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Add test "expect_grouped_row_values_to_have_recent_data" #49

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25 changes: 25 additions & 0 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -71,6 +71,31 @@ tests:
interval: 1
```

#### [expect_grouped_row_values_to_have_recent_data](macros/schema_tests/table_shape/expect_grouped_row_values_to_have_recent_data.sql)

Expect the model to have **grouped** rows that are at least as recent as the defined interval prior to the current timestamp.
Uuse this to test whether there is recent data for each grouped row defined by `group_by` (which is a list of columns) and a `timestamp_column`.

*Applies to:* Model, Seed, Source

```yaml
models: # or seeds:
- name : my_model
tests :
- dbt_expectations.expect_grouped_row_values_to_have_recent_data:
group_by: [group_id]
timestamp_column: date_day
datepart: day
interval: 1
# or also:
- dbt_expectations.expect_grouped_row_values_to_have_recent_data:
group_by: [group_id, other_group_id]
timestamp_column: date_day
datepart: day
interval: 1
```


#### [expect_table_column_count_to_be_between](macros/schema_tests/table_shape/expect_table_column_count_to_be_between.sql)

Expect the number of columns in a model to be between two values.
Expand Down
14 changes: 14 additions & 0 deletions integration_tests/models/schema_tests/schema.yml
Original file line number Diff line number Diff line change
Expand Up @@ -254,3 +254,17 @@ models:
- dbt_expectations.expect_table_row_count_to_equal_other_table_times_factor:
compare_model: ref("data_test")
factor: 2

- name : timeseries_data_grouped
tests :
- dbt_expectations.expect_grouped_row_values_to_have_recent_data:
group_by: [group_id]
timestamp_column: date_day
datepart: day
interval: 1
- dbt_expectations.expect_grouped_row_values_to_have_recent_data:
group_by: [group_id, row_value]
timestamp_column: date_day
datepart: day
interval: 1

35 changes: 35 additions & 0 deletions integration_tests/models/schema_tests/timeseries_data_grouped.sql
Original file line number Diff line number Diff line change
@@ -0,0 +1,35 @@
with dates as (
{{ dbt_date.get_base_dates(n_dateparts=12, datepart='month') }}
),
groupings as (
{{ dbt_utils.generate_series(upper_bound=4) }}
),
row_values as (
{{ dbt_utils.generate_series(upper_bound=10) }}
),
add_row_values as (

select
d.date_day,
cast(g.generated_number as {{ dbt_utils.type_int() }}) as group_id,
cast(floor(100 * r.generated_number) as {{ dbt_utils.type_int() }}) as row_value
from
dates d
cross join
groupings g
cross join
row_values r

),
add_logs as (

select
*,
{{ dbt_expectations.log_natural('nullif(row_value, 0)') }} as row_value_log
from
add_row_values
)
select
*
from
add_logs
Original file line number Diff line number Diff line change
@@ -0,0 +1,24 @@
{% macro test_expect_grouped_row_values_to_have_recent_data(model, group_by, timestamp_column, datepart, interval) %}
with latest_grouped_timestamps as (

select
{%- for g in group_by %}
{{ g }},
{%- endfor %}
max({{ timestamp_column }}) as latest_timestamp_column
from
{{ model }}
{{ dbt_utils.group_by(group_by | length )}}

),
validation_errors as (

select *
from
latest_grouped_timestamps
where
latest_timestamp_column < {{ dbt_utils.dateadd(datepart, interval * -1, dbt_date.now()) }}

)
select count(*) from validation_errors
{% endmacro %}