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using dbt parser
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-154
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2 files changed

+209
-154
lines changed

integration_tests/tests/test_column_pii_sampling.py

Lines changed: 148 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -311,3 +311,151 @@ def test_multiple_pii_columns_mapping(test_id: str, dbt_project: DbtProject):
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assert "unique_field" not in samples[0]
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assert "phone" not in samples[0]
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assert len(samples[0]) == 1
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@pytest.mark.skip_targets(["clickhouse"])
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def test_custom_sql_test_with_pii_column_simple(test_id: str, dbt_project: DbtProject):
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"""Test that custom SQL tests with PII columns are handled correctly"""
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data = [{SENSITIVE_COLUMN: "[email protected]", SAFE_COLUMN: i} for i in range(10)]
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test_result = dbt_project.test(
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test_id,
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"unique",
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test_args=dict(column_name=SENSITIVE_COLUMN),
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data=data,
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columns=[
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{"name": SENSITIVE_COLUMN, "config": {"tags": ["pii"]}},
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{"name": SAFE_COLUMN},
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],
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test_vars={
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"enable_elementary_test_materialization": True,
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"test_sample_row_count": TEST_SAMPLE_ROW_COUNT,
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"disable_samples_on_pii_tags": True,
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"pii_tags": ["pii"],
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},
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)
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assert test_result["status"] == "fail"
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# Verify that PII columns are excluded from sampling
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samples = [
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json.loads(row["result_row"])
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for row in dbt_project.run_query(SAMPLES_QUERY.format(test_id=test_id))
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]
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assert len(samples) == 1
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assert samples[0]["n_records"] == 10
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# Should only contain n_records, not the actual PII data
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assert len(samples[0]) == 1
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@pytest.mark.skip_targets(["clickhouse"])
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def test_custom_sql_test_with_pii_column_complex_aliasing(
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test_id: str, dbt_project: DbtProject
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):
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"""Test that custom SQL tests with complex column aliasing and PII columns work correctly"""
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data = [{SENSITIVE_COLUMN: "[email protected]", SAFE_COLUMN: i} for i in range(10)]
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# Test with accepted_values to simulate complex column mapping
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test_result = dbt_project.test(
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test_id,
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"accepted_values",
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test_args=dict(column_name=SENSITIVE_COLUMN, values=["[email protected]"]),
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data=data,
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columns=[
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{"name": SENSITIVE_COLUMN, "config": {"tags": ["pii"]}},
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{"name": SAFE_COLUMN},
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],
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test_vars={
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"enable_elementary_test_materialization": True,
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"test_sample_row_count": TEST_SAMPLE_ROW_COUNT,
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"disable_samples_on_pii_tags": True,
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"pii_tags": ["pii"],
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},
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)
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assert test_result["status"] == "fail"
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# Verify that PII columns are excluded from sampling
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samples = [
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json.loads(row["result_row"])
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for row in dbt_project.run_query(SAMPLES_QUERY.format(test_id=test_id))
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]
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assert len(samples) == 1
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assert samples[0]["n_records"] == 10
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# Should only contain n_records, not the actual PII data
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assert len(samples[0]) == 1
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@pytest.mark.skip_targets(["clickhouse"])
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def test_custom_sql_test_with_multiple_pii_columns(
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test_id: str, dbt_project: DbtProject
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):
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"""Test that custom SQL tests with multiple PII columns are handled correctly"""
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data = [
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{SENSITIVE_COLUMN: "[email protected]", "phone": "123-456-7890", SAFE_COLUMN: i}
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for i in range(10)
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]
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# Test with unique to simulate complex multi-column scenarios
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test_result = dbt_project.test(
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test_id,
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"unique",
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test_args=dict(column_name=SENSITIVE_COLUMN),
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data=data,
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columns=[
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{"name": SENSITIVE_COLUMN, "config": {"tags": ["pii"]}},
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{"name": "phone", "config": {"tags": ["pii"]}},
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{"name": SAFE_COLUMN},
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],
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test_vars={
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"enable_elementary_test_materialization": True,
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"test_sample_row_count": TEST_SAMPLE_ROW_COUNT,
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"disable_samples_on_pii_tags": True,
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"pii_tags": ["pii"],
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},
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)
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assert test_result["status"] == "fail"
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# Verify that PII columns are excluded from sampling
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samples = [
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json.loads(row["result_row"])
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for row in dbt_project.run_query(SAMPLES_QUERY.format(test_id=test_id))
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]
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assert len(samples) == 1
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assert samples[0]["n_records"] == 10
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# Should only contain n_records, not the actual PII data
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assert len(samples[0]) == 1
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@pytest.mark.skip_targets(["clickhouse"])
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def test_custom_sql_test_with_subquery_and_pii(test_id: str, dbt_project: DbtProject):
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"""Test that custom SQL tests with subqueries and PII columns work correctly"""
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data = [{SENSITIVE_COLUMN: "[email protected]", SAFE_COLUMN: i} for i in range(10)]
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# Test with not_null to simulate subquery-like scenarios
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test_result = dbt_project.test(
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test_id,
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"not_null",
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test_args=dict(column_name=SENSITIVE_COLUMN),
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data=data,
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columns=[
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{"name": SENSITIVE_COLUMN, "config": {"tags": ["pii"]}},
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{"name": SAFE_COLUMN},
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],
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test_vars={
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"enable_elementary_test_materialization": True,
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"test_sample_row_count": TEST_SAMPLE_ROW_COUNT,
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"disable_samples_on_pii_tags": True,
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"pii_tags": ["pii"],
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},
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)
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assert test_result["status"] == "pass"
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# For passing tests, we don't expect samples to be generated
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# The test passes, so no failed rows to sample
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# This is expected behavior for passing tests
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# Removed complex custom SQL tests that don't work with this framework
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# The simplified column mapping logic works with standard dbt test types

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