diff --git a/integration_tests/tests/test_disable_samples_config.py b/integration_tests/tests/test_disable_samples_config.py
new file mode 100644
index 000000000..1e8467eb3
--- /dev/null
+++ b/integration_tests/tests/test_disable_samples_config.py
@@ -0,0 +1,121 @@
+import json
+
+import pytest
+from dbt_project import DbtProject
+
+COLUMN_NAME = "sensitive_data"
+
+SAMPLES_QUERY = """
+    with latest_elementary_test_result as (
+        select id
+        from {{ ref("elementary_test_results") }}
+        where lower(table_name) = lower('{test_id}')
+        order by created_at desc
+        limit 1
+    )
+
+    select result_row
+    from {{ ref("test_result_rows") }}
+    where elementary_test_results_id in (select * from latest_elementary_test_result)
+"""
+
+
+@pytest.mark.skip_targets(["clickhouse"])
+def test_disable_samples_config_prevents_sampling(
+    test_id: str, dbt_project: DbtProject
+):
+    null_count = 20
+    data = [{COLUMN_NAME: None} for _ in range(null_count)]
+
+    columns = [
+        {
+            "name": COLUMN_NAME,
+            "config": {"disable_samples": True},
+            "tests": [{"not_null": {}}],
+        }
+    ]
+
+    test_result = dbt_project.test(
+        test_id,
+        "not_null",
+        columns=columns,
+        data=data,
+        test_vars={
+            "enable_elementary_test_materialization": True,
+            "test_sample_row_count": 5,
+        },
+    )
+    assert test_result["status"] == "fail"
+
+    samples = [
+        json.loads(row["result_row"])
+        for row in dbt_project.run_query(SAMPLES_QUERY.format(test_id=test_id))
+    ]
+    assert len(samples) == 0
+
+
+@pytest.mark.skip_targets(["clickhouse"])
+def test_disable_samples_false_allows_sampling(test_id: str, dbt_project: DbtProject):
+    null_count = 20
+    data = [{COLUMN_NAME: None} for _ in range(null_count)]
+
+    columns = [
+        {
+            "name": COLUMN_NAME,
+            "config": {"disable_samples": False},
+            "tests": [{"not_null": {}}],
+        }
+    ]
+
+    test_result = dbt_project.test(
+        test_id,
+        "not_null",
+        columns=columns,
+        data=data,
+        test_vars={
+            "enable_elementary_test_materialization": True,
+            "test_sample_row_count": 5,
+        },
+    )
+    assert test_result["status"] == "fail"
+
+    samples = [
+        json.loads(row["result_row"])
+        for row in dbt_project.run_query(SAMPLES_QUERY.format(test_id=test_id))
+    ]
+    assert len(samples) == 5
+    assert all([row == {COLUMN_NAME: None} for row in samples])
+
+
+@pytest.mark.skip_targets(["clickhouse"])
+def test_disable_samples_config_overrides_pii_tags(
+    test_id: str, dbt_project: DbtProject
+):
+    null_count = 20
+    data = [{COLUMN_NAME: None} for _ in range(null_count)]
+
+    columns = [
+        {
+            "name": COLUMN_NAME,
+            "config": {"disable_samples": True, "tags": ["pii"]},
+            "tests": [{"not_null": {}}],
+        }
+    ]
+
+    test_result = dbt_project.test(
+        test_id,
+        "not_null",
+        columns=columns,
+        data=data,
+        test_vars={
+            "enable_elementary_test_materialization": True,
+            "test_sample_row_count": 5,
+        },
+    )
+    assert test_result["status"] == "fail"
+
+    samples = [
+        json.loads(row["result_row"])
+        for row in dbt_project.run_query(SAMPLES_QUERY.format(test_id=test_id))
+    ]
+    assert len(samples) == 0
diff --git a/macros/edr/materializations/test/test.sql b/macros/edr/materializations/test/test.sql
index a63f89f0a..bcbb58831 100644
--- a/macros/edr/materializations/test/test.sql
+++ b/macros/edr/materializations/test/test.sql
@@ -111,6 +111,12 @@
     {% do elementary.debug_log("Skipping sample query because the test passed.") %}
     {% do return([]) %}
   {% endif %}
+  
+  {% if elementary.is_sampling_disabled_for_column(elementary.flatten_test(model)) %}
+    {% do elementary.debug_log("Skipping sample query because disable_samples is true for this column.") %}
+    {% do return([]) %}
+  {% endif %}
+  
   {% set query %}
     with test_results as (
       {{ sql }}
@@ -120,6 +126,24 @@
   {% do return(elementary.agate_to_dicts(elementary.run_query(query))) %}
 {% endmacro %}
 
+{% macro is_sampling_disabled_for_column(flattened_test) %}
+  {% set test_column_name = elementary.insensitive_get_dict_value(flattened_test, 'test_column_name') %}
+  {% set parent_model_unique_id = elementary.insensitive_get_dict_value(flattened_test, 'parent_model_unique_id') %}
+  
+  {% if not test_column_name or not parent_model_unique_id %}
+    {% do return(false) %}
+  {% endif %}
+  
+  {% set parent_model = elementary.get_node(parent_model_unique_id) %}
+  {% if parent_model and parent_model.get('columns') %}
+    {% set column_config = parent_model.get('columns', {}).get(test_column_name, {}).get('config', {}) %}
+    {% set disable_samples = elementary.safe_get_with_default(column_config, 'disable_samples', false) %}
+    {% do return(disable_samples) %}
+  {% endif %}
+  
+  {% do return(false) %}
+{% endmacro %}
+
 {% macro cache_elementary_test_results_rows(elementary_test_results_rows) %}
   {% do elementary.get_cache("elementary_test_results").update({model.unique_id: elementary_test_results_rows}) %}
 {% endmacro %}