@ models:
       - name: first_day_month
         data_type: date
         description: |
-          first day of the month correspoding to the date field. 
+          first day of the month corresponding to the date field.
-          It comes from int_dates_mtd logic.
         tests:
           - not_null
 
       - name: date
         data_type: date
         description: |
-          main date for the computation, that is used for filters. 
+          main date for the computation, that is used for filters.
-          It comes from int_dates_mtd logic.
         tests:
           - not_null
 
@@ -405,7 +258,7 @@ models:
         data_type: date
         description: |
           corresponds to the date of the previous year, with respect to the field date. 
-          It comes from int_dates_mtd logic. It's only displayed for information purposes,
+          It's only displayed for information purposes,
           should not be needed for reporting.
 
       - name: metric
@@ -506,96 +359,6 @@ models:
           ISO 3166-1 alpha-3 main country code in which the Deal is billed.
           In some cases it's null.
 
-  - name: int_dates_mtd_by_dimension
-    description: |
-      This model provides Month-To-Date (MTD) necessary dates, dimension and dimension_values 
-      for MTD-based models to work. 
-      It provides the basic "empty" structure from which metrics will be built upon. This is, on
-      top of the Date that characterises int_dates_mtd, including the dimensions and their 
-      respective values that should appear in any mtd metric model. 
-
-      Example:
-       - For the "global" dimension, we will only have the "global" dimension value.
-       - For the "by_number_of_listing" dimension, we will have different values
-         according to the segments defined, ex: 0, 1-5, 6-20, etc.
-
-      ... and so on and forth for any available dimension. These combinations should appear
-      for each date of the MTD models.
-
-    deprecation_date: 2024-11-30
-
-    tests:
-      - dbt_utils.unique_combination_of_columns:
-          combination_of_columns:
-            - date
-            - dimension
-            - dimension_value
-
-    columns:
-      - name: year
-        data_type: int
-        description: Year number of the given date.
-        tests:
-          - not_null
-
-      - name: month
-        data_type: int
-        description: Month number of the given date.
-        tests:
-          - not_null
-
-      - name: day
-        data_type: int
-        description: Day monthly number of the given date.
-        tests:
-          - not_null
-
-      - name: is_end_of_month
-        data_type: boolean
-        description: Is end of month, 1 for yes, 0 for no.
-        tests:
-          - not_null
-
-      - name: is_current_month
-        data_type: boolean
-        description: |
-          Checks if the date is within the current executed month, 
-          1 for yes, 0 for no.
-        tests:
-          - not_null
-
-      - name: first_day_month
-        data_type: date
-        description: |
-          First day of the month correspoding to the date field. 
-          It comes from int_dates_mtd logic.
-        tests:
-          - not_null
-
-      - name: date
-        data_type: date
-        description: |
-          Main date for the computation, metrics include monthly information 
-          until this date.
-        tests:
-          - not_null
-
-      - name: dimension
-        data_type: string
-        description: The dimension or granularity of the metrics.
-        tests:
-          - accepted_values:
-              values:
-                - global
-                - by_number_of_listings
-                - by_billing_country
-
-      - name: dimension_value
-        data_type: string
-        description: The value or segment available for the selected dimension.
-        tests:
-          - not_null
-
   - name: int_monthly_growth_score_by_deal
     description: |
       The main goal of this model is to provide a growth score by deal and month. 

models/intermediate/kpis/int_kpis__agg_dates_main_kpis.sql

@@ -0,0 +1,53 @@
+{% set dimensions = get_kpi_dimensions_per_model("") %}
+
+{{ config(materialized="table", unique_key=["date", "dimension", "dimension_value"]) }}
+
+with
+    daily_dim as (
+        select distinct
+            ikdd.year,
+            ikdd.month,
+            ikdd.day,
+            ikdd.date,
+            -- Dimensions --
+            coalesce(icuh.id_deal, 'UNSET') as id_deal,
+            coalesce(
+                icd.main_billing_country_iso_3_per_deal, 'UNSET'
+            ) as main_billing_country_iso_3_per_deal,
+            coalesce(
+                icmas.active_accommodations_per_deal_segmentation, 'UNSET'
+            ) as active_accommodations_per_deal_segmentation,
+            ikdd.first_day_month,
+            ikdd.last_day_month,
+            ikdd.is_end_of_month,
+            ikdd.is_current_month
+        from {{ ref("int_kpis__dimension_dates") }} as ikdd
+        left join
+            {{ ref("int_core__user_host") }} as icuh
+            on ikdd.date >= date(icuh.created_date_utc)
+        left join {{ ref("int_core__deal") }} as icd on icuh.id_deal = icd.id_deal
+        left join
+            {{ ref("int_kpis__dimension_daily_accommodation") }} as icmas
+            on icuh.id_deal = icmas.id_deal
+            and ikdd.date = icmas.date
+        where (ikdd.is_month_to_date = true or ikdd.is_end_of_month)
+    )
+
+{% for dimension in dimensions %}
+    select distinct
+        year,
+        month,
+        day,
+        date,
+        {{ dimension.dimension }} as dimension,
+        {{ dimension.dimension_value }} as dimension_value,
+        first_day_month,
+        last_day_month,
+        is_end_of_month,
+        is_current_month
+    from daily_dim
+    where {{ dimension.dimension_value }} <> 'UNSET'
+    {% if not loop.last %}
+        union all
+    {% endif %}
+{% endfor %}

models/intermediate/kpis/schema.yml

@@ -41,14 +41,14 @@ models:
       - name: first_day_month
         data_type: date
         description: |
-          First day of the month correspoding to the date field.
+          First day of the month corresponding to the date field.
         tests:
           - not_null
 
       - name: last_day_month
         data_type: date
         description: |
-          Last day of the month correspoding to the date field.
+          Last day of the month corresponding to the date field.
         tests:
           - not_null
 
@@ -103,6 +103,91 @@ models:
         tests:
           - not_null
 
+  - name: int_kpis__agg_dates_main_kpis
+    description: |
+      This model provides the skeleton of dates and dimensions needed for Main KPIs display.
+      It encapsulates the multiple manners to present data in the reporting, namely, Monthly+MTD 
+      per a given dimension or specifically Monthly by Deal. 
+      The rest of the metrics computed are attached to this master table.
+
+    tests:
+      - dbt_utils.unique_combination_of_columns:
+          combination_of_columns:
+            - date
+            - dimension
+            - dimension_value
+
+    columns:
+      - name: date
+        data_type: date
+        description: |
+          The end date of the time range considered for the metrics that will be 
+          available in this record.
+        tests:
+          - not_null
+
+      - name: dimension
+        data_type: string
+        description: The dimension or granularity of the metrics.
+        tests:
+          - accepted_values:
+              values:
+                - global
+                - by_number_of_listings
+                - by_billing_country
+                - by_deal
+
+      - name: dimension_value
+        data_type: string
+        description: The value or segment available for the selected dimension.
+        tests:
+          - not_null
+
+      - name: year
+        data_type: int
+        description: Year number of the given date.
+        tests:
+          - not_null
+
+      - name: month
+        data_type: int
+        description: Month number of the given date.
+        tests:
+          - not_null
+
+      - name: day
+        data_type: int
+        description: Day monthly number of the given date.
+        tests:
+          - not_null
+
+      - name: first_day_month
+        data_type: date
+        description: |
+          First day of the month corresponding to the date field.
+        tests:
+          - not_null
+
+      - name: last_day_month
+        data_type: date
+        description: |
+          Last day of the month corresponding to the date field.
+        tests:
+          - not_null
+
+      - name: is_end_of_month
+        data_type: boolean
+        description: True if it's end of month, false otherwise.
+        tests:
+          - not_null
+
+      - name: is_current_month
+        data_type: boolean
+        description: |
+          True if the date is within the current month, false otherwise.
+        tests:
+          - not_null
+
   - name: int_kpis__lifecycle_daily_accommodation
     description: |
       This model computes the daily lifecycle segment for each accommodation, also known as 

models/reporting/general/mtd_aggregated_metrics.sql

@@ -24,8 +24,8 @@ select
     year as year,
     month as month,
     day as day,
-    is_end_of_month as is_end_of_month,
+    case when is_end_of_month then 1 else 0 end as is_end_of_month,
-    is_current_month as is_current_month,
+    case when is_current_month then 1 else 0 end as is_current_month,
     first_day_month as first_day_month,
     date as date,
     dimension_display as dimension,
@@ -80,4 +80,4 @@ where
         )
     )
     -- If metric is Churn Rate, do not show month in progress
-    and not (lower(metric) like '%churn rate%' and is_current_month = 1)
+    and not (lower(metric) like '%churn rate%' and is_current_month = true)

models/reporting/general/schema.yml

@@ -358,7 +358,7 @@ models:
       - name: first_day_month
         data_type: date
         description: |
-          First day of the month correspoding to the date field. 
+          First day of the month corresponding to the date field. 
           It comes from int_dates_mtd logic.
         tests:
           - not_null