diff --git a/models/intermediate/cross/int_mtd_vs_previous_year_metrics.sql b/models/intermediate/cross/int_mtd_vs_previous_year_metrics.sql
index c2280a1..4f8c95a 100644
--- a/models/intermediate/cross/int_mtd_vs_previous_year_metrics.sql
+++ b/models/intermediate/cross/int_mtd_vs_previous_year_metrics.sql
@@ -2,11 +2,19 @@
 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", "dimension", "dimension_value"]) }}
 with
-    int_core__mtd_booking_metrics as (
-        select * from {{ ref("int_core__mtd_booking_metrics") }}
+    int_core__mtd_created_bookings_metric as (
+        select * from {{ ref("int_core__mtd_created_bookings_metric") }}
+    ),
+    int_core__mtd_check_out_bookings_metric as (
+        select * from {{ ref("int_core__mtd_check_out_bookings_metric") }}
+    ),
+    int_core__mtd_cancelled_bookings_metric as (
+        select * from {{ ref("int_core__mtd_cancelled_bookings_metric") }}
+    ),
+    int_core__mtd_billable_bookings_metric as (
+        select * from {{ ref("int_core__mtd_billable_bookings_metric") }}
     ),
     int_core__mtd_guest_journey_metrics as (
         select * from {{ ref("int_core__mtd_guest_journey_metrics") }}
@@ -23,7 +31,9 @@ with
     int_xero__mtd_invoicing_metrics as (
         select * from {{ ref("int_xero__mtd_invoicing_metrics") }}
     ),
-    int_dates_mtd_by_dimension as (select * from {{ ref("int_dates_mtd_by_dimension") }}),
+    int_dates_mtd_by_dimension as (
+        select * from {{ ref("int_dates_mtd_by_dimension") }}
+    ),
 
     plain_kpi_combination as (
 
@@ -39,10 +49,10 @@ with
             d.dimension_value,
 
             -- BOOKINGS --
-            bookings.created_bookings,
-            bookings.check_out_bookings,
-            bookings.cancelled_bookings,
-            bookings.billable_bookings,
+            created_bookings.created_bookings,
+            check_out_bookings.check_out_bookings,
+            cancelled_bookings.cancelled_bookings,
+            billable_bookings.billable_bookings,
 
             -- GUEST JOURNEYS --
             guest_journeys.created_guest_journeys,
@@ -147,8 +157,9 @@ with
                 + coalesce(invoicing.xero_waiver_paid_back_to_host_in_gbp, 0)
                 + coalesce(invoicing.xero_operator_net_fees_in_gbp, 0)
                 + coalesce(invoicing.xero_apis_net_fees_in_gbp, 0)
-            )
-            / nullif(bookings.created_bookings, 0) as total_revenue_per_created_booking,
+            ) / nullif(
+                created_bookings.created_bookings, 0
+            ) as total_revenue_per_created_booking,
             (
                 coalesce(guest_payments.total_guest_payments_in_gbp, 0)
                 + coalesce(invoicing.xero_waiver_paid_back_to_host_in_gbp, 0)
@@ -175,11 +186,26 @@ with
             ) as total_revenue_per_listings_booked_in_month
 
         from int_dates_mtd_by_dimension d
-        left join 
-            int_core__mtd_booking_metrics bookings 
-            on d.date = bookings.date
-            and d.dimension = bookings.dimension
-            and d.dimension_value = bookings.dimension_value
+        left join
+            int_core__mtd_created_bookings_metric created_bookings
+            on d.date = created_bookings.date
+            and d.dimension = created_bookings.dimension
+            and d.dimension_value = created_bookings.dimension_value
+        left join
+            int_core__mtd_check_out_bookings_metric check_out_bookings
+            on d.date = check_out_bookings.date
+            and d.dimension = check_out_bookings.dimension
+            and d.dimension_value = check_out_bookings.dimension_value
+        left join
+            int_core__mtd_cancelled_bookings_metric cancelled_bookings
+            on d.date = cancelled_bookings.date
+            and d.dimension = cancelled_bookings.dimension
+            and d.dimension_value = cancelled_bookings.dimension_value
+        left join
+            int_core__mtd_billable_bookings_metric billable_bookings
+            on d.date = billable_bookings.date
+            and d.dimension = billable_bookings.dimension
+            and d.dimension_value = billable_bookings.dimension_value
         left join
             int_core__mtd_guest_journey_metrics guest_journeys
             on d.date = guest_journeys.date
@@ -190,18 +216,18 @@ with
             on d.date = accommodations.date
             and d.dimension = accommodations.dimension
             and d.dimension_value = accommodations.dimension_value
-        left join 
-            int_core__mtd_deal_metrics deals 
+        left join
+            int_core__mtd_deal_metrics deals
             on d.date = deals.date
             and d.dimension = deals.dimension
             and d.dimension_value = deals.dimension_value
         left join
-            int_core__mtd_guest_payments_metrics guest_payments 
+            int_core__mtd_guest_payments_metrics guest_payments
             on d.date = guest_payments.date
             and d.dimension = guest_payments.dimension
             and d.dimension_value = guest_payments.dimension_value
-        left join 
-            int_xero__mtd_invoicing_metrics invoicing 
+        left join
+            int_xero__mtd_invoicing_metrics invoicing
             on d.date = invoicing.date
             and d.dimension = invoicing.dimension
             and d.dimension_value = invoicing.dimension_value
@@ -308,7 +334,7 @@ select
 from plain_kpi_combination current
 left join
     plain_kpi_combination previous_year
-    on current.dimension = previous_year.dimension 
+    on current.dimension = previous_year.dimension
     and current.dimension_value = previous_year.dimension_value
     and current.month = previous_year.month
     and current.year = previous_year.year + 1