diff --git a/ingestion/setup.py b/ingestion/setup.py
index d3721f29d84..b9b515c3193 100644
--- a/ingestion/setup.py
+++ b/ingestion/setup.py
@@ -275,6 +275,7 @@ dev = {
     # For publishing
     "twine",
     "build",
+    *plugins["sample-data"],
 }
 
 
diff --git a/ingestion/src/metadata/data_quality/validations/column/base/columnValuesMissingCount.py b/ingestion/src/metadata/data_quality/validations/column/base/columnValuesMissingCount.py
index f3d61223460..082cdc9f34c 100644
--- a/ingestion/src/metadata/data_quality/validations/column/base/columnValuesMissingCount.py
+++ b/ingestion/src/metadata/data_quality/validations/column/base/columnValuesMissingCount.py
@@ -46,7 +46,10 @@ class BaseColumnValuesMissingCountValidator(BaseTestValidator):
         """
         try:
             column: Union[SQALikeColumn, Column] = self._get_column_name()
-            null_res = self._run_results(Metrics.NULL_COUNT, column)
+            null_res = self._run_results(
+                Metrics.NULL_MISSING_COUNT,
+                column,
+            )
         except (ValueError, RuntimeError) as exc:
             msg = f"Error computing {self.test_case.fullyQualifiedName}: {exc}"  # type: ignore
             logger.debug(traceback.format_exc())
diff --git a/ingestion/src/metadata/profiler/metrics/registry.py b/ingestion/src/metadata/profiler/metrics/registry.py
index a95b17f49f7..a2219563f03 100644
--- a/ingestion/src/metadata/profiler/metrics/registry.py
+++ b/ingestion/src/metadata/profiler/metrics/registry.py
@@ -42,6 +42,7 @@ from metadata.profiler.metrics.static.min_length import MinLength
 from metadata.profiler.metrics.static.not_like_count import NotLikeCount
 from metadata.profiler.metrics.static.not_regexp_match_count import NotRegexCount
 from metadata.profiler.metrics.static.null_count import NullCount
+from metadata.profiler.metrics.static.null_missing_count import NullMissingCount
 from metadata.profiler.metrics.static.regexp_match_count import RegexCount
 from metadata.profiler.metrics.static.row_count import RowCount
 from metadata.profiler.metrics.static.stddev import StdDev
@@ -103,3 +104,6 @@ class Metrics(MetricRegistry):
 
     # Hybrid Metrics
     HISTOGRAM = Histogram
+
+    # Missing Count
+    NULL_MISSING_COUNT = NullMissingCount
diff --git a/ingestion/src/metadata/profiler/metrics/static/null_missing_count.py b/ingestion/src/metadata/profiler/metrics/static/null_missing_count.py
new file mode 100644
index 00000000000..1871efd51a1
--- /dev/null
+++ b/ingestion/src/metadata/profiler/metrics/static/null_missing_count.py
@@ -0,0 +1,73 @@
+#  Copyright 2021 Collate
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#  http://www.apache.org/licenses/LICENSE-2.0
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
+"""
+Null Count Metric definition
+"""
+# pylint: disable=duplicate-code
+
+
+from sqlalchemy import case, column
+
+from metadata.generated.schema.configuration.profilerConfiguration import MetricType
+from metadata.profiler.metrics.core import StaticMetric, _label
+from metadata.profiler.orm.functions.sum import SumFn
+
+
+class NullMissingCount(StaticMetric):
+    """
+    NULL + Empty COUNT Metric
+
+    Given a column, return the null count.
+
+    We are building a CASE WHEN structure:
+    ```
+    SUM(
+        CASE is not null THEN 1
+        ELSE 0
+    )
+    ```
+    """
+
+    @classmethod
+    def name(cls):
+        """
+        Returns the name of the metric.
+        """
+        return MetricType.nullCount.value
+
+    @property
+    def metric_type(self):
+        """
+        Returns the type of the metric.
+        """
+        return int
+
+    @_label
+    def fn(self):
+        """
+        Returns the SQLAlchemy function for calculating the metric.
+        """
+        return SumFn(
+            case(
+                [
+                    (column(self.col.name, self.col.type).is_(None), 1),
+                    (column(self.col.name, self.col.type).__eq__(""), 1),
+                ],
+                else_=0,
+            )
+        )
+
+    def df_fn(self, dfs=None):
+        """
+        Returns the pandas function for calculating the metric.
+        """
+        return sum(df[self.col.name].isnull().sum() for df in dfs)
diff --git a/ingestion/src/metadata/profiler/source/base/profiler_source.py b/ingestion/src/metadata/profiler/source/base/profiler_source.py
index 4609692d8a1..e6ce06501fe 100644
--- a/ingestion/src/metadata/profiler/source/base/profiler_source.py
+++ b/ingestion/src/metadata/profiler/source/base/profiler_source.py
@@ -199,7 +199,7 @@ class ProfilerSource(ProfilerSourceInterface):
         db_service: Optional[DatabaseService],
     ) -> ProfilerInterface:
         """Create sqlalchemy profiler interface"""
-        from metadata.profiler.interface.profiler_interface_factory import (
+        from metadata.profiler.interface.profiler_interface_factory import (  # pylint: disable=import-outside-toplevel
             profiler_interface_factory,
         )
 
diff --git a/ingestion/tests/unit/test_suite/conftest.py b/ingestion/tests/unit/test_suite/conftest.py
index a2c906cde98..05d3685707e 100644
--- a/ingestion/tests/unit/test_suite/conftest.py
+++ b/ingestion/tests/unit/test_suite/conftest.py
@@ -102,7 +102,7 @@ def create_sqlite_table():
                 name="John",
                 first_name="Jo",
                 fullname="John Doe",
-                nickname="johnny b goode",
+                nickname="",
                 age=30,
                 inserted_date=datetime.today() - timedelta(days=i),
             ),
diff --git a/ingestion/tests/unit/test_suite/test_validations_databases.py b/ingestion/tests/unit/test_suite/test_validations_databases.py
index 9d779434c71..321039ff056 100644
--- a/ingestion/tests/unit/test_suite/test_validations_databases.py
+++ b/ingestion/tests/unit/test_suite/test_validations_databases.py
@@ -66,8 +66,8 @@ EXECUTION_DATE = datetime.strptime("2021-07-03", "%Y-%m-%d")
             "COLUMN",
             (
                 TestCaseResult,
+                "0",
                 "8",
-                "14",
                 TestCaseStatus.Failed,
                 20.0,
                 10.0,
@@ -216,9 +216,9 @@ EXECUTION_DATE = datetime.strptime("2021-07-03", "%Y-%m-%d")
             "COLUMN",
             (
                 TestCaseResult,
-                "10",
+                "20",
                 None,
-                TestCaseStatus.Success,
+                TestCaseStatus.Failed,
                 None,
                 None,
                 None,
@@ -229,7 +229,7 @@ EXECUTION_DATE = datetime.strptime("2021-07-03", "%Y-%m-%d")
             "test_case_column_values_missing_count_to_be_equal_missing_values",
             "columnValuesMissingCount",
             "COLUMN",
-            (TestCaseResult, "20", None, TestCaseStatus.Failed, None, None, None, None),
+            (TestCaseResult, "30", None, TestCaseStatus.Failed, None, None, None, None),
         ),
         (
             "test_case_column_values_not_in_set",