# Description
Changes (only in intermediate):
* Applies sqlfmt in KPIs source models (for some of them it was already applied). Specifically, the 3 Core models ONLY contains formatting changes
* Adds `main_deal_name` and `main_billing_country_iso_3_per_deal` in `int_monthly_aggregated_metrics_history_by_deal`
* Adds the 2 new fields in the schema entry of `int_monthly_aggregated_metrics_history_by_deal`, including the dbt test not null in the deal name.
# 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: #18911, #19083
# Description
This PR is a pure refactor (as in, doesn't change the output of the model at all).
The only purpose of the changes in this PR is to improve the performance on the model. The strategy to achieve this has been to inline the basic CTEs of the model (inline=replace references to the CTE with direct `ref` inside the model).
This works because it breaks an optimization fence.
# 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: #20835
# Description
Before deploying KPIs by Billing Country, we spotted some issues that were basically increases on the volumes of any metric on the by billing country dimension that was based on Deal. This means, `int_core__mtd_deal_metrics` and `int_xero__mtd_invoicing_metrics`.
This PR changes the following:
* Now the 2 abovementioned models depend on the `int_core__deal` model, instead of `int_core__user_host` (thus removing duplicated stuff)
* Now all models use the main billing country at deal level, instead of doing it so at host level. The reason is that some small amount of hosts that share the same deal can have a different billing country. To avoid weird stuff, everything points to this simplification - that in general, it's not a massive change in the output.
* In order to do so easily, the 3 main billing country per deal fields have been propagated to `int_core__user_host`
To exemplify the solution, find here a snapshot of the differences in behavior:
```
select
dimension,
sum(deals_booked_in_month) as deals_booked_1,
sum(deals_booked_in_6_months) as deals_booked_6,
sum(deals_booked_in_12_months) as deals_booked_12,
sum(total_revenue_in_gbp) as total_revenue,
sum(xero_operator_net_fees_in_gbp) as operator_revenue,
sum(xero_booking_net_fees_in_gbp) as booking_fees,
sum(xero_listing_net_fees_in_gbp) as listing_fees,
sum(xero_verification_net_fees_in_gbp) as verification_fees,
sum(total_guest_revenue_in_gbp) as guest_revenue,
sum(xero_waiver_paid_back_to_host_in_gbp) as waiver_paid_back_to_hosts,
sum(waiver_net_fees_in_gbp) as waiver_net_fees
from intermediate.int_mtd_vs_previous_year_metrics
where date in ('2024-01-31')
group by 1
order by 1
```
Production:
vs.
Local:
Keep in mind that still Global dimension can be greater than any other dimension aggregated since not all users have a deal. Mismatches between the other 2 dimensions might be linked to the dump.
Commits are meaningful and help navigate in the changes.
# 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: #20823
# Description
Creates a new master table containing the Deals. At this stage, the information is quite limited - I only included those fields that are useful for fixing the KPIs issues. To be enriched later on.
# Checklist
- [ ] The edited models and dependants run properly with production data. **Question here. Do I need to have the models materialised in local to see the dependants on DBT Docs? I didn't see any uses of the previous model int_core__deal_id_master_list.**
- [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: #20822
# Description
Adds Billing Country dimension in KPIs, but does not expose them to reporting yet.
Silly thing, based on the macros I built, I cannot make incremental changes unless changing all models. This will need to be adapted, happy to hear your thoughts on how we do it.
Additionally, I have lack of performance of the model `mtd_guest_payments_metrics`. It takes around 5 min to execute, but technically the end-to-end runs in one shoot without breaking.
It's a complex PR because it changes many files, but you will see that:
* It mostly changes the join conditions for the dimensions or the schema tests,
* I tried to be very careful and add things step-by-step in the commits.
Goal is NOT to complete the PR yet until we see how we can improve performance. I can say though that data end-to-end looks ok to me, but would benefit from checking with production data for the new dimension
Update 30th Aug
* Added a new commit that includes `id_user_host` in `int_core__verification_payments`. Happy to discuss if it makes sense or not. But it changes the execution from ~600 sec to ~6 sec because it avoids a massive repeated join with `verification_requests`.
# 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.
- [ ] I've picked the right materialization for the affected models. **To check because of performance issues**
# Other
- [ ] Check if a full-refresh is required after this PR is merged.
Related work items: #19082
# Description
Forces lower case to all id_users in staging. Removes hardcoded lower case in intermediate. Adapts readme to contemplate the lowering of id users.
I propose to merge, run in prod and run tests in prod as a proper evaluation method.
BTW, I only find one id_user_host that was in capital letters, so that's why probably we didn't care that much about this. Still, I prefer have things clean from the start!
```
select *
from staging.stg_core__booking scb
left join intermediate.int_core__unified_user icuu
on lower(scb.id_user_host) = lower(icuu.id_user)
where scb.id_user_host <> icuu.id_user
```
# Checklist
- [ ] The edited models and dependants run properly with production data. **All models run in stg, did not check all the dependants**
- [ ] The edited models are sufficiently documented. **Have not checked**
- [ ] 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.
- [ ] 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: #20776
# Description
Removing coalesce from gbp conversion in `int_core__host_booking_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. **Message sent in data team channel**
- [X] I've picked the right materialization for the affected models.
# Other
- [ ] Check if a full-refresh is required after this PR is merged.
# Description
Based on the Notion page [here](https://www.notion.so/knowyourguest-superhog/Data-quality-assessment-Billable-Bookings-97008b7f1cbb4beb98295a22528acd03), this PR mainly adds:
- Charge at verification depends on when the Guest joined or the VR was updated (depending on if the verification request associated exists does not exists or it does, respectively)
- Add the logic to retrieve the last plan that is available at the beginning of each month.
- Additional where conditions, relatively documented, to imitate was is available in the invoicing process. This includes removal of duplicated bookings, guest verification and guest user existing.
Additional changes:
- Remove select star :)
- Added dbt tests that didn't exist before
- Add informative fields on 1) how many price plans were active in a given month, even though we just keep the last one and 2) cases in which bookings are created after the booking is supposed to be charged.
Data quality:´
- I have mixed feelings. This does not correspond 100% to the volumes provided by the exporter, though are quite close. For April, May and June 2024, this logic has more than 95% of accuracy. Still, the fact of using the guest joined, and especially the updated date, I feel like this will make past data "disappear" if the guest has another journey. I don't know for sure since we do not store incremental updates of user information.
I'd propose to move forward to have an estimated metric available anyway - with this or a similar logic, even the previous one based on the used link at but fixing the cases in which there's no VR associated.
Let's discuss it!
# 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: #18111
# Description
Basic model changes for edeposit
# 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: #20125
# Description
Just materializes `int_core__verification_payments` as a table instead as a view to enhance compute.
# 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. **Technically I get errors in local but from what I see it's because I have different dumps for the currency conversion and the other sources. There's no such cases in prod from what I observed.**
- [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: #19082
# Description
New aggregated model for E-deposit report
@<Oriol Roqué Paniagua> not sure if this is what you had in mind with categorizing the cases in a variable, if not let me know so maybe we can check it together
# 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: #20125
# Description
Propagates Billing Country information in unified_user and user_host intermediate models. This is a necessary step towards providing KPIs segmented by Billing Country.
# 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: #19082
# Description
Same PR as before, just adds a new commit that fixes my silly issue in prod. I owe some drinks :D
# 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: #19570
# Description
Adds accommodation to product bundle in intermediate. The source table is currently empty, because there's no product bundle different to Basic Screening applied into a listing yet.
Thus, it's possible that this modelisation needs to change in the future since not having data forces us to trust the business logic without a proper technical documentation.
# Checklist
- [ ] The edited models and dependants run properly with production data. **N/A no data**
- [X] The edited models are sufficiently documented.
- [ ] The edited models contain PK tests, and I've ran and passed them. **N/A no data**
- [X] I have checked for DRY opportunities with other models and docs.
- [X] I've picked the right materialization for the affected models. **N/A no data - but view should make the trick for the time being**
# Other
- [ ] Check if a full-refresh is required after this PR is merged.
Related work items: #19570
# Description
Fixed bookings test to include null for verification_request_booking_source
# 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: #20231
# Description
Creates a new view with the bookings that come from New Dash, linked to the Product Bundles. Extensive documentation added, please check it out and if something is not clear I'll modify it.
# 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.
- [ ] I've picked the right materialization for the affected models. To be discussed. There's not huge data still so view looks ok to me. I guess, maybe, in the future, we will have a flag or similar in int_core__bookings to detect if a bookings comes from New Dash/New Pricing or not, but it's still early to decide. In any case this model is needed for immediate New Dash MVP reporting so I propose to keep it like this as a view and afterwards we can decide if it makes more sense to materialise it differently.
# Other
- [ ] Check if a full-refresh is required after this PR is merged.
Related work items: #19570
# Description
Adds accommodation to product bundle table from sync_core to staging. Note that this table still has no data because so far no listing has an associated product bundle.
Small change: removed in schema pending confirmation comments from Lou now that we've got an answer confirming it.
# Checklist
- [ ] The edited models and dependants run properly with production data: **N/A - there's no data :(**
- [X] The edited models are sufficiently documented.
- [ ] The edited models contain PK tests, and I've ran and passed them. **N/A - there's no data :(**
- [X] I have checked for DRY opportunities with other models and docs.
- [ ] I've picked the right materialization for the affected models. **N/A - there's no data :(**
# Other
- [ ] Check if a full-refresh is required after this PR is merged.
Related work items: #19570
# Description
Working version of User Product Bundle in intermediate. I tried to be quite explicit in the documentation of the model and the choices made (both in the code itself and in the schema). There's some opinionated choices so feel free to challenge them.
There's a small change on the user_migration model, in which I didn't properly set a field into a date.
Note that there's some schema comments pending from Lou's validation. Up to you if we prefer to wait until resolved or we move forward - to me, it's not blocking.
# 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: #19570
# Description
First step towards reporting New Dash is to be able within DWH to know which hosts have been migrated.
In order to do so, and anticipating that there's going to be new phases in the future, I've created a `int_core__user_migration` model that reads from a configuration macro `get_new_dash_migration_phases_config` that will allow semi-automatic user retrieval in the future. This avoids nasty hardcoding within the model itself.
The information of whether a user is migrated, in which phase and when the phase was deployed is available at user level in the `int_core__user_host` table.
# 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. **-> I selected a view for this model since I don't believe we should materialse this data other than the user host table**
# Other
- [ ] Check if a full-refresh is required after this PR is merged.
Related work items: #19570
# Description
Changes:
* Separate 1) the internal naming of dimensions available within DWH vs. 2) the display of the dimensions in the reporting. Mainly it changes the "by_number_of_listings" to display "By # of Listings Booked in 12 Months". I edited the production macro since to me it's linked to when things are available for display.
* Add preceding zeros on the segmentation so it's ordered correctly. Before, the segment 21-60 was displayed before the 6-20.
* Also added some capital letters to the schema config of the reporting model :)
I attach a screenshot of how it looks in PBI in my local development branch to exemplify why this is "Beautification". Be aware that merging this also puts in production the dimensions.
# 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 address_validation to int_core__vr_check_in_cover for check in hero report 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.
Related work items: #17069
# Description
Silly change:
* Modifies `int_core__mtd_guest_payments_metrics` to apply the proper key on date, dimension and dimension_value.
* -> *The weird thing is that the previous dbt test I run worked well. Is it possible that the configuration in the schema file prevails on top of the model configuration? I thought it was the other way around...*
Main changes:
* Modifies `int_xero__mtd_invoicing_metrics` to include the customer segmentation based on listings.
* `schema.yaml` is also affected including new fields and tests
* Added the macro to retrieve the production dimension in `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, Guest Journey, Deal, Accommodation and Guest Payments metrics. For reference, [here's the previous PR on Guest Payments](https://guardhog.visualstudio.com/Data/_git/data-dwh-dbt-project/pullrequest/2580).
This is the last PR on the source models for KPIs. Will follow: propagation + exposure
# Checklist
- [X] The edited models and dependants run properly with production data.
* **Important note**: this segmentation provides null values for all API-related KPIs. Makes sense, since the 4 deal id we have for APIs do NOT have, or have had, a listing linked to them. I'd say it's not a blocker.
- [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
Adds the possibility of considering as Hosts those users that come from Know Your Guest (KYG), after the discussion with Ben R yesterday. This uses the Claim table, specifically on any Kyg claim type:
- KygRegistrationSignUpType
- KygRegistrationIntegrationTypeName
- KygMvp
From what I see compiling the new vs. the previous version of this model and running into production to have up-to-date data, this increases the number of hosts in 8, from 2.608 to 2.616 so it's not a massive change in volumes.
I also modified the schema for this model to reflect the new logic.
# 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
Created address_validations in intermediate for check in hero
# 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: #17069
