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A test can now route its failures to different owners depending on which rows failed. Rules live under the test's meta; each pairs a SQL expression over the failing rows with a list of owners. Owners of all matching rules are unioned and replace the result's owners. When nothing matches, or the test passes, the result keeps its default owners. Supported for dbt tests (via the Elementary test materialization) and for anomaly tests, where expressions run against the anomalous rows only. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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dbt Fusion rejects meta placed directly on a source table, so the test errored before writing a result. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
MikaKerman
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A few general points:
- Supported tests: the hook covers non-Elementary dbt tests and the four anomaly tests.
schema_changes,exposure_schema_validityand a few other paths never read the config, so aresult_ownersthere is silently ignored. Worth a warning, or a line in the docs listing what's supported. - Docs: for dbt tests the expressions run against the columns the test SQL returns (for example
value_fieldforaccepted_values), not the source table's columns, and for dimension anomalies the column isdimension_value(multi-column dimensions joined with;). That needs examples in the docs. - More test coverage: an invalid expression, a multi-column dimension, the column and table anomaly paths (they use
metric_nameandcolumn_namein the group filter), a warn status, and a partial match in the anomaly path.
Heads up: there are still some open questions in the design (naming, how owners should behave on the dbt result versus the Cloud incident, error fallback for bad expressions) that we're discussing separately. They may affect the implementation, so I'll follow up once they're settled.
- Anomaly tests evaluate result_owners in a single query grouped by full_table_name, column_name and metric_name, instead of one anomaly scores query per result group (adds a group_by option to get_read_anomaly_scores_query). - result_owners rules are validated on every anomaly test run, not only when there are anomalies. - Matched owners are sorted, like the default owners. - Warn when result_owners is set on a test type that ignores it (schema change tests). - Tests: sorted owners, warn status, partial match, multi-column dimension, column anomalies per metric, volume anomalies. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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Review comments at @macros/edr/materializations/test/result_owners.sql:
- Around line 112-120: Update get_anomaly_result_owners_group_key to return a
tuple of the full table name, column name, and metric name instead of
concatenating uppercased values; preserve the original identifier casing so
distinct quoted columns such as Foo and FOO remain separate keys.
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Upper-casing the key could merge quoted columns that differ only in case. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Follows the design review: the meta key is conditional_result_owners and each item has a `condition` and `owners`, so the config isn't confused with the existing `owner` key or with alert rules. Configs with more than 100 conditions fail at compile time. The conditions query starts with a comment naming the test, to make a failing condition easy to trace. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Also document that the 100-condition cap is a deliberate guard. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Generated condition lists can go well past 100. 1500 stays under the strictest per-query column limits (Postgres 1664, Redshift 1600); a new test runs exactly 1500 conditions. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A rule can name a column of the tested model with the values to match, instead of a SQL condition. For dimension anomalies the column is matched against that dimension; for other tests against that column of the failing rows. A test that doesn't return the column skips the rule instead of erroring, so column rules are safe to set for many tests at once. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Column rules read the test's returned column names from an empty result and
lowercased them. Snowflake then failed on the quoted lowercase name
("value_field" is not VALUE_FIELD), and ClickHouse returns no column names for
an empty result, so the rule was skipped. Read the names in their actual case
from one failing row instead (limit 1, top 1 on T-SQL); column rules only run
when the test failed or warned, so there is a row.
Also applies black and sqlfmt formatting.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Column rules now read dimensions from the resolved test configuration, so dimensions set in the model config or vars are matched too. A single dimension's value is no longer split on "; ". Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Why
Owners can only be set on the asset or the test, so every failure of a test goes to the same owners. For multi-tenant or multi-region tables (one row set per country, region or business unit), a single dimension anomaly test should be able to send each failing dimension value to its own owner, instead of needing a separate test per value.
This change lets the test result row carry owners resolved from the rows that failed.
Config
There are two kinds of rules:
A
conditionis SQL evaluated against the test's failing rows (the columns the test returns, for examplevalue_fieldforaccepted_values, ordimension_valuefor dimension anomalies, with multi-column dimensions joined by"; "). It errors the test when the rows don't have a column it uses, so it's meant for the tests it was written for.A
columnrule names a column of the tested model and thevaluesto match. For dimension anomalies it's matched against that dimension (also within a multi-column dimension). For other tests it's matched against that column of the failing rows, and it's skipped when the test doesn't return that column. That makes column rules safe to set for many tests at once, for example on a folder.If any rule matches,
ownerson theelementary_test_resultsrow holds only the owners of every matching rule, sorted, replacing the default (asset) owners.If none matches, or the test passes, the row keeps its default owners (today's behaviour).
ownersaccepts a string, a comma-separated string, or a list.No schema change:
ownersalready exists on the result row.edralerts already add the model and test meta owners on top of it.Where it runs
limit 1query on the failing rows to read the returned column names, in their actual case, when there are column rules.full_table_name,column_nameandmetric_name(adds agroup_byoption toget_read_anomaly_scores_query), built withselect_overrideso it stays one CTE chain. Column rules are matched in the macro against the anomalous rows already read, so they add no query.Validation and limits
owners, and either a stringconditionor acolumnwithvalues, and at most 1500 conditions per test (stays under per-query column limits such as Postgres 1664). Mistakes fail at compile time.Tests
integration_tests/tests/test_conditional_result_owners.py: union of matching conditions, no match, passing test, sorted owners, warn status, too many conditions, dimension anomalies (single value, partial match, multi-column dimension), column anomalies per metric, volume anomalies; column rules on a dimension, on one part of a multi-column dimension, on a returned column (case-insensitive), skipped when the test doesn't return the column, and an item with bothconditionandcolumnerroring.🤖 Generated with Claude Code