Test selection examples
Test selection works a little differently from other resource selection. This makes it very easy to:
- run tests on a particular model
- run tests on all models in a subdirectory
- run tests on all models upstream / downstream of a model, etc.
Like all resource types, tests can be selected directly, by methods and operators that capture one of their attributes: their name, properties, tags, etc.
Unlike other resource types, tests can also be selected indirectly. If a selection method or operator includes a test's parent(s), the test will also be selected. See below for more details.
Test selection is powerful, and we know it can be tricky. To that end, we've included lots of examples below:
Direct selection
Run generic tests only:
dbt test --select "test_type:generic"
Run singular tests only:
dbt test --select "test_type:singular"
In both cases, test_type
checks a property of the test itself. These are forms of "direct" test selection.
Indirect selection
You can use the following modes to configure the behavior when performing indirect selection (with eager
mode as the default). Test exclusion is always greedy: if ANY parent is explicitly excluded, the test will be excluded as well.
The buildable
and cautious
modes can be useful when you're only building a subset of your DAG, and you want to avoid test failures in eager
mode caused by unbuilt resources. You can also achieve this with deferral.
Eager mode
By default, runs tests if any of the parent nodes are selected, regardless of whether all dependencies are met. This includes ANY tests that reference the selected nodes. Models will be built if they depend on the selected model. In this mode, any tests depending on unbuilt resources will raise an error.
Buildable mode
Only runs tests that refer to selected nodes (or their ancestors). This mode is slightly more inclusive than cautious
by including tests whose references are each within the selected nodes (or their ancestors). This mode is useful when a test depends on a model and a direct ancestor of that model, like confirming an aggregation has the same totals as its input.
Cautious mode
Ensures that tests are executed and models are built only when all necessary dependencies of the selected models are met. Restricts tests to only those that exclusively reference selected nodes. Tests will only be executed if all the nodes they depend on are selected, which prevents tests from running if one or more of its parent nodes are unselected and, consequently, unbuilt.
Empty mode
Restricts the build to only the selected node and ignores any indirect dependencies, including tests. It doesn't execute any tests, whether they are directly attached to the selected node or not. The empty mode does not include any tests and is automatically used for interactive compilation.
Indirect selection examples
To visualize these methods, suppose you have model_a
, model_b
, and model_c
and associated data tests. The following illustrates which tests will be run when you execute dbt build
with the various indirect selection modes:
- Eager mode (default)
- Buildable mode
- Cautious mode
- Empty mode
In this example, during the build process, any test that depends on the selected "orders" model or its dependent models will be executed, even if it depends other models as well.
dbt test --select "orders"
dbt build --select "orders"
In this example, dbt executes tests that reference "orders" within the selected nodes (or their ancestors).
dbt test --select "orders" --indirect-selection=buildable
dbt build --select "orders" --indirect-selection=buildable
In this example, only tests that depend exclusively on the "orders" model will be executed:
dbt test --select "orders" --indirect-selection=cautious
dbt build --select "orders" --indirect-selection=cautious
This mode does not execute any tests, whether they are directly attached to the selected node or not.
dbt test --select "orders" --indirect-selection=empty
dbt build --select "orders" --indirect-selection=empty
Test selection syntax examples
Setting indirect_selection
can also be specified in a yaml selector.
The following examples should feel somewhat familiar if you're used to executing dbt run
with the --select
option to build parts of your DAG:
# Run tests on a model (indirect selection)
dbt test --select "customers"
# Run tests on two or more specific models (indirect selection)
dbt test --select "customers orders"
# Run tests on all models in the models/staging/jaffle_shop directory (indirect selection)
dbt test --select "staging.jaffle_shop"
# Run tests downstream of a model (note this will select those tests directly!)
dbt test --select "stg_customers+"
# Run tests upstream of a model (indirect selection)
dbt test --select "+stg_customers"
# Run tests on all models with a particular tag (direct + indirect)
dbt test --select "tag:my_model_tag"
# Run tests on all models with a particular materialization (indirect selection)
dbt test --select "config.materialized:table"
The same principle can be extended to tests defined on other resource types. In these cases, we will execute all tests defined on certain sources via the source:
selection method:
# tests on all sources
dbt test --select "source:*"
# tests on one source
dbt test --select "source:jaffle_shop"
# tests on two or more specific sources
dbt test --select "source:jaffle_shop source:raffle_bakery"
# tests on one source table
dbt test --select "source:jaffle_shop.customers"
# tests on everything _except_ sources
dbt test --exclude "source:*"
More complex selection
Through the combination of direct and indirect selection, there are many ways to accomplish the same outcome. Let's say we have a data test named assert_total_payment_amount_is_positive
that depends on a model named payments
. All of the following would manage to select and execute that test specifically:
dbt test --select "assert_total_payment_amount_is_positive" # directly select the test by name
dbt test --select "payments,test_type:singular" # indirect selection, v1.2
dbt test --select "payments,test_type:data" # indirect selection, v0.18.0
dbt test --select "payments" --data # indirect selection, earlier versions
As long as you can select a common property of a group of resources, indirect selection allows you to execute all the tests on those resources, too. In the example above, we saw it was possible to test all table-materialized models. This principle can be extended to other resource types, too:
# Run tests on all models with a particular materialization
dbt test --select "config.materialized:table"
# Run tests on all seeds, which use the 'seed' materialization
dbt test --select "config.materialized:seed"
# Run tests on all snapshots, which use the 'snapshot' materialization
dbt test --select "config.materialized:snapshot"
Note that this functionality may change in future versions of dbt.
Run tests on tagged columns
Because the column order_id
is tagged my_column_tag
, the test itself also receives the tag my_column_tag
. Because of that, this is an example of direct selection.
version: 2
models:
- name: orders
columns:
- name: order_id
tags: [my_column_tag]
tests:
- unique
dbt test --select "tag:my_column_tag"
Currently, tests "inherit" tags applied to columns, sources, and source tables. They do not inherit tags applied to models, seeds, or snapshots. In all likelihood, those tests would still be selected indirectly, because the tag selects its parent. This is a subtle distinction, and it may change in future versions of dbt.
Run tagged tests only
This is an even clearer example of direct selection: the test itself is tagged my_test_tag
, and selected accordingly.
version: 2
models:
- name: orders
columns:
- name: order_id
tests:
- unique:
tags: [my_test_tag]
dbt test --select "tag:my_test_tag"