Extension
The extends
parameter, supported for cubes and views, allows you to create a child cube (or a view) that reuses all declared members of a parent cube (or a view). This helps build reusable data models.
Cubes declare members such as measures, dimensions, and segments. When a child cube extends the parent cube, lists of measures, dimensions, and segments are merged. For example, if the parent cube defines the a
measure and the child cube defines the b
measure, the resulting cube will have both measures a
and b
.
The usual pattern is to extract common measures, dimensions, and joins into the parent cube and then extend from it. This helps prevent code duplication and makes code easier to maintain and refactor.
In the example below, the base_events
cube defines the common events measures, dimensions, and a join to the users
cube:
cubes: - name: base_events sql_table: events joins: - name: users relationship: many_to_one sql: "{CUBE}.user_id = {users.id}" measures: - name: count type: count dimensions: - name: timestamp sql: time type: time
It’s important to use the CUBE
variable when referencing members and columns of the cube. Not specifying the cube name or using ${base_events}
does not work when the cube is extended.
The product_purchases
and page_views
cubes are extended from base_events
and define only the specific dimensions: product_name
for product purchases and page_path
for page views.
cubes: - name: product_purchases sql_table: product_purchases extends: base_events dimensions: - name: product_name sql: product_name type: string - name: page_views sql_table: page_views extends: base_events dimensions: - name: page_path sql: page_path type: string
Usage with FILTER_PARAMS
If the parent cube is using FILTER_PARAMS
in any sql
parameter, then child cubes can accomodate to that in two ways.
First, the sql
parameter can be overridden in each child cube:
cubes: - name: product_purchases sql: > SELECT * FROM events WHERE {FILTER_PARAMS.product_purchases.timestamp.filter('time')} # ...
Alternatively, all filters can be put inside the parent cube and referenced in the child cubes using AND
. The unused filters will be rendered to 1 = 1
in the SQL query:
cubes: - name: base_events sql: > SELECT * FROM events WHERE {FILTER_PARAMS.base_events.timestamp.filter('time')} AND {FILTER_PARAMS.product_purchases.timestamp.filter('time')} AND {FILTER_PARAMS.page_views.timestamp.filter('time')} # ...