Feature/historical schedules jamie redshift

.buildkite/scripts/run_models.sh

@@ -18,8 +18,10 @@ cd integration_tests
 dbt deps
 dbt seed --target "$db" --full-refresh
 dbt run --target "$db" --full-refresh
+dbt run --target "$db"
 dbt test --target "$db"
 dbt run --vars '{zendesk__unstructured_enabled: true, using_schedules: false, using_domain_names: false, using_user_tags: false, using_ticket_form_history: false, using_organization_tags: false}' --target "$db" --full-refresh
+dbt run --vars '{zendesk__unstructured_enabled: true, using_schedules: false, using_domain_names: false, using_user_tags: false, using_ticket_form_history: false, using_organization_tags: false}' --target "$db"
 dbt test --target "$db"
 
 # dbt run-operation fivetran_utils.drop_schemas_automation --target "$db"

integration_tests/dbt_project.yml

@@ -7,6 +7,8 @@ profile: 'integration_tests'
 
 vars:
   zendesk_schema: zendesk_integration_tests_50
+  using_schedule_histories: true
+  using_schedules: true
   zendesk_source:
     zendesk_organization_identifier:           "organization_data"
     zendesk_schedule_identifier:               "schedule_data"
@@ -45,8 +47,6 @@ models:
 seeds:
   +quote_columns: "{{ true if target.type == 'redshift' else false }}"
   zendesk_integration_tests:
-    +column_types:
-      _fivetran_synced: timestamp
     +column_types:
       _fivetran_synced: timestamp
     group_data:

macros/clean_schedule.sql

@@ -3,5 +3,5 @@
 {%- endmacro %}
 
 {% macro default__clean_schedule(column_name) -%}
-    replace(replace(replace(replace({{ column_name }}, '{', ''), '}', ''), '"', ''), ' ', '')
+    replace(replace(replace(replace(cast({{ column_name }} as {{ dbt.type_string() }}), '{', ''), '}', ''), '"', ''), ' ', '')
 {%- endmacro %}

macros/regex_extract.sql

@@ -1,42 +1,45 @@
-{% macro regex_extract(string, regex) -%}
+{% macro regex_extract(string, day) -%}
 
-{{ adapter.dispatch('regex_extract', 'zendesk') (string, regex) }}
+{{ adapter.dispatch('regex_extract', 'zendesk') (string, day) }}
 
 {%- endmacro %}
 
-{% macro default__regex_extract(string, regex) %}
-
+{% macro default__regex_extract(string, day) %}
+    {% set regex = "'.*?" ~ day ~ ".*?({.*?})'" %}
     regexp_extract({{ string }}, {{ regex }} )
 
 {%- endmacro %}
 
-{% macro bigquery__regex_extract(string, regex) %}
-
+{% macro bigquery__regex_extract(string, day) %}
+    {% set regex = "'.*?" ~ day ~ ".*?({.*?})'" %}
     regexp_extract({{ string }}, {{ regex }} )
 
 {%- endmacro %}
 
-{% macro snowflake__regex_extract(string, regex) %}
+{% macro snowflake__regex_extract(string, day) %}
+    {% set regex = "'.*?" ~ day ~ ".*?({.*?})'" %}
 
     REGEXP_SUBSTR({{ string }}, {{ regex }}, 1, 1, 'e', 1 )
 
 {%- endmacro %}
 
-{% macro postgres__regex_extract(string, regex) %}
+{% macro postgres__regex_extract(string, day) %}
+    {% set regex = "'.*?" ~ day ~ ".*?({.*?})'" %}
 
     (regexp_matches({{ string }}, {{ regex }}))[1]
 
 {%- endmacro %}
 
-{% macro redshift__regex_extract(string, regex) %}
+{% macro redshift__regex_extract(string, day) %}
+
+    {% set regex = '"' ~ day ~ '"' ~ ':\\\{([^\\\}]*)\\\}' -%}
 
-    {% set reformatted_regex = regex | replace(".*?", ".*") | replace("{", "\\\{") | replace("}", "\\\}") -%}
-    REGEXP_SUBSTR({{ string }}, {{ reformatted_regex }}, 1, 1, 'e')
+    '{' || REGEXP_SUBSTR({{ string }}, '{{ regex }}', 1, 1, 'e') || '}'
 
 {%- endmacro %}
 
-{% macro spark__regex_extract(string, regex) %}
-    {% set reformatted_regex = regex | replace("{", "\\\{") | replace("}", "\\\}") -%}
-    regexp_extract({{ string }}, {{ reformatted_regex }}, 1)
+{% macro spark__regex_extract(string, day) %}
+    {% set regex = "'.*?" ~ day ~ ".*?({.*?})'" | replace("{", "\\\{") | replace("}", "\\\}") %}
+    regexp_extract({{ string }}, {{ regex }}, 1)
 
 {%- endmacro %}

models/history/int_zendesk__schedule_history.sql

@@ -9,14 +9,15 @@ with audit_logs as (
     where lower(change_description) like '%workweek changed from%'
 
 ), audit_logs_enhanced as (
-    select
+    select 
         schedule_id,
         created_at,
-        replace(replace(replace(replace(change_description,
+        -- Clean up the change_description, sometimes has random html stuff in it
+        replace(replace(replace(replace(replace(replace(replace(replace(replace(replace(replace(change_description,
             'workweek changed from', ''), 
             '"', '"'), 
             'amp;', ''), 
-            '=>', ':')
+            '=>', ':'), ':mon:', '"mon":'), ':tue:', '"tue":'), ':wed:', '"wed":'), ':thu:', '"thu":'), ':fri:', '"fri":'), ':sat:', '"sat":'), ':sun:', '"sun":')
             as change_description_cleaned
     from audit_logs
 
@@ -35,7 +36,7 @@ with audit_logs as (
         split_to_from.*
     from split_to_from
     -- Filter out schedules with multiple changes in a day to keep the current one
-    where cast(valid_from as date) != cast(valid_until as date)
+    where cast(valid_from as date) != cast(valid_until as date) -- may need to use date_trunc instead? 
     and valid_until is not null
 
 ), split_days as (
@@ -45,47 +46,73 @@ with audit_logs as (
         consolidate_same_day_changes.*,
         '{{ day }}' as day_of_week,
         cast('{{ day_number }}' as {{ dbt.type_int() }}) as day_of_week_number,
-        {{ zendesk.regex_extract('schedule_change', "'.*?" ~ day ~ ".*?({.*?})'") }} as day_of_week_schedule
+        {{ zendesk.regex_extract('schedule_change', day) }} as day_of_week_schedule
     from consolidate_same_day_changes
     {% if not loop.last %}union all{% endif %}
     {% endfor %}
 
+{% if target.type == 'redshift' %}
+-- using PartiQL syntax to work with redshift's SUPER types, which requires an extra CTE
+), redshift_parse_schedule as (
+    -- Redshift requires another CTE for unnesting 
+    select 
+        schedule_id,
+        valid_from,
+        valid_until,
+        schedule_change,
+        day_of_week,
+        day_of_week_number,
+        day_of_week_schedule,
+        json_parse('[' || replace(replace(day_of_week_schedule, ', ', ','), ',', '},{') || ']') as json_schedule
+
+    from split_days
+    where day_of_week_schedule != '{}'
+
+), unnested_schedules as (
+    select 
+        schedule_id,
+        valid_from,
+        valid_until,
+        schedule_change,
+        day_of_week,
+        day_of_week_number,
+        -- go back to strings
+        cast(day_of_week_schedule as {{ dbt.type_string() }}) as day_of_week_schedule,
+        {{ clean_schedule('JSON_SERIALIZE(unnested_schedule)') }} as cleaned_unnested_schedule
+
+    from redshift_parse_schedule as schedules, schedules.json_schedule as unnested_schedule
+
+{% else %}
 ), unnested_schedules as (
     select
         split_days.*,
 
-{%- if target.type == 'bigquery' %}
+    {%- if target.type == 'bigquery' %}
         {{ clean_schedule('unnested_schedule') }} as cleaned_unnested_schedule
     from split_days
     cross join unnest(json_extract_array('[' || replace(day_of_week_schedule, ',', '},{') || ']', '$')) as unnested_schedule
 
-{%- elif target.type == 'snowflake' %}
+    {%- elif target.type == 'snowflake' %}
         unnested_schedule.key || ':' || unnested_schedule.value as cleaned_unnested_schedule
     from split_days
     cross join lateral flatten(input => parse_json(replace(replace(day_of_week_schedule, '\}\}', '\}'), '\{\{', '\{'))) as unnested_schedule
 
-{%- elif target.type == 'postgres' %}
+    {%- elif target.type == 'postgres' %}
         {{ clean_schedule('unnested_schedule::text') }} as cleaned_unnested_schedule
     from split_days
     cross join lateral jsonb_array_elements(('[' || replace(day_of_week_schedule, ',', '},{') || ']')::jsonb) as unnested_schedule
 
-{%- elif target.type in ('databricks', 'spark') %}
+    {%- elif target.type in ('databricks', 'spark') %}
         {{ clean_schedule('unnested_schedule') }} as cleaned_unnested_schedule
     from split_days
     lateral view explode(from_json(concat('[', replace(day_of_week_schedule, ',', '},{'), ']'), 'array<string>')) as unnested_schedule
 
-{%- elif target.type == 'redshift' %}
-    {# json_parse('[' || replace(replace(day_of_week_schedule, '\}\}', '\}'), '\{\{', '\{') || ']') as json_schedule
-    from split_days #}
-    {# cross join lateral json_parse(replace(replace(day_of_week_schedule, '\}\}', '\}'), '\{\{', '\{')) as element #}
-
+    {% else %}
         cast(null as {{ dbt.type_string() }}) as cleaned_unnested_schedule
     from split_days
+    {%- endif %}
 
-{% else %}
-        cast(null as {{ dbt.type_string() }}) as cleaned_unnested_schedule
-    from split_days
-{%- endif %}
+{% endif %}
 
 ), split_times as (