# Description
Changes:
* On Est. Billable Bookings, keeps previous logic for Old Dash while assuming the first billable service for New Dash
* Adds a Billable Check Out Bookings in Check Out bookings, as defined in the requirements.
# 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: #27619
# Description
Changes:
* Fixes listings by properly considering the equal or higher sign. I'm very dumb
* Fixes exclusion of new dash billable bookings by properly applying in both monthly and mtd. I'm very dumb x2
# 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: #27356
# Description
Changes:
* Adapt business_kpis_configuration to include By Business Scope as production dimension.
* Sets in int_mtd_metrics_vs_previous_year the selection of business scope dimension for all KPIs models. This does not affect cross kpis models (churn/mrr). I might need to check later how to adapt Churn to include this dimension, but it's not considered as for this PR. Lastly, Billable Bookings excludes New Dash.
* Adapts condition in int_mtd_metrics_vs_previous_year so MTD values would appear independently of these appearing in the previous year. This is, the model was considering that to show current month MTD values, the dimension needed to exist the year prior. This does not happen with New Dash and I assume we never noticed because in any case, most of our dimensions have quite a long history.
* Adapts int_kpis__agg_dates_main_kpis to include the business scope dimension. By the way it's actually handled, it kind of assumes that a Deal can only be in New or Old Dash (this is correct), but while on New Dash, this deal won't have data for Old Dash (this might not be 100% correct). In any case, the global figure should be ok, and only on the deal + business scope dimensionality this could cause some potential problems. However, this is not being reported anyway at the moment.
* Adapts int_kpis__agg_dates_main_kpis to have a proper variable value for the dimensions, and this is further included in business_kpis_configuration as any other model.
Small changes:
* Adapts Churn metrics to read from dimension_deals rather than core__deals. This should be more accurate anyway.
# 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.
Propagates New Dash/Old Dash/APIs split in KPIs as per Business Scope
Related work items: #27356
# Description
Changes:
* Adds Business Scope split on Billable Bookings + propagates towards Agg/Metric Monthly/MTD models
This is a temporary modification until the ticket on Billable Bookings for New Dash is handled.
# 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.
- [ ] 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: #27356
# Description
Changes:
* Propagates business scope, based on deal, for Deal and Listing metrics. This already handles the daily metric and the daily aggregation.
* Modifies lifecycle_daily_deal to depend on dimension_deals and compute API segmentation.
* Creates new metric: Live Deals, that includes New, Active and Reactivated. This will be needed for YTD/MTD overview.
# 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: #27356
# Description
Changes:
* **Main change:** exclusion of KYG lite users of the segmentation of Business Scope. These are "freemium" users, kind of demo users, that shouldn't have any real impact in terms of revenue. These are in New Dash, but do not have a deal. The problem is that we don't want to consider them as New Dash, but the current condition was making them appear as Old Dash. This PR fixes this by handling the logic for backend related models. Note that Xero remains unaffected - this is based on Deal, and these users do not have Deal.
* Small data quality fix I noticed while debugging KYG lite cases. It's better to use the "is upgraded service" from the staging original tables rather than the one with the prices. If a user does not have a currency (which can be the case for KYG lite users), then the coalesce would tag any service as not upgraded, which is not true.
# 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: #27356
# Description
Changes:
* Business scope is now propagated in Host Resolutions and Invoiced Revenue Monthly/MTD Metric and Aggregated models
# 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: #27356
# Description
Changes:
* Switches dash_source to business_scope in all kpis models, schema and macro configuration.
# 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: #27356
# Description
Changes:
* Creation of a deal-based model that contains when a "deal has appeared in new dash". This is tricky because a Deal can still have multiple users, thus it needs to be attributed to a date. I've chosen the first user appearance for the rest of the metrics.
* Adaptation of dimension deals in KPIs to include a client type, that indicates if the deal is from APIs or not (Platform, i.e., Dashboard).
* Xero metrics by Business Scope. This is the previous "dash source" that I need to change in the previously worked models. I decided to include APIs in the segmentation since in most cases we distinguish old dash from new dash by just "anything that is not in new dash". This is very wrong for invoicing metrics, in which we have APIs. So this actually properly computes a client segmentation by scope.
Note that I'll need to handle the monthly/mtd metrics/agg for these 2 metric models (Resolutions + Invoiced revenue) separately.
# 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: #27356
# Description
Changes:
* Adds Dash Source in Monthly and MTD Metric models for Verification Request dependant KPIs
* Propagates to Aggregated Monthly and MTD models for VR dependant KPIs
* Eliminates unused Weekly Guest Payment models.
# 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: #27356
# Description
Changes:
* On Created and Check Out Bookings daily models, the determination of New Dash bookings now uses `int_core__booking_summary`. This does not change the output, but will be more consistent for other KPIs.
* Adds the categorisation of `dash_source` in all daily metric models that depend on Verification Requests (Guest Journeys). This affects GJ Created, GJ Started, GJ Completed, GJ w. Payment and Guest Payments. Note that the next aggregations (monthly, mtd, agg_monthly, agg_mtd) are not created yet. This will be done in a separated PR.
# 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: #27356
# Description
Main changes:
* Remove Cancelled Bookings previous logic.
* Speeds up Main KPIs by adding a couple of indexes in `mtd_aggregated_metrics`. Tested in prod, to me it looks like it's quite fast now.
# 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: #24637
# Description
First commit - should be an exact replica of the previous PR on Check-Out:
Adds Cancelled and Not Cancelled Created Bookings as absolute figures. Adds Cancellation Rate only for aggregated models.
I also added the removal of duplicate bookings. Otherwise the rates might be affected, and this should be cleaner anyway.
Second commit:
Small changes on the unique key description of the model for check-out, doesn't impact the model output.
# 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: #24637
# Description
Adds Cancelled and Not Cancelled Check-Out Bookings as absolute figures. Adds Cancellation Rate only for aggregated models.
Edit: I also added the removal of duplicate bookings. Otherwise the rates might be affected, and this should be cleaner anyway. Will do the same for Created Bookings.
This won't make these new metrics appear in KPIs.
# 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: #24637
# Description
Adds new category Dash Source for Check-Out bookings KPIs
# 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: #27356
# Description
This is a extremely simple but rather important PR.
It just sets the cutoff for KPIs reporting to April 2022. This affects 1) Main KPIs, 2) Guest KPIs and 3) Account Managers report
Motivation behind this is to have accurate data. Early 2022 might still be shitty, but at least we have a source of truth to compare against (on revenue side, finance P&L)
I set a dedicated variable because currency rates is reading from the same start date, and I intend only to modify KPIs cutoff.
# Checklist
- [X] The edited models and dependants run properly with production data.
- [NA] The edited models are sufficiently documented.
- [NA] The edited models contain PK tests, and I've ran and passed them.
- [NA] 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. **I need to manually run a full-refresh on daily listing segmentation that is incremental**
Adds dedicated start date for KPIs
Related work items: #26712
# Description
Added PMS info to `int_core__user_host` and propagated data to where needed
# 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 PMS info
Related work items: #26589
# Description
Changes:
* Major changes on int_kpis__metric_daily_invoiced_revenue. Now data is retrieved from the account codes, following the previous analysis. This actually reads from a work done on Accounting Codes, with the default aggregations set as a seed. I've also included here new revenue streams for new dash, and the split of guesty fees between resolutions and real API fees. However, New Dash services are still not visible as final metrics. I'll do this separately.
* Propagation of changes in intermediate models. This will affect currently displayed metrics, but not show any new metric.
Since this is quite dense, let's discuss.
# 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: #26531
# Description
Ensure only Authorised states are selected in bank transactions for Host Resolutions KPIs.
Waiting for final confirmation from Suzannah but I'm pretty sure about this since it's consistent with the P&L (and does not make sense to consider DELETED bank transactions anyway)
For reference, here's the current values in prod for `xero_host_resolution_amount_paid_in_gbp` (top3):
* 2024-12-31 -74318
* 2024-11-30 -87935
* 2024-10-31 -73840
and here the same with this fix. Note that the difference is mostly in November:
* 2024-12-31 -73581
* 2024-11-30 -74803
* 2024-10-31 -72473
# 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: #26247
# Description
Context: I'm intending to work on Account Managers reporting, that mostly will include reporting at Deal level the Resolutions Payouts as well as the new Retained metrics. While checking the great increase on Resolutions Payouts for October 2024:

I decided to take a quick look into the main players... and surprise surprise we have Guesty:

So Guesty represents 37k over the 73K of October. 50%. Not bad.
The main issue is that we've been aware for months now (since Churn efforts, mostly) that we're not reporting in KPIs those deals that are NOT created in Core. Most notably, API deals which includes... well, Guesty. So creating this kind of in-depth Account Managers improvement without reporting Guesty I think it would be very misleading. Note that the overall figures (Global dimension) are still accurate, though.
What's new:
* A new model named `int_kpis__dimension_deals` that basically retrieves Deals from both Core (as before) and Hubspot. It combines information from both and mostly assumes Hubspot as a better source of information than Core - although we do not have the Main Billing Country there afaik.
* Propagates changes, mostly in the monthly by deal view of Main KPIs. Here I confirm that now Guesty appears, and it only has metrics that come from Xero (APIs Revenue, Total Revenue, Resolutions, etc)
# 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: #25829
# Description
The model `stg_core__superhog_user` contained the fields `created_date_utc` and `updated_date_utc`, which were actually timestamps, not dates. This created issues a while ago in KPIs that were fixed by forcing a date conversion at `int_kpis` level, but the source issue remained unfixed.
This PR just creates the proper fields in staging, meaning:
* `created_at_utc` and `created_date_utc`
* `updated_at_utc` and `updated_date_utc`
And propagates the changes through all dependencies. On KPIs, it also removes the hardcoded date conversion since it's no longer needed. It also adds the different schema entries on which these fields were already defined. Note I didn't update the staging entry since there's no entry for the rest of the fields.
I recommend checking this PR in the commits order.
What I've tested:
* Unified User and User Host have plenty of dependencies that I've checked one by one, at each dependency layer by using dbt docs.
* Run `core__unified_user` and the full execution of +`mtd_aggregated_metrics`
What clearly will fail:
* There's the famous `Users_dashboard` PBI report that shouldn't exist that has a dependency with `core__unified_user`. This report will fail. But it does not exist. I'd like to drop it once and forever
# Checklist
- [X] The edited models and dependants run properly with production data. **See above**
- [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. **The staging model is incremental!**
Related work items: #23703
# Description
Adds `is_end_of_month_or_yesterday` for Main KPIs.
Apparently, the fact that we do not show the ongoing value of the month on some tabs of Main KPIs is the main blocker for Ben C to consistently use Main KPIs, which he actually retrieves from the SH legacy reporting. Since I'm sceptical about the data shown there, I want to remove this blocker.
It will require a small PR on PBI as well.
# 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.
- [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: #25342
# Description
I missed applying the Chargeable Services in Daily Agg. This fixes 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.
- [NA] 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.
Hotfix
Related work items: #20809
# Description
Aggregated model for guest kpis metrics.
This model aggregates the values for all basic metrics for guest kpis, it has a granularity per metrics of timeframe (YTD, MTD, WTD) and all other dimensions needed (has_payment, has_id_check & main_billing_country_iso_3_per_deal).
I decided not to include the calculated metrics because it adds much more complexity to the model specially when you start considering all possible combinations between dimensions and how this would affect the calculations, in this case conversion_rate, revenue_rate and average_csat_score. I think this could all be managed much simpler inside PBI and since the granularity of the model is not as deep as the daily model, this should help with the loading time for the report.
# 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.
- [ ] 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: #24604
# Description
Creates the models for KPIs for New Dash - Chargeable metrics. In essence, computes 4 metrics:
- Chargeable Services
- Chargeable Amount (in GBP)
- Chargeable Bookings (unique over a time period and dimension, not additive)
- Chargeable Listings (unique over a time period and dimension, not additive)
This is done by creating:
- A Weekly Metric and Monthly Metric model. Here we keep the granularity of id_booking / id_accommodation to be able to compute the uniqueness.
- A Daily, Weekly and Monthly Aggregated models. Same as usual.
- Integrates everything to the existing model for Product New Dash Agg Metrics
- Exposes everything into reporting
NB: I removed on "by_host" in Created Services - I forgot to clear it out.
# 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: #20809