Merged PR 3472: Remove unused models and schema entries for deals and accommodations
# Description Eliminates models that have been switched with new kpis flow. Also deletes temporary tests and schema entries. # Checklist - [X] The edited models and dependants run properly with production data. - [NA] 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. - [NA] 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: #23762
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/*
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This model provides Month-To-Date (MTD) deal lifecycle based on booking metrics.
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Assumes a host will have a deal being filled.
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*/
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{{ config(materialized="table", unique_key=["date", "id_deal"]) }}
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with
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int_core__bookings as (select * from {{ ref("int_core__bookings") }}),
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int_core__user_host as (select * from {{ ref("int_core__user_host") }}),
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int_dates_mtd as (select * from {{ ref("int_dates_mtd") }}),
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int_hubspot__deal as (select * from {{ ref("int_hubspot__deal") }}),
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hubspot_deal_offboardings as (
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-- At the moment it's not possible to account for deal reactivation within
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-- hubspot, meaning, once a deal has a cancellation date we'll be considering
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-- it as churned. However, a deal can be reactivated and if so, the
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-- cancellation date might be set up to null, thus loosing the previous
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-- history of offboarding and affecting backwards history. Lastly,
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-- cancellation date not being null is preferred vs. the hubspot deal stage
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-- since an actual churned deal might be in a process of reactivation,
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-- discussing with our colleagues from sales / am teams. In this discussion
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-- period, the stage could be different than cancelled, but still not
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-- reactivated.
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select id_deal, cancellation_date_utc
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from int_hubspot__deal
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where cancellation_date_utc is not null
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),
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booked_days_per_host as (
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select
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id_user_host,
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created_date_utc,
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lag(created_date_utc, 1) over (
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partition by id_user_host order by created_date_utc asc
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) as previous_booked_date
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from int_core__bookings
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group by id_user_host, created_date_utc
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),
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deal_historic_booking_dates as (
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select
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d.date,
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h.id_deal,
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min(h.created_date_utc) as creation_date_utc,
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min(b.created_date_utc) as first_time_booked_date_utc,
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max(b.created_date_utc) as last_time_booked_date_utc,
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max(b.previous_booked_date) as second_to_last_time_booked_date_utc
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from int_dates_mtd d
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inner join int_core__user_host h on d.date >= date(h.created_date_utc)
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left join
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booked_days_per_host b
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on h.id_user_host = b.id_user_host
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and d.date >= b.created_date_utc
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where h.id_deal is not null
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group by d.date, h.id_deal
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),
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deal_historic_features as (
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select
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hhbf.date,
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hhbf.id_deal,
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hhbf.creation_date_utc,
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hhbf.first_time_booked_date_utc,
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hhbf.last_time_booked_date_utc,
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hhbf.second_to_last_time_booked_date_utc,
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hdo.cancellation_date_utc,
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case
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when hhbf.date >= hdo.cancellation_date_utc then true else false
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end as deal_has_been_offboarded,
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case
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when
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date_trunc('month', hdo.cancellation_date_utc)
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= date_trunc('month', hhbf.date)
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then true
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else false
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end as deal_was_offboarded_this_month,
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case
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when hhbf.first_time_booked_date_utc is not null then true else false
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end as deal_has_at_least_one_booking,
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case
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when
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date_trunc('month', hhbf.creation_date_utc)
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= date_trunc('month', hhbf.date)
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then true
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else false
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end as deal_was_created_this_month,
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case
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when
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date_trunc('month', hhbf.first_time_booked_date_utc)
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= date_trunc('month', hhbf.last_time_booked_date_utc)
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then true
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else false
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end as deal_has_first_booking,
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case
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when
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date_trunc('month', hhbf.last_time_booked_date_utc)
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= date_trunc('month', hhbf.date)
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then true
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else false
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end as has_been_booked_within_current_month,
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case
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when
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date_trunc('month', hhbf.last_time_booked_date_utc)
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+ interval '6 months'
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> date_trunc('month', hhbf.date)
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then true
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else false
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end as has_been_booked_within_last_6_months,
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case
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when
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date_trunc('month', hhbf.last_time_booked_date_utc)
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+ interval '12 months'
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> date_trunc('month', hhbf.date)
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then true
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else false
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end as has_been_booked_within_last_12_months,
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case
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when
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date_trunc('month', hhbf.last_time_booked_date_utc)
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+ interval '12 months'
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= date_trunc('month', hhbf.date)
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then true
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else false
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end as last_booking_was_12_months_ago,
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case
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when
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date_trunc('month', hhbf.second_to_last_time_booked_date_utc)
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+ interval '12 months'
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< date_trunc('month', hhbf.last_time_booked_date_utc)
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then true
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else false
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end as had_previous_booking_more_than_12_months_before_the_last
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from deal_historic_booking_dates hhbf
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left join hubspot_deal_offboardings hdo on hhbf.id_deal = hdo.id_deal
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)
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select
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date,
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id_deal,
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creation_date_utc,
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first_time_booked_date_utc,
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last_time_booked_date_utc,
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second_to_last_time_booked_date_utc,
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cancellation_date_utc,
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case
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-- 01-New: The deal has been created this month and has not had any booking.
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-- Additionally, the deal has not been offboarded in hubspot.
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when
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not deal_has_at_least_one_booking
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and deal_was_created_this_month
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and not deal_has_been_offboarded
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then '01-New'
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-- 02-Never Booked: The deal has been created before this month and has not
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-- had any booking. Additionally, the deal has not been offboarded in hubspot.
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when
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not deal_has_at_least_one_booking
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and not deal_was_created_this_month
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and not deal_has_been_offboarded
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then '02-Never Booked'
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-- 03-First Time Booked: The deal has been booked for the first time and it
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-- has been created this month. Additionally, the deal has not been offboarded
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-- in hubspot.
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when
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deal_has_first_booking
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and has_been_booked_within_current_month
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and not deal_has_been_offboarded
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then '03-First Time Booked'
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-- 04-Active: The deal has had at least 1 booking in its history and it's
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-- been less than 12 months since the last booking and has not been offboarded
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-- in hubspot and is not reactivated and is not FTB
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when
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deal_has_at_least_one_booking
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and has_been_booked_within_last_12_months
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and not deal_has_been_offboarded
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-- not reactivated
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and not (
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had_previous_booking_more_than_12_months_before_the_last
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and has_been_booked_within_current_month
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)
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-- not FTB
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and not (deal_has_first_booking and has_been_booked_within_current_month)
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then '04-Active'
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-- 05-Churning: The deal has been offboarded this month. Alternatively, The
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-- deal has been booked at least once and it's been 12 months since the last
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-- booking
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when
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(
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deal_has_at_least_one_booking
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and last_booking_was_12_months_ago
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and not deal_has_been_offboarded
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)
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or deal_was_offboarded_this_month
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then '05-Churning'
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-- 06-Inactive: The deal has been offboarded in the past but not this month.
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-- Alternatively, the deal is not offboarded and the deal has been booked at
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-- least once and it's been more than 12 months since the last booking.
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when
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(
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deal_has_at_least_one_booking
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and not has_been_booked_within_last_12_months
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and not last_booking_was_12_months_ago
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and not deal_has_been_offboarded
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)
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or (deal_has_been_offboarded and not deal_was_offboarded_this_month)
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then '06-Inactive'
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-- 07-Reactivated: The deal is not offboarded but was churned/inactive, and
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-- now has had a new booking this month
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when
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had_previous_booking_more_than_12_months_before_the_last
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and has_been_booked_within_current_month
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and not deal_has_been_offboarded
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then '07-Reactivated'
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else null
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end as deal_lifecycle_state,
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has_been_booked_within_current_month,
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has_been_booked_within_last_6_months,
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has_been_booked_within_last_12_months,
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deal_has_been_offboarded as has_been_offboarded
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from deal_historic_features
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@ -1,125 +0,0 @@
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/*
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This model provides Month-To-Date (MTD) based on Deal metrics.
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*/
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{% set dimensions = get_kpi_dimensions() %}
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{{ config(materialized="table", unique_key=["date", "dimension", "dimension_value"]) }}
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with
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int_mtd_deal_lifecycle as (select * from {{ ref("int_mtd_deal_lifecycle") }}),
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int_dates_mtd_by_dimension as (
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select * from {{ ref("int_dates_mtd_by_dimension") }}
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),
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int_core__mtd_accommodation_segmentation as (
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select * from {{ ref("int_core__mtd_accommodation_segmentation") }}
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),
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int_core__deal as (select * from {{ ref("int_core__deal") }}),
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deals_metric_aggregation_per_date as (
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{% for dimension in dimensions %}
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select
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al.date,
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{{ dimension.dimension }} as dimension,
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{{ dimension.dimension_value }} as dimension_value,
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count(
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distinct case
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when al.deal_lifecycle_state = '01-New'
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then al.id_deal
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else null
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end
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) as new_deals,
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count(
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distinct case
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when al.deal_lifecycle_state = '02-Never Booked'
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then al.id_deal
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else null
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end
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) as never_booked_deals,
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count(
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distinct case
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when al.deal_lifecycle_state = '03-First Time Booked'
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then al.id_deal
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else null
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end
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) as first_time_booked_deals,
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count(
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distinct case
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when al.deal_lifecycle_state = '04-Active'
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then al.id_deal
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else null
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end
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) as active_deals,
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count(
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distinct case
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when al.deal_lifecycle_state = '05-Churning'
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then al.id_deal
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else null
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end
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) as churning_deals,
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count(
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distinct case
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when al.deal_lifecycle_state = '06-Inactive'
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then al.id_deal
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else null
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end
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) as inactive_deals,
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count(
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distinct case
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when al.deal_lifecycle_state = '07-Reactivated'
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then al.id_deal
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else null
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end
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) as reactivated_deals,
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sum(
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case when has_been_booked_within_current_month then 1 else 0 end
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) as deals_booked_in_month,
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sum(
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case when has_been_booked_within_last_6_months then 1 else 0 end
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) as deals_booked_in_6_months,
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sum(
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case when has_been_booked_within_last_12_months then 1 else 0 end
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) as deals_booked_in_12_months
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from int_mtd_deal_lifecycle al
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{% if dimension.dimension == "'by_number_of_listings'" %}
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inner join
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int_core__mtd_accommodation_segmentation mas
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on al.id_deal = mas.id_deal
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and al.date = mas.date
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{% elif dimension.dimension == "'by_billing_country'" %}
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inner join
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int_core__deal ud
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on al.id_deal = ud.id_deal
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and ud.main_billing_country_iso_3_per_deal is not null
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{% endif %}
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group by 1, 2, 3
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{% if not loop.last %}
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union all
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{% endif %}
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{% endfor %}
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)
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-- Final aggregation of subqueries --
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select
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d.year,
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d.month,
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d.day,
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d.date,
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d.dimension,
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d.dimension_value,
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d.is_end_of_month,
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d.is_current_month,
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nullif(l.new_deals, 0) as new_deals,
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nullif(l.never_booked_deals, 0) as never_booked_deals,
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nullif(l.first_time_booked_deals, 0) as first_time_booked_deals,
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nullif(l.active_deals, 0) as active_deals,
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nullif(l.churning_deals, 0) as churning_deals,
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nullif(l.inactive_deals, 0) as inactive_deals,
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nullif(l.reactivated_deals, 0) as reactivated_deals,
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nullif(l.deals_booked_in_month, 0) as deals_booked_in_month,
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nullif(l.deals_booked_in_6_months, 0) as deals_booked_in_6_months,
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nullif(l.deals_booked_in_12_months, 0) as deals_booked_in_12_months
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from int_dates_mtd_by_dimension d
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left join
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deals_metric_aggregation_per_date l
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on l.date = d.date
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and l.dimension = d.dimension
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and l.dimension_value = d.dimension_value
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@ -1418,158 +1418,3 @@ models:
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- name: listings_booked_in_month_churn_average_contribution
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data_type: numeric
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description: Listings Booked in Month churn rate (average approach).
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- name: int_mtd_deal_lifecycle
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description: |
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This model contains the historic information regarding the lifecycle of hosts, at deal level.
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The information regarding the booking-related time allows for the current status of any
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deal regarding its activity. This information is encapsulated in the following columns:
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deal_lifecycle_state: contains one of the following states
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- 01-New: Deals that have been created in the current month, without bookings, that are not offboarded.
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- 02-Never Booked: Deals that have been created before the current month, without bookings, that are not offboarded.
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- 03-First Time Booked: Deals that have been booked for the first time in the current month, that are not offboarded.
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- 04-Active: Deals that have booking activity in the past 12 months (that are not FTB nor reactivated), that are not offboarded.
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- 05-Churning: Either Deals that are offboarded in that month or Deals that are becoming inactive because of lack of bookings in the past 12 months
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- 06-Inactive: Either Deals that have been previously offboarded or Deals that have not had a booking for more than 12 months.
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- 07-Reactivated: Deals that have had a booking in the current month that were inactive or churning before, that are not offboarded.
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- Finally, if none of the logic applies, which should not happen, null will be set and a dbt alert will raise.
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Since the states of Active, First Time Booked and Reactivated indicate certain booking activity and are
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mutually exclusive, the model also provides information of the recency of the bookings by the following
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booleans:
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- has_been_booked_within_current_month: If a deal has had a booking created in the current month
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- has_been_booked_within_last_6_months: If a deal has had a booking created in the past 6 months
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- has_been_booked_within_last_12_months: If a deal has had a booking created in the past 12 months
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Note that if a deal has had a booking created in a given month, all 3 columns will be true. Similarly,
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if the last booking created to a deal was 5 months ago, only the column has_been_booked_in_1_month
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will be false; while the other 2 will be true.
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Some final considerations:
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- It's possible but not common that a Deal gets offboarded on the same month that has had some bookings created.
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- It shouldn't happen that a Deal that is Inactive has some bookings created. However, there's few cases in which
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this happens likely because of misconfiguration between Hubspot and Core. This should be reported to increase
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data quality.
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deprecation_date: 2024-11-30
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tests:
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- dbt_utils.unique_combination_of_columns:
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combination_of_columns:
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- date
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- id_deal
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columns:
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- name: date
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data_type: date
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description: The date for the month-to-date. Information is inclusive to the date displayed.
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tests:
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- not_null
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- name: id_deal
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data_type: character varying
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description: Id of the deal associated to the host.
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tests:
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- not_null
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- name: creation_date_utc
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data_type: date
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description: Date of when the first host associated to that deal was created.
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- name: first_time_booked_date_utc
|
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data_type: date
|
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description: |
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Date of the first booking created for a given deal. Can be null if the deal
|
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has never had a booking associated with it.
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- name: last_time_booked_date_utc
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data_type: date
|
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description: |
|
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Date of the last booking created for a given deal. Can be null if the deal
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has never had a booking associated with it. Can be the same as first_time_booked_date_utc
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if the deal only had 1 booking in its history.
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- name: second_to_last_time_booked_date_utc
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data_type: date
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description: |
|
||||
Date of the second-to-last booking created for a given deal, meaning the creation
|
||||
date of the booking that precedes the last one. It's relevant for the reactivation computation
|
||||
on the lifecycle. Can be null if the deal has never had a booking associated with it or if
|
||||
the deal only had 1 booking in its history.
|
||||
|
||||
- name: cancellation_date_utc
|
||||
data_type: date
|
||||
description: |
|
||||
Date of when the deal was cancelled, according to Hubspot. This is the date we're considering
|
||||
for hard offboarding. It can be null, meaning the account has not been offboarded.
|
||||
|
||||
- name: deal_lifecycle_state
|
||||
data_type: character varying
|
||||
description: |
|
||||
Contains the lifecycle state of a deal. The accepted values are:
|
||||
01-New, 02-Never Booked, 03-First Time Booked, 04-Active, 05-Churning, 06-Inactive,
|
||||
07-Reactivated. Failing to implement the logic will result in alert.
|
||||
tests:
|
||||
- not_null
|
||||
- accepted_values:
|
||||
values:
|
||||
- 01-New
|
||||
- 02-Never Booked
|
||||
- 03-First Time Booked
|
||||
- 04-Active
|
||||
- 05-Churning
|
||||
- 06-Inactive
|
||||
- 07-Reactivated
|
||||
|
||||
- name: has_been_booked_within_current_month
|
||||
data_type: boolean
|
||||
description: If the deal has had a booking created in the current month.
|
||||
|
||||
- name: has_been_booked_within_last_6_months
|
||||
data_type: boolean
|
||||
description: If the deal has had a booking created in the past 6 months.
|
||||
|
||||
- name: has_been_booked_within_last_12_months
|
||||
data_type: boolean
|
||||
description: If the deal has had a booking created in the past 12 months.
|
||||
|
||||
- name: has_been_offboarded
|
||||
data_type: boolean
|
||||
description: If the deal has been cancelled or not.
|
||||
|
||||
- name: int_mtd_deal_metrics
|
||||
description: |
|
||||
This model contains the historic information regarding the deals in an aggregated manner.
|
||||
It's used for the business KPIs. Data is aggregated at the last day of the month and in the
|
||||
days necessary for the Month-to-Date computation of the current month.
|
||||
|
||||
deprecation_date: 2024-11-30
|
||||
|
||||
tests:
|
||||
- dbt_utils.unique_combination_of_columns:
|
||||
combination_of_columns:
|
||||
- date
|
||||
- dimension
|
||||
- dimension_value
|
||||
|
||||
columns:
|
||||
- name: date
|
||||
data_type: date
|
||||
description: The date for the month-to-date deal-related metrics.
|
||||
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
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue