This package has been superseded by the Unified Digital that combines data from both web and mobile sources. For more information, see the Unified Digital page.
Snowplow Mobile Package
The package source code can be found in the snowplow/dbt-snowplow-mobile repo, and the docs for the model design here.
The package contains a fully incremental model that transforms raw mobile event data generated by the Snowplow iOS or android trackers into a series of derived tables of varying levels of aggregation.
The Snowplow mobile data model aggregates Snowplow's out-of-the-box mobile events to create a set of derived tables - screen views, sessions, and users. These contain many useful dimensions, as well as calculated measures such as screen views per session.
snowplow-mobile version | dbt versions | BigQuery | Databricks | Redshift | Snowflake | Postgres |
---|---|---|---|---|---|---|
1.0.0 | >=1.6.0 to <2.0.0 | โ | โ | โ | โ | โ |
0.7.2 | >=1.3.0 to <2.0.0 | โ | โ | โ | โ | โ |
0.6.3 | >=1.3.0 to <2.0.0 | โ | โ | โ | โ | โ |
0.5.5 | >=1.0.0 to <1.3.0 | โ | โ | โ | โ | โ |
0.2.0 | >=0.20.0 to <1.0.0 | โ | โ | โ | โ | โ |
Overviewโ
This model consists of a series of modules, each producing a table which serves as the input to the next module. The 'standard' modules are:
- Base: Performs the incremental logic, outputting the table
snowplow_mobile_base_events_this_run
which contains a de-duped data set of all events required for the current run of the model. - Screen Views: Aggregates event level data to a screen view level, on
screen_view_id
, outputting the tablesnowplow_mobile_screen_views
. - Sessions: Aggregates screen view level data to a session level, on
session_id
, outputting the tablesnowplow_mobile_sessions
. - Users: Aggregates session level data to a users level, on
device_user_id
, outputting the tablesnowplow_mobile_users
. - User Mapping: Provides a mapping between user identifiers,
device_user_id
anduser_id
, outputting the tablesnowplow_mobile_user_mapping
. This can be used for session stitching.
Contextsโ
The following contexts can be enabled depending on your tracker configuration:
- Mobile context
- Geolocation context
- Application context
- Screen context
By default they are disabled. They can be enabled by configuring the dbt_project.yml
file and setting the appropriate snowplow__enable_{context_type}_context
variable to true
.
Optional Modulesโ
Currently the App Errors module, used for crash reporting, is the only optional module. More will be added in the future as the tracker's functionality expands.
App Errorsโ
Assuming your tracker is capturing application_error
events, the module can be enabled by configuring the dbt_project.yml
file:
vars:
snowplow_mobile:
snowplow__enable_app_errors_module: true