# Description
Modifies `int_core__mtd_deal_metrics` to include the customer segmentation based on listings. `schema.yaml` is also affected including new fields and tests. Hardcoded `int_core__mtd_vs_previous_year_metrics` to avoid propagating this upwards and messing up with the data display.
Overall, follows a similar strategy as we did for Booking and Guest Journey metrics. For reference, [here's the previous PR on GJ](https://guardhog.visualstudio.com/Data/_git/data-dwh-dbt-project/pullrequest/2533).
# 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: #19325
# Description
Modifies `int_core__mtd_guest_journey_metrics` to include the customer segmentation based on listings. `schema.yaml` is also affected including new fields and tests. Hardcoded `int_core__mtd_vs_previous_year_metrics` to avoid propagating this upwards and messing up with the data display.
Overall, follows a similar strategy as we did for Booking metrics.
# 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: #19325
# Description
Fixed models for mtd_aggregated_metrics
# 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: #19559
# Description
_Describe your motivation and changes here._
# Checklist
- [ ] The edited models and dependants run properly with production data.
- [ ] The edited models are sufficiently documented.
- [ ] The edited models contain PK tests, and I've ran and passed them.
- [ ] I have checked for DRY opportunities with other models and docs.
- [ ] I've picked the right materialization for the affected models.
# Other
- [ ] Check if a full-refresh is required after this PR is merged.
# Description
Added relative_increment_with_sign_format for special formatting in PBI
# 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.
Added relative_increment_with_sign_format
Reverts !2524
Related work items: #19559
# Description
_Describe your motivation and changes here._
# Checklist
- [ ] The edited models and dependants run properly with production data.
- [ ] The edited models are sufficiently documented.
- [ ] The edited models contain PK tests, and I've ran and passed them.
- [ ] I have checked for DRY opportunities with other models and docs.
- [ ] I've picked the right materialization for the affected models.
# Other
- [ ] Check if a full-refresh is required after this PR is merged.
# Description
Modified mtd_aggregated_metrics to reporting
# 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.
Modified mtd_aggregated_metrics to reporting
Reverts !2525
Related work items: #19559
# Description
Modified mtd_aggregated_metrics to reporting
# 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.
Modified mtd_aggregated_metrics to reporting
Related work items: #19559
# Description
What's new:
- Creation of `get_kpi_dimensions`: new macro to have a single point of source of configuration for dimensions for the KPIs. It's a way to enforce global variables on-demand. I kind of like this approach and we could do it for Xero models as well :)
- Modification of `int_core__mtd_booking_metrics` and `int_dates_mtd_by_dimension`: removal of duplicated code within the dimension context. Uses Jinja code and applies different configurations depending on the dimension chosen. Still, different metrics are placed in different CTEs. I believe it might be possible to also configure metrics BUT at the cost of over-complexifying the macro logic, so I wouldn't go for it at this stage.
# 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: #19325
# Description
Added relative_increment_with_sign_format for special formatting in PBI
# 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.
Added relative_increment_with_sign_format
Related work items: #19559
# Description
This is a first idea of how I'd like to add dimensionality in the KPIs for the mtd models. For the moment, I keep deal_id apart, so I just touch the "mtd" models, that so far only contained "global" metrics.
In this case I include the listing segmentation (0, 1-5, 6-20, etc) in the bookings. To do this, I created 2 new fields: dimension and dimension_values.
I also created a "master" table with `date` - `dimension` - `dimension_value` called `int_dates_mtd_by_dimension`
Important notes:
- I force a hardcode in `int_mtd_vs_previous_year_metrics`. This is to not break production.
- You will notice how repetitive the code is starting to look. My intention with this PR is that we are happy with this approach on the naming, the strategy for joins, etc. If that's ok, next step is going to be doing macros on top. Think of the state of `int_core__mtd_booking_metrics` as the "compiled version" of the macro that should come afterwards.
# 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.
- [ ] 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: #19325
# Description
Adds 2 new tables:
- `int_core__user_role`: contains the relationship of a given user has a role.
- `int_core__user_host`: based on the previous table, it selects the users and main information from those users that are considered as hosts according to the role they have.
Note: I needed to change the test in stg. A user, generally, can have no role, one role, or multiple roles. Thus we cannot propagate this information in the unified_user model.
# 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: #19513
# Description
Adds Role and UserRole in staging, in dedicated tables.
Open to discussion if you want me to directly apply this at User table level instead of having them in staging as standalone tables. Otherwise, staying with this PR as is, next step would be to integrate these roles in unified_user and create a dedicated user_host table in intermediate
# 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: #19513
# Description
Materialise int_dates_mtd and int_dates_by_deal as tables. This should improve the run speed as seen in local by quite a bit, and hopefully provide a better starting point for adding new dimensionality on business kpis.
I also documented these 2 models, that were missing :)
# 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: #19514
# Description
I modified the model of duplicated_bookings, I saw it had some errors and data that was not being used
# 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: #18875
# Description
Included the exchange rate to GBP in the model instead of joining the data inside the PBI report, for both understanding and easier joining
# 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
- [X] Check if a full-refresh is required after this PR is merged.
Included the exchange rate to GBP in the model
Related work items: #18875
# Description
New model for report host_fees
# 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
- [X] Check if a full-refresh is required after this PR is merged.
Related work items: #18875
# Description
New model to replace in the host_fees report which is now including currencies
# 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: #18875
This PR creates a new model int_core__mtd_accommodation_segmentation that provides the customer segments based on listing activity:
- 0
- 1-5
- 6-20
- 21-60
- 61+
For end of April 2024, the volume distribution on number of deals and total listings booked is:

For information, I estimate that around 3% of listings with bookings are missed, according to the data displayed in the KPIs for 30th April 2024. This is because we enforce deal-based categorisation (same happens with the deal view, anyway)
Related work items: #19325
After discussion with Pablo on the fact that Deposits are only with status "Paid" for a given time before they get Cancelled or Refunded, we just believe it's best to remove the Deposits amount from the Guest Payments metric. In any case, this does not represent a Revenue source... This was discovered while doing the data quality assessment for revenue figures ([here](https://www.notion.so/knowyourguest-superhog/Data-quality-assessment-DWH-vs-Finance-revenue-figures-6e3d6b75cdd4463687de899da8aab6fb))
Before, `total_guest_payments_in_gbp` was a standalone metric that computed any payment by the guest with status paid. We were computing revenue based on the `total_guest_income_in_gbp`, which mainly was the sum of waiver payments, deposit fees (not deposit itself!) and check in hero fees.
Mainly what I did is:
- remove the existing `total_guest_payments_in_gbp` in the source models (int_core__xxx_guest_payments_xxx)
- rename the already existing `total_guest_income_in_gbp` to `total_guest_payments_in_gbp`
Related work items: #18787, #18914
Exposes the following metrics on the "by deal" view of business kpis:
1. Invoiced Booking Fees
1. Invoiced Listing Fees
1. Invoiced Verification Fees
1. Invoiced Guesty Fees
1. Invoiced E-Deposit Fees
1. Deposit Fees
1. Waiver Amount Paid by Guests
1. Waiver Amount Paid back to Hosts
1. Waiver Net Fees
1. Check-In Hero Amount Paid by Guests
This PR does not impact the visualisation in the dashboard, meaning, metrics won't automatically appear for users and needs an additional change in the PBI reporting.
Related work items: #18914
Exposes the following metrics:
1. Invoiced Booking Fees
1. Invoiced Listing Fees
1. Invoiced Verification Fees
1. Invoiced Guesty Fees
1. Invoiced E-Deposit Fees
1. Deposit Fees
1. Waiver Amount Paid by Guests
1. Waiver Amount Paid back to Hosts
1. Check-In Hero Amount Paid by Guests
This PR is only for Global metrics, the one by deal id will follow separately.
Keep in mind that merging this PR will make the data appear in the report.
Related work items: #18914
Small refactor to follow up on last week's PR. We removed from the Guest Revenue models the host-takes-waiver aspect, thus these models are now only depending from Core. We just need to migrate it from cross to core.
One small detail as well, since we do not take into account at these models level the host-takes-waiver, technically, I would not call these models revenue but rather Guest Payments. This is why I also took the opportunity to apply this name.
Changes:
- `int_monthly_guest_revenue_by_deal` is now `int_core__monthly_guest_payments_history_by_deal`, and the location has changed from `intermediate.cross` to `intermediate.core`
- `int_mtd_guest_revenue_metrics` is now `int_core__mtd_guest_payments_metrics`, and the location has changed from `intermediate.cross` to `intermediate.core`
- Schema changes, moving these 2 models' documentation with the new naming from Cross to Core
- Provide continuity in following dependants: `int_mtd_vs_previous_year_metrics` and `int_monthly_aggregated_metrics_history_by_deal` now read from the 2 new models respectively. Additionally, the model alias has changed from `guest_revenue` to `guest_payments` to keep consistency.
This PR does not expose new metrics, but should keep the existing ones unaffected.
Related work items: #18914
Adding submetrics of guest revenue by deal:
- deposit_fees_in_gbp
- checkin_cover_fees_in_gbp
- waiver_payments_in_gbp
all of this adds up to
- total_guest_income_in_gbp
and the total_guest_revenue_in_gbp is now computed by subtracting waivers paid to hosts, coming from the invoiced model. This also affects the total revenue computation and the weighted metrics.
This PR it's completely equivalent to the [Adding submetrics of guest revenue](https://guardhog.visualstudio.com/Data/_git/data-dwh-dbt-project/pullrequest/2381?path=/models/intermediate/cross/int_mtd_guest_revenue_metrics.sql&_a=files), that was already merged for the global view. The only difference is that this one is for the deal-based part. It does not expose the metrics to the report.
A follow-up PR is expected to apply the correct naming conventions for guest revenue models.
I recommend checking the first commit, the one that applies the changes, and should be easily understandable with the link to the previous PR. There's a couple of additional commits that only affect formatting.
Related work items: #18787, #18914