diff --git a/metricflow/test/fixtures/semantic_manifest_yamls/extended_date_manifest/metrics/bookings_monthly_cumulative.yaml b/metricflow/test/fixtures/semantic_manifest_yamls/extended_date_manifest/metrics/bookings_monthly_cumulative.yaml
new file mode 100644
index 0000000000..43463b8dc8
--- /dev/null
+++ b/metricflow/test/fixtures/semantic_manifest_yamls/extended_date_manifest/metrics/bookings_monthly_cumulative.yaml
@@ -0,0 +1,7 @@
+metric:
+  name: trailing_3_months_bookings
+  description: Prior 3 months' bookings. Tests a cumulative metric with non-day granularity.
+  type: cumulative
+  type_params:
+    measure: bookings_monthly
+    window: 3 month
diff --git a/metricflow/test/integration/test_cases/itest_cumulative_metric.yaml b/metricflow/test/integration/test_cases/itest_cumulative_metric.yaml
index a86a9ea838..521af2bb87 100644
--- a/metricflow/test/integration/test_cases/itest_cumulative_metric.yaml
+++ b/metricflow/test/integration/test_cases/itest_cumulative_metric.yaml
@@ -347,3 +347,40 @@ integration_test:
       OR {{ render_time_constraint("a.ds", "2020-01-04", "2020-01-04") }}
     GROUP BY a.ds
     ORDER BY a.ds
+---
+integration_test:
+  name: cumulative_metric_month_granularity
+  description: Query a cumulative metric that uses non-day granularity.
+  model: EXTENDED_DATE_MODEL
+  metrics: ["trailing_3_months_bookings"]
+  group_bys: ["metric_time__month"]
+  order_bys: ["metric_time__month"]
+  time_constraint: ["2020-03-05", "2021-01-04"]
+  check_query: |
+    SELECT
+      subq_3.metric_time__month
+      , SUM(subq_2.bookings_monthly) AS trailing_3_months_bookings
+    FROM (
+      SELECT
+        {{ render_date_trunc("ds", TimeGranularity.MONTH) }} AS metric_time__month
+      FROM {{ source_schema }}.mf_time_spine
+      WHERE {{ render_time_constraint("ds", "2020-03-01", "2021-01-31") }}
+      GROUP BY
+        {{ render_date_trunc("ds", TimeGranularity.MONTH) }}
+    ) subq_3
+    INNER JOIN (
+      SELECT
+        {{ render_date_trunc("ds", TimeGranularity.MONTH) }} AS metric_time__month
+        , bookings_monthly
+      FROM {{ source_schema }}.fct_bookings_extended_monthly
+      WHERE {{ render_time_constraint(render_date_trunc("ds", TimeGranularity.MONTH), "2019-12-01", "2021-01-31") }}
+    ) subq_2
+    ON (
+        subq_2.metric_time__month <= subq_3.metric_time__month
+      ) AND (
+        subq_2.metric_time__month > {{ render_date_sub("subq_3", "metric_time__month", 3, TimeGranularity.MONTH) }}
+      )
+    WHERE {{ render_time_constraint("subq_3.metric_time__month", "2020-03-01", "2021-01-31") }}
+    GROUP BY
+      subq_3.metric_time__month
+    ORDER BY subq_3.metric_time__month
diff --git a/metricflow/test/query_rendering/test_cumulative_metric_rendering.py b/metricflow/test/query_rendering/test_cumulative_metric_rendering.py
index f2bf7d50f4..38a59242fe 100644
--- a/metricflow/test/query_rendering/test_cumulative_metric_rendering.py
+++ b/metricflow/test/query_rendering/test_cumulative_metric_rendering.py
@@ -23,6 +23,7 @@
 from metricflow.test.fixtures.model_fixtures import ConsistentIdObjectRepository
 from metricflow.test.fixtures.setup_fixtures import MetricFlowTestSessionState
 from metricflow.test.query_rendering.compare_rendered_query import convert_and_check
+from metricflow.test.time.metric_time_dimension import MTD_SPEC_MONTH
 
 
 @pytest.mark.sql_engine_snapshot
@@ -264,3 +265,33 @@ def test_cumulative_metric_grain_to_date(
         sql_client=sql_client,
         node=dataflow_plan.sink_output_nodes[0].parent_node,
     )
+
+
+@pytest.mark.sql_engine_snapshot
+def test_cumulative_metric_month(
+    request: FixtureRequest,
+    mf_test_session_state: MetricFlowTestSessionState,
+    extended_date_dataflow_plan_builder: DataflowPlanBuilder,
+    extended_date_dataflow_to_sql_converter: DataflowToSqlQueryPlanConverter,
+    consistent_id_object_repository: ConsistentIdObjectRepository,
+    sql_client: SqlClient,
+) -> None:
+    """Tests rendering a query for a cumulative metric based on a monthly time dimension."""
+    dataflow_plan = extended_date_dataflow_plan_builder.build_plan(
+        MetricFlowQuerySpec(
+            metric_specs=(MetricSpec(element_name="trailing_3_months_bookings"),),
+            dimension_specs=(),
+            time_dimension_specs=(MTD_SPEC_MONTH,),
+            time_range_constraint=TimeRangeConstraint(
+                start_time=as_datetime("2020-03-05"), end_time=as_datetime("2021-01-04")
+            ),
+        )
+    )
+
+    convert_and_check(
+        request=request,
+        mf_test_session_state=mf_test_session_state,
+        dataflow_to_sql_converter=extended_date_dataflow_to_sql_converter,
+        sql_client=sql_client,
+        node=dataflow_plan.sink_output_nodes[0].parent_node,
+    )
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/BigQuery/test_cumulative_metric_month__plan0.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/BigQuery/test_cumulative_metric_month__plan0.sql
new file mode 100644
index 0000000000..ca19294f53
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/BigQuery/test_cumulative_metric_month__plan0.sql
@@ -0,0 +1,136 @@
+-- Compute Metrics via Expressions
+SELECT
+  subq_8.metric_time__month
+  , subq_8.bookings_monthly AS trailing_3_months_bookings
+FROM (
+  -- Aggregate Measures
+  SELECT
+    subq_7.metric_time__month
+    , SUM(subq_7.bookings_monthly) AS bookings_monthly
+  FROM (
+    -- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+    SELECT
+      subq_6.metric_time__month
+      , subq_6.bookings_monthly
+    FROM (
+      -- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+      SELECT
+        subq_5.metric_time__month
+        , subq_5.bookings_monthly
+      FROM (
+        -- Join Self Over Time Range
+        SELECT
+          subq_3.metric_time__month AS metric_time__month
+          , subq_2.monthly_ds__month AS monthly_ds__month
+          , subq_2.monthly_ds__quarter AS monthly_ds__quarter
+          , subq_2.monthly_ds__year AS monthly_ds__year
+          , subq_2.monthly_ds__extract_year AS monthly_ds__extract_year
+          , subq_2.monthly_ds__extract_quarter AS monthly_ds__extract_quarter
+          , subq_2.monthly_ds__extract_month AS monthly_ds__extract_month
+          , subq_2.booking__monthly_ds__month AS booking__monthly_ds__month
+          , subq_2.booking__monthly_ds__quarter AS booking__monthly_ds__quarter
+          , subq_2.booking__monthly_ds__year AS booking__monthly_ds__year
+          , subq_2.booking__monthly_ds__extract_year AS booking__monthly_ds__extract_year
+          , subq_2.booking__monthly_ds__extract_quarter AS booking__monthly_ds__extract_quarter
+          , subq_2.booking__monthly_ds__extract_month AS booking__monthly_ds__extract_month
+          , subq_2.metric_time__quarter AS metric_time__quarter
+          , subq_2.metric_time__year AS metric_time__year
+          , subq_2.metric_time__extract_year AS metric_time__extract_year
+          , subq_2.metric_time__extract_quarter AS metric_time__extract_quarter
+          , subq_2.metric_time__extract_month AS metric_time__extract_month
+          , subq_2.listing AS listing
+          , subq_2.booking__listing AS booking__listing
+          , subq_2.bookings_monthly AS bookings_monthly
+        FROM (
+          -- Time Spine
+          SELECT
+            DATE_TRUNC(subq_4.ds, month) AS metric_time__month
+          FROM ***************************.mf_time_spine subq_4
+          WHERE subq_4.ds BETWEEN '2020-03-05' AND '2021-01-04'
+          GROUP BY
+            metric_time__month
+        ) subq_3
+        INNER JOIN (
+          -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+          SELECT
+            subq_1.monthly_ds__month
+            , subq_1.monthly_ds__quarter
+            , subq_1.monthly_ds__year
+            , subq_1.monthly_ds__extract_year
+            , subq_1.monthly_ds__extract_quarter
+            , subq_1.monthly_ds__extract_month
+            , subq_1.booking__monthly_ds__month
+            , subq_1.booking__monthly_ds__quarter
+            , subq_1.booking__monthly_ds__year
+            , subq_1.booking__monthly_ds__extract_year
+            , subq_1.booking__monthly_ds__extract_quarter
+            , subq_1.booking__monthly_ds__extract_month
+            , subq_1.metric_time__month
+            , subq_1.metric_time__quarter
+            , subq_1.metric_time__year
+            , subq_1.metric_time__extract_year
+            , subq_1.metric_time__extract_quarter
+            , subq_1.metric_time__extract_month
+            , subq_1.listing
+            , subq_1.booking__listing
+            , subq_1.bookings_monthly
+          FROM (
+            -- Metric Time Dimension 'monthly_ds'
+            SELECT
+              subq_0.monthly_ds__month
+              , subq_0.monthly_ds__quarter
+              , subq_0.monthly_ds__year
+              , subq_0.monthly_ds__extract_year
+              , subq_0.monthly_ds__extract_quarter
+              , subq_0.monthly_ds__extract_month
+              , subq_0.booking__monthly_ds__month
+              , subq_0.booking__monthly_ds__quarter
+              , subq_0.booking__monthly_ds__year
+              , subq_0.booking__monthly_ds__extract_year
+              , subq_0.booking__monthly_ds__extract_quarter
+              , subq_0.booking__monthly_ds__extract_month
+              , subq_0.monthly_ds__month AS metric_time__month
+              , subq_0.monthly_ds__quarter AS metric_time__quarter
+              , subq_0.monthly_ds__year AS metric_time__year
+              , subq_0.monthly_ds__extract_year AS metric_time__extract_year
+              , subq_0.monthly_ds__extract_quarter AS metric_time__extract_quarter
+              , subq_0.monthly_ds__extract_month AS metric_time__extract_month
+              , subq_0.listing
+              , subq_0.booking__listing
+              , subq_0.bookings_monthly
+            FROM (
+              -- Read Elements From Semantic Model 'bookings_monthly_source'
+              SELECT
+                bookings_monthly_source_src_10026.bookings_monthly
+                , DATE_TRUNC(bookings_monthly_source_src_10026.ds, month) AS monthly_ds__month
+                , DATE_TRUNC(bookings_monthly_source_src_10026.ds, quarter) AS monthly_ds__quarter
+                , DATE_TRUNC(bookings_monthly_source_src_10026.ds, year) AS monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_month
+                , DATE_TRUNC(bookings_monthly_source_src_10026.ds, month) AS booking__monthly_ds__month
+                , DATE_TRUNC(bookings_monthly_source_src_10026.ds, quarter) AS booking__monthly_ds__quarter
+                , DATE_TRUNC(bookings_monthly_source_src_10026.ds, year) AS booking__monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_month
+                , bookings_monthly_source_src_10026.listing_id AS listing
+                , bookings_monthly_source_src_10026.listing_id AS booking__listing
+              FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+            ) subq_0
+          ) subq_1
+          WHERE subq_1.metric_time__month BETWEEN '2019-12-05' AND '2021-01-04'
+        ) subq_2
+        ON
+          (
+            subq_2.metric_time__month <= subq_3.metric_time__month
+          ) AND (
+            subq_2.metric_time__month > DATE_SUB(CAST(subq_3.metric_time__month AS DATETIME), INTERVAL 3 month)
+          )
+      ) subq_5
+    ) subq_6
+    WHERE subq_6.metric_time__month BETWEEN '2020-03-05' AND '2021-01-04'
+  ) subq_7
+  GROUP BY
+    metric_time__month
+) subq_8
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/BigQuery/test_cumulative_metric_month__plan0_optimized.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/BigQuery/test_cumulative_metric_month__plan0_optimized.sql
new file mode 100644
index 0000000000..e01ff82d55
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/BigQuery/test_cumulative_metric_month__plan0_optimized.sql
@@ -0,0 +1,36 @@
+-- Join Self Over Time Range
+-- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+-- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+-- Aggregate Measures
+-- Compute Metrics via Expressions
+SELECT
+  subq_12.metric_time__month AS metric_time__month
+  , SUM(subq_11.bookings_monthly) AS trailing_3_months_bookings
+FROM (
+  -- Time Spine
+  SELECT
+    DATE_TRUNC(ds, month) AS metric_time__month
+  FROM ***************************.mf_time_spine subq_13
+  WHERE ds BETWEEN '2020-03-05' AND '2021-01-04'
+  GROUP BY
+    metric_time__month
+) subq_12
+INNER JOIN (
+  -- Read Elements From Semantic Model 'bookings_monthly_source'
+  -- Metric Time Dimension 'monthly_ds'
+  -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+  SELECT
+    DATE_TRUNC(ds, month) AS metric_time__month
+    , bookings_monthly
+  FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+  WHERE DATE_TRUNC(ds, month) BETWEEN '2019-12-05' AND '2021-01-04'
+) subq_11
+ON
+  (
+    subq_11.metric_time__month <= subq_12.metric_time__month
+  ) AND (
+    subq_11.metric_time__month > DATE_SUB(CAST(subq_12.metric_time__month AS DATETIME), INTERVAL 3 month)
+  )
+WHERE subq_12.metric_time__month BETWEEN '2020-03-05' AND '2021-01-04'
+GROUP BY
+  metric_time__month
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Databricks/test_cumulative_metric_month__plan0.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Databricks/test_cumulative_metric_month__plan0.sql
new file mode 100644
index 0000000000..e42f8a0b2b
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Databricks/test_cumulative_metric_month__plan0.sql
@@ -0,0 +1,136 @@
+-- Compute Metrics via Expressions
+SELECT
+  subq_8.metric_time__month
+  , subq_8.bookings_monthly AS trailing_3_months_bookings
+FROM (
+  -- Aggregate Measures
+  SELECT
+    subq_7.metric_time__month
+    , SUM(subq_7.bookings_monthly) AS bookings_monthly
+  FROM (
+    -- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+    SELECT
+      subq_6.metric_time__month
+      , subq_6.bookings_monthly
+    FROM (
+      -- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+      SELECT
+        subq_5.metric_time__month
+        , subq_5.bookings_monthly
+      FROM (
+        -- Join Self Over Time Range
+        SELECT
+          subq_3.metric_time__month AS metric_time__month
+          , subq_2.monthly_ds__month AS monthly_ds__month
+          , subq_2.monthly_ds__quarter AS monthly_ds__quarter
+          , subq_2.monthly_ds__year AS monthly_ds__year
+          , subq_2.monthly_ds__extract_year AS monthly_ds__extract_year
+          , subq_2.monthly_ds__extract_quarter AS monthly_ds__extract_quarter
+          , subq_2.monthly_ds__extract_month AS monthly_ds__extract_month
+          , subq_2.booking__monthly_ds__month AS booking__monthly_ds__month
+          , subq_2.booking__monthly_ds__quarter AS booking__monthly_ds__quarter
+          , subq_2.booking__monthly_ds__year AS booking__monthly_ds__year
+          , subq_2.booking__monthly_ds__extract_year AS booking__monthly_ds__extract_year
+          , subq_2.booking__monthly_ds__extract_quarter AS booking__monthly_ds__extract_quarter
+          , subq_2.booking__monthly_ds__extract_month AS booking__monthly_ds__extract_month
+          , subq_2.metric_time__quarter AS metric_time__quarter
+          , subq_2.metric_time__year AS metric_time__year
+          , subq_2.metric_time__extract_year AS metric_time__extract_year
+          , subq_2.metric_time__extract_quarter AS metric_time__extract_quarter
+          , subq_2.metric_time__extract_month AS metric_time__extract_month
+          , subq_2.listing AS listing
+          , subq_2.booking__listing AS booking__listing
+          , subq_2.bookings_monthly AS bookings_monthly
+        FROM (
+          -- Time Spine
+          SELECT
+            DATE_TRUNC('month', subq_4.ds) AS metric_time__month
+          FROM ***************************.mf_time_spine subq_4
+          WHERE subq_4.ds BETWEEN '2020-03-05' AND '2021-01-04'
+          GROUP BY
+            DATE_TRUNC('month', subq_4.ds)
+        ) subq_3
+        INNER JOIN (
+          -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+          SELECT
+            subq_1.monthly_ds__month
+            , subq_1.monthly_ds__quarter
+            , subq_1.monthly_ds__year
+            , subq_1.monthly_ds__extract_year
+            , subq_1.monthly_ds__extract_quarter
+            , subq_1.monthly_ds__extract_month
+            , subq_1.booking__monthly_ds__month
+            , subq_1.booking__monthly_ds__quarter
+            , subq_1.booking__monthly_ds__year
+            , subq_1.booking__monthly_ds__extract_year
+            , subq_1.booking__monthly_ds__extract_quarter
+            , subq_1.booking__monthly_ds__extract_month
+            , subq_1.metric_time__month
+            , subq_1.metric_time__quarter
+            , subq_1.metric_time__year
+            , subq_1.metric_time__extract_year
+            , subq_1.metric_time__extract_quarter
+            , subq_1.metric_time__extract_month
+            , subq_1.listing
+            , subq_1.booking__listing
+            , subq_1.bookings_monthly
+          FROM (
+            -- Metric Time Dimension 'monthly_ds'
+            SELECT
+              subq_0.monthly_ds__month
+              , subq_0.monthly_ds__quarter
+              , subq_0.monthly_ds__year
+              , subq_0.monthly_ds__extract_year
+              , subq_0.monthly_ds__extract_quarter
+              , subq_0.monthly_ds__extract_month
+              , subq_0.booking__monthly_ds__month
+              , subq_0.booking__monthly_ds__quarter
+              , subq_0.booking__monthly_ds__year
+              , subq_0.booking__monthly_ds__extract_year
+              , subq_0.booking__monthly_ds__extract_quarter
+              , subq_0.booking__monthly_ds__extract_month
+              , subq_0.monthly_ds__month AS metric_time__month
+              , subq_0.monthly_ds__quarter AS metric_time__quarter
+              , subq_0.monthly_ds__year AS metric_time__year
+              , subq_0.monthly_ds__extract_year AS metric_time__extract_year
+              , subq_0.monthly_ds__extract_quarter AS metric_time__extract_quarter
+              , subq_0.monthly_ds__extract_month AS metric_time__extract_month
+              , subq_0.listing
+              , subq_0.booking__listing
+              , subq_0.bookings_monthly
+            FROM (
+              -- Read Elements From Semantic Model 'bookings_monthly_source'
+              SELECT
+                bookings_monthly_source_src_10026.bookings_monthly
+                , DATE_TRUNC('month', bookings_monthly_source_src_10026.ds) AS monthly_ds__month
+                , DATE_TRUNC('quarter', bookings_monthly_source_src_10026.ds) AS monthly_ds__quarter
+                , DATE_TRUNC('year', bookings_monthly_source_src_10026.ds) AS monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_month
+                , DATE_TRUNC('month', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__month
+                , DATE_TRUNC('quarter', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__quarter
+                , DATE_TRUNC('year', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_month
+                , bookings_monthly_source_src_10026.listing_id AS listing
+                , bookings_monthly_source_src_10026.listing_id AS booking__listing
+              FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+            ) subq_0
+          ) subq_1
+          WHERE subq_1.metric_time__month BETWEEN '2019-12-05' AND '2021-01-04'
+        ) subq_2
+        ON
+          (
+            subq_2.metric_time__month <= subq_3.metric_time__month
+          ) AND (
+            subq_2.metric_time__month > DATEADD(month, -3, subq_3.metric_time__month)
+          )
+      ) subq_5
+    ) subq_6
+    WHERE subq_6.metric_time__month BETWEEN '2020-03-05' AND '2021-01-04'
+  ) subq_7
+  GROUP BY
+    subq_7.metric_time__month
+) subq_8
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Databricks/test_cumulative_metric_month__plan0_optimized.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Databricks/test_cumulative_metric_month__plan0_optimized.sql
new file mode 100644
index 0000000000..213d9532f5
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Databricks/test_cumulative_metric_month__plan0_optimized.sql
@@ -0,0 +1,36 @@
+-- Join Self Over Time Range
+-- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+-- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+-- Aggregate Measures
+-- Compute Metrics via Expressions
+SELECT
+  subq_12.metric_time__month AS metric_time__month
+  , SUM(subq_11.bookings_monthly) AS trailing_3_months_bookings
+FROM (
+  -- Time Spine
+  SELECT
+    DATE_TRUNC('month', ds) AS metric_time__month
+  FROM ***************************.mf_time_spine subq_13
+  WHERE ds BETWEEN '2020-03-05' AND '2021-01-04'
+  GROUP BY
+    DATE_TRUNC('month', ds)
+) subq_12
+INNER JOIN (
+  -- Read Elements From Semantic Model 'bookings_monthly_source'
+  -- Metric Time Dimension 'monthly_ds'
+  -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+  SELECT
+    DATE_TRUNC('month', ds) AS metric_time__month
+    , bookings_monthly
+  FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+  WHERE DATE_TRUNC('month', ds) BETWEEN '2019-12-05' AND '2021-01-04'
+) subq_11
+ON
+  (
+    subq_11.metric_time__month <= subq_12.metric_time__month
+  ) AND (
+    subq_11.metric_time__month > DATEADD(month, -3, subq_12.metric_time__month)
+  )
+WHERE subq_12.metric_time__month BETWEEN '2020-03-05' AND '2021-01-04'
+GROUP BY
+  subq_12.metric_time__month
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/DuckDB/test_cumulative_metric_month__plan0.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/DuckDB/test_cumulative_metric_month__plan0.sql
new file mode 100644
index 0000000000..52349f4577
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/DuckDB/test_cumulative_metric_month__plan0.sql
@@ -0,0 +1,136 @@
+-- Compute Metrics via Expressions
+SELECT
+  subq_8.metric_time__month
+  , subq_8.bookings_monthly AS trailing_3_months_bookings
+FROM (
+  -- Aggregate Measures
+  SELECT
+    subq_7.metric_time__month
+    , SUM(subq_7.bookings_monthly) AS bookings_monthly
+  FROM (
+    -- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+    SELECT
+      subq_6.metric_time__month
+      , subq_6.bookings_monthly
+    FROM (
+      -- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+      SELECT
+        subq_5.metric_time__month
+        , subq_5.bookings_monthly
+      FROM (
+        -- Join Self Over Time Range
+        SELECT
+          subq_3.metric_time__month AS metric_time__month
+          , subq_2.monthly_ds__month AS monthly_ds__month
+          , subq_2.monthly_ds__quarter AS monthly_ds__quarter
+          , subq_2.monthly_ds__year AS monthly_ds__year
+          , subq_2.monthly_ds__extract_year AS monthly_ds__extract_year
+          , subq_2.monthly_ds__extract_quarter AS monthly_ds__extract_quarter
+          , subq_2.monthly_ds__extract_month AS monthly_ds__extract_month
+          , subq_2.booking__monthly_ds__month AS booking__monthly_ds__month
+          , subq_2.booking__monthly_ds__quarter AS booking__monthly_ds__quarter
+          , subq_2.booking__monthly_ds__year AS booking__monthly_ds__year
+          , subq_2.booking__monthly_ds__extract_year AS booking__monthly_ds__extract_year
+          , subq_2.booking__monthly_ds__extract_quarter AS booking__monthly_ds__extract_quarter
+          , subq_2.booking__monthly_ds__extract_month AS booking__monthly_ds__extract_month
+          , subq_2.metric_time__quarter AS metric_time__quarter
+          , subq_2.metric_time__year AS metric_time__year
+          , subq_2.metric_time__extract_year AS metric_time__extract_year
+          , subq_2.metric_time__extract_quarter AS metric_time__extract_quarter
+          , subq_2.metric_time__extract_month AS metric_time__extract_month
+          , subq_2.listing AS listing
+          , subq_2.booking__listing AS booking__listing
+          , subq_2.bookings_monthly AS bookings_monthly
+        FROM (
+          -- Time Spine
+          SELECT
+            DATE_TRUNC('month', subq_4.ds) AS metric_time__month
+          FROM ***************************.mf_time_spine subq_4
+          WHERE subq_4.ds BETWEEN '2020-03-05' AND '2021-01-04'
+          GROUP BY
+            DATE_TRUNC('month', subq_4.ds)
+        ) subq_3
+        INNER JOIN (
+          -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+          SELECT
+            subq_1.monthly_ds__month
+            , subq_1.monthly_ds__quarter
+            , subq_1.monthly_ds__year
+            , subq_1.monthly_ds__extract_year
+            , subq_1.monthly_ds__extract_quarter
+            , subq_1.monthly_ds__extract_month
+            , subq_1.booking__monthly_ds__month
+            , subq_1.booking__monthly_ds__quarter
+            , subq_1.booking__monthly_ds__year
+            , subq_1.booking__monthly_ds__extract_year
+            , subq_1.booking__monthly_ds__extract_quarter
+            , subq_1.booking__monthly_ds__extract_month
+            , subq_1.metric_time__month
+            , subq_1.metric_time__quarter
+            , subq_1.metric_time__year
+            , subq_1.metric_time__extract_year
+            , subq_1.metric_time__extract_quarter
+            , subq_1.metric_time__extract_month
+            , subq_1.listing
+            , subq_1.booking__listing
+            , subq_1.bookings_monthly
+          FROM (
+            -- Metric Time Dimension 'monthly_ds'
+            SELECT
+              subq_0.monthly_ds__month
+              , subq_0.monthly_ds__quarter
+              , subq_0.monthly_ds__year
+              , subq_0.monthly_ds__extract_year
+              , subq_0.monthly_ds__extract_quarter
+              , subq_0.monthly_ds__extract_month
+              , subq_0.booking__monthly_ds__month
+              , subq_0.booking__monthly_ds__quarter
+              , subq_0.booking__monthly_ds__year
+              , subq_0.booking__monthly_ds__extract_year
+              , subq_0.booking__monthly_ds__extract_quarter
+              , subq_0.booking__monthly_ds__extract_month
+              , subq_0.monthly_ds__month AS metric_time__month
+              , subq_0.monthly_ds__quarter AS metric_time__quarter
+              , subq_0.monthly_ds__year AS metric_time__year
+              , subq_0.monthly_ds__extract_year AS metric_time__extract_year
+              , subq_0.monthly_ds__extract_quarter AS metric_time__extract_quarter
+              , subq_0.monthly_ds__extract_month AS metric_time__extract_month
+              , subq_0.listing
+              , subq_0.booking__listing
+              , subq_0.bookings_monthly
+            FROM (
+              -- Read Elements From Semantic Model 'bookings_monthly_source'
+              SELECT
+                bookings_monthly_source_src_10026.bookings_monthly
+                , DATE_TRUNC('month', bookings_monthly_source_src_10026.ds) AS monthly_ds__month
+                , DATE_TRUNC('quarter', bookings_monthly_source_src_10026.ds) AS monthly_ds__quarter
+                , DATE_TRUNC('year', bookings_monthly_source_src_10026.ds) AS monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_month
+                , DATE_TRUNC('month', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__month
+                , DATE_TRUNC('quarter', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__quarter
+                , DATE_TRUNC('year', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_month
+                , bookings_monthly_source_src_10026.listing_id AS listing
+                , bookings_monthly_source_src_10026.listing_id AS booking__listing
+              FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+            ) subq_0
+          ) subq_1
+          WHERE subq_1.metric_time__month BETWEEN '2019-12-05' AND '2021-01-04'
+        ) subq_2
+        ON
+          (
+            subq_2.metric_time__month <= subq_3.metric_time__month
+          ) AND (
+            subq_2.metric_time__month > subq_3.metric_time__month - INTERVAL 3 month
+          )
+      ) subq_5
+    ) subq_6
+    WHERE subq_6.metric_time__month BETWEEN '2020-03-05' AND '2021-01-04'
+  ) subq_7
+  GROUP BY
+    subq_7.metric_time__month
+) subq_8
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/DuckDB/test_cumulative_metric_month__plan0_optimized.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/DuckDB/test_cumulative_metric_month__plan0_optimized.sql
new file mode 100644
index 0000000000..73a16ae4f0
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/DuckDB/test_cumulative_metric_month__plan0_optimized.sql
@@ -0,0 +1,36 @@
+-- Join Self Over Time Range
+-- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+-- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+-- Aggregate Measures
+-- Compute Metrics via Expressions
+SELECT
+  subq_12.metric_time__month AS metric_time__month
+  , SUM(subq_11.bookings_monthly) AS trailing_3_months_bookings
+FROM (
+  -- Time Spine
+  SELECT
+    DATE_TRUNC('month', ds) AS metric_time__month
+  FROM ***************************.mf_time_spine subq_13
+  WHERE ds BETWEEN '2020-03-05' AND '2021-01-04'
+  GROUP BY
+    DATE_TRUNC('month', ds)
+) subq_12
+INNER JOIN (
+  -- Read Elements From Semantic Model 'bookings_monthly_source'
+  -- Metric Time Dimension 'monthly_ds'
+  -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+  SELECT
+    DATE_TRUNC('month', ds) AS metric_time__month
+    , bookings_monthly
+  FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+  WHERE DATE_TRUNC('month', ds) BETWEEN '2019-12-05' AND '2021-01-04'
+) subq_11
+ON
+  (
+    subq_11.metric_time__month <= subq_12.metric_time__month
+  ) AND (
+    subq_11.metric_time__month > subq_12.metric_time__month - INTERVAL 3 month
+  )
+WHERE subq_12.metric_time__month BETWEEN '2020-03-05' AND '2021-01-04'
+GROUP BY
+  subq_12.metric_time__month
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Postgres/test_cumulative_metric_month__plan0.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Postgres/test_cumulative_metric_month__plan0.sql
new file mode 100644
index 0000000000..7aed70d1a0
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Postgres/test_cumulative_metric_month__plan0.sql
@@ -0,0 +1,136 @@
+-- Compute Metrics via Expressions
+SELECT
+  subq_8.metric_time__month
+  , subq_8.bookings_monthly AS trailing_3_months_bookings
+FROM (
+  -- Aggregate Measures
+  SELECT
+    subq_7.metric_time__month
+    , SUM(subq_7.bookings_monthly) AS bookings_monthly
+  FROM (
+    -- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+    SELECT
+      subq_6.metric_time__month
+      , subq_6.bookings_monthly
+    FROM (
+      -- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+      SELECT
+        subq_5.metric_time__month
+        , subq_5.bookings_monthly
+      FROM (
+        -- Join Self Over Time Range
+        SELECT
+          subq_3.metric_time__month AS metric_time__month
+          , subq_2.monthly_ds__month AS monthly_ds__month
+          , subq_2.monthly_ds__quarter AS monthly_ds__quarter
+          , subq_2.monthly_ds__year AS monthly_ds__year
+          , subq_2.monthly_ds__extract_year AS monthly_ds__extract_year
+          , subq_2.monthly_ds__extract_quarter AS monthly_ds__extract_quarter
+          , subq_2.monthly_ds__extract_month AS monthly_ds__extract_month
+          , subq_2.booking__monthly_ds__month AS booking__monthly_ds__month
+          , subq_2.booking__monthly_ds__quarter AS booking__monthly_ds__quarter
+          , subq_2.booking__monthly_ds__year AS booking__monthly_ds__year
+          , subq_2.booking__monthly_ds__extract_year AS booking__monthly_ds__extract_year
+          , subq_2.booking__monthly_ds__extract_quarter AS booking__monthly_ds__extract_quarter
+          , subq_2.booking__monthly_ds__extract_month AS booking__monthly_ds__extract_month
+          , subq_2.metric_time__quarter AS metric_time__quarter
+          , subq_2.metric_time__year AS metric_time__year
+          , subq_2.metric_time__extract_year AS metric_time__extract_year
+          , subq_2.metric_time__extract_quarter AS metric_time__extract_quarter
+          , subq_2.metric_time__extract_month AS metric_time__extract_month
+          , subq_2.listing AS listing
+          , subq_2.booking__listing AS booking__listing
+          , subq_2.bookings_monthly AS bookings_monthly
+        FROM (
+          -- Time Spine
+          SELECT
+            DATE_TRUNC('month', subq_4.ds) AS metric_time__month
+          FROM ***************************.mf_time_spine subq_4
+          WHERE subq_4.ds BETWEEN '2020-03-05' AND '2021-01-04'
+          GROUP BY
+            DATE_TRUNC('month', subq_4.ds)
+        ) subq_3
+        INNER JOIN (
+          -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+          SELECT
+            subq_1.monthly_ds__month
+            , subq_1.monthly_ds__quarter
+            , subq_1.monthly_ds__year
+            , subq_1.monthly_ds__extract_year
+            , subq_1.monthly_ds__extract_quarter
+            , subq_1.monthly_ds__extract_month
+            , subq_1.booking__monthly_ds__month
+            , subq_1.booking__monthly_ds__quarter
+            , subq_1.booking__monthly_ds__year
+            , subq_1.booking__monthly_ds__extract_year
+            , subq_1.booking__monthly_ds__extract_quarter
+            , subq_1.booking__monthly_ds__extract_month
+            , subq_1.metric_time__month
+            , subq_1.metric_time__quarter
+            , subq_1.metric_time__year
+            , subq_1.metric_time__extract_year
+            , subq_1.metric_time__extract_quarter
+            , subq_1.metric_time__extract_month
+            , subq_1.listing
+            , subq_1.booking__listing
+            , subq_1.bookings_monthly
+          FROM (
+            -- Metric Time Dimension 'monthly_ds'
+            SELECT
+              subq_0.monthly_ds__month
+              , subq_0.monthly_ds__quarter
+              , subq_0.monthly_ds__year
+              , subq_0.monthly_ds__extract_year
+              , subq_0.monthly_ds__extract_quarter
+              , subq_0.monthly_ds__extract_month
+              , subq_0.booking__monthly_ds__month
+              , subq_0.booking__monthly_ds__quarter
+              , subq_0.booking__monthly_ds__year
+              , subq_0.booking__monthly_ds__extract_year
+              , subq_0.booking__monthly_ds__extract_quarter
+              , subq_0.booking__monthly_ds__extract_month
+              , subq_0.monthly_ds__month AS metric_time__month
+              , subq_0.monthly_ds__quarter AS metric_time__quarter
+              , subq_0.monthly_ds__year AS metric_time__year
+              , subq_0.monthly_ds__extract_year AS metric_time__extract_year
+              , subq_0.monthly_ds__extract_quarter AS metric_time__extract_quarter
+              , subq_0.monthly_ds__extract_month AS metric_time__extract_month
+              , subq_0.listing
+              , subq_0.booking__listing
+              , subq_0.bookings_monthly
+            FROM (
+              -- Read Elements From Semantic Model 'bookings_monthly_source'
+              SELECT
+                bookings_monthly_source_src_10026.bookings_monthly
+                , DATE_TRUNC('month', bookings_monthly_source_src_10026.ds) AS monthly_ds__month
+                , DATE_TRUNC('quarter', bookings_monthly_source_src_10026.ds) AS monthly_ds__quarter
+                , DATE_TRUNC('year', bookings_monthly_source_src_10026.ds) AS monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_month
+                , DATE_TRUNC('month', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__month
+                , DATE_TRUNC('quarter', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__quarter
+                , DATE_TRUNC('year', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_month
+                , bookings_monthly_source_src_10026.listing_id AS listing
+                , bookings_monthly_source_src_10026.listing_id AS booking__listing
+              FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+            ) subq_0
+          ) subq_1
+          WHERE subq_1.metric_time__month BETWEEN '2019-12-05' AND '2021-01-04'
+        ) subq_2
+        ON
+          (
+            subq_2.metric_time__month <= subq_3.metric_time__month
+          ) AND (
+            subq_2.metric_time__month > subq_3.metric_time__month - MAKE_INTERVAL(months => 3)
+          )
+      ) subq_5
+    ) subq_6
+    WHERE subq_6.metric_time__month BETWEEN '2020-03-05' AND '2021-01-04'
+  ) subq_7
+  GROUP BY
+    subq_7.metric_time__month
+) subq_8
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Postgres/test_cumulative_metric_month__plan0_optimized.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Postgres/test_cumulative_metric_month__plan0_optimized.sql
new file mode 100644
index 0000000000..db96d10539
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Postgres/test_cumulative_metric_month__plan0_optimized.sql
@@ -0,0 +1,36 @@
+-- Join Self Over Time Range
+-- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+-- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+-- Aggregate Measures
+-- Compute Metrics via Expressions
+SELECT
+  subq_12.metric_time__month AS metric_time__month
+  , SUM(subq_11.bookings_monthly) AS trailing_3_months_bookings
+FROM (
+  -- Time Spine
+  SELECT
+    DATE_TRUNC('month', ds) AS metric_time__month
+  FROM ***************************.mf_time_spine subq_13
+  WHERE ds BETWEEN '2020-03-05' AND '2021-01-04'
+  GROUP BY
+    DATE_TRUNC('month', ds)
+) subq_12
+INNER JOIN (
+  -- Read Elements From Semantic Model 'bookings_monthly_source'
+  -- Metric Time Dimension 'monthly_ds'
+  -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+  SELECT
+    DATE_TRUNC('month', ds) AS metric_time__month
+    , bookings_monthly
+  FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+  WHERE DATE_TRUNC('month', ds) BETWEEN '2019-12-05' AND '2021-01-04'
+) subq_11
+ON
+  (
+    subq_11.metric_time__month <= subq_12.metric_time__month
+  ) AND (
+    subq_11.metric_time__month > subq_12.metric_time__month - MAKE_INTERVAL(months => 3)
+  )
+WHERE subq_12.metric_time__month BETWEEN '2020-03-05' AND '2021-01-04'
+GROUP BY
+  subq_12.metric_time__month
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Redshift/test_cumulative_metric_month__plan0.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Redshift/test_cumulative_metric_month__plan0.sql
new file mode 100644
index 0000000000..e42f8a0b2b
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Redshift/test_cumulative_metric_month__plan0.sql
@@ -0,0 +1,136 @@
+-- Compute Metrics via Expressions
+SELECT
+  subq_8.metric_time__month
+  , subq_8.bookings_monthly AS trailing_3_months_bookings
+FROM (
+  -- Aggregate Measures
+  SELECT
+    subq_7.metric_time__month
+    , SUM(subq_7.bookings_monthly) AS bookings_monthly
+  FROM (
+    -- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+    SELECT
+      subq_6.metric_time__month
+      , subq_6.bookings_monthly
+    FROM (
+      -- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+      SELECT
+        subq_5.metric_time__month
+        , subq_5.bookings_monthly
+      FROM (
+        -- Join Self Over Time Range
+        SELECT
+          subq_3.metric_time__month AS metric_time__month
+          , subq_2.monthly_ds__month AS monthly_ds__month
+          , subq_2.monthly_ds__quarter AS monthly_ds__quarter
+          , subq_2.monthly_ds__year AS monthly_ds__year
+          , subq_2.monthly_ds__extract_year AS monthly_ds__extract_year
+          , subq_2.monthly_ds__extract_quarter AS monthly_ds__extract_quarter
+          , subq_2.monthly_ds__extract_month AS monthly_ds__extract_month
+          , subq_2.booking__monthly_ds__month AS booking__monthly_ds__month
+          , subq_2.booking__monthly_ds__quarter AS booking__monthly_ds__quarter
+          , subq_2.booking__monthly_ds__year AS booking__monthly_ds__year
+          , subq_2.booking__monthly_ds__extract_year AS booking__monthly_ds__extract_year
+          , subq_2.booking__monthly_ds__extract_quarter AS booking__monthly_ds__extract_quarter
+          , subq_2.booking__monthly_ds__extract_month AS booking__monthly_ds__extract_month
+          , subq_2.metric_time__quarter AS metric_time__quarter
+          , subq_2.metric_time__year AS metric_time__year
+          , subq_2.metric_time__extract_year AS metric_time__extract_year
+          , subq_2.metric_time__extract_quarter AS metric_time__extract_quarter
+          , subq_2.metric_time__extract_month AS metric_time__extract_month
+          , subq_2.listing AS listing
+          , subq_2.booking__listing AS booking__listing
+          , subq_2.bookings_monthly AS bookings_monthly
+        FROM (
+          -- Time Spine
+          SELECT
+            DATE_TRUNC('month', subq_4.ds) AS metric_time__month
+          FROM ***************************.mf_time_spine subq_4
+          WHERE subq_4.ds BETWEEN '2020-03-05' AND '2021-01-04'
+          GROUP BY
+            DATE_TRUNC('month', subq_4.ds)
+        ) subq_3
+        INNER JOIN (
+          -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+          SELECT
+            subq_1.monthly_ds__month
+            , subq_1.monthly_ds__quarter
+            , subq_1.monthly_ds__year
+            , subq_1.monthly_ds__extract_year
+            , subq_1.monthly_ds__extract_quarter
+            , subq_1.monthly_ds__extract_month
+            , subq_1.booking__monthly_ds__month
+            , subq_1.booking__monthly_ds__quarter
+            , subq_1.booking__monthly_ds__year
+            , subq_1.booking__monthly_ds__extract_year
+            , subq_1.booking__monthly_ds__extract_quarter
+            , subq_1.booking__monthly_ds__extract_month
+            , subq_1.metric_time__month
+            , subq_1.metric_time__quarter
+            , subq_1.metric_time__year
+            , subq_1.metric_time__extract_year
+            , subq_1.metric_time__extract_quarter
+            , subq_1.metric_time__extract_month
+            , subq_1.listing
+            , subq_1.booking__listing
+            , subq_1.bookings_monthly
+          FROM (
+            -- Metric Time Dimension 'monthly_ds'
+            SELECT
+              subq_0.monthly_ds__month
+              , subq_0.monthly_ds__quarter
+              , subq_0.monthly_ds__year
+              , subq_0.monthly_ds__extract_year
+              , subq_0.monthly_ds__extract_quarter
+              , subq_0.monthly_ds__extract_month
+              , subq_0.booking__monthly_ds__month
+              , subq_0.booking__monthly_ds__quarter
+              , subq_0.booking__monthly_ds__year
+              , subq_0.booking__monthly_ds__extract_year
+              , subq_0.booking__monthly_ds__extract_quarter
+              , subq_0.booking__monthly_ds__extract_month
+              , subq_0.monthly_ds__month AS metric_time__month
+              , subq_0.monthly_ds__quarter AS metric_time__quarter
+              , subq_0.monthly_ds__year AS metric_time__year
+              , subq_0.monthly_ds__extract_year AS metric_time__extract_year
+              , subq_0.monthly_ds__extract_quarter AS metric_time__extract_quarter
+              , subq_0.monthly_ds__extract_month AS metric_time__extract_month
+              , subq_0.listing
+              , subq_0.booking__listing
+              , subq_0.bookings_monthly
+            FROM (
+              -- Read Elements From Semantic Model 'bookings_monthly_source'
+              SELECT
+                bookings_monthly_source_src_10026.bookings_monthly
+                , DATE_TRUNC('month', bookings_monthly_source_src_10026.ds) AS monthly_ds__month
+                , DATE_TRUNC('quarter', bookings_monthly_source_src_10026.ds) AS monthly_ds__quarter
+                , DATE_TRUNC('year', bookings_monthly_source_src_10026.ds) AS monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_month
+                , DATE_TRUNC('month', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__month
+                , DATE_TRUNC('quarter', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__quarter
+                , DATE_TRUNC('year', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_month
+                , bookings_monthly_source_src_10026.listing_id AS listing
+                , bookings_monthly_source_src_10026.listing_id AS booking__listing
+              FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+            ) subq_0
+          ) subq_1
+          WHERE subq_1.metric_time__month BETWEEN '2019-12-05' AND '2021-01-04'
+        ) subq_2
+        ON
+          (
+            subq_2.metric_time__month <= subq_3.metric_time__month
+          ) AND (
+            subq_2.metric_time__month > DATEADD(month, -3, subq_3.metric_time__month)
+          )
+      ) subq_5
+    ) subq_6
+    WHERE subq_6.metric_time__month BETWEEN '2020-03-05' AND '2021-01-04'
+  ) subq_7
+  GROUP BY
+    subq_7.metric_time__month
+) subq_8
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Redshift/test_cumulative_metric_month__plan0_optimized.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Redshift/test_cumulative_metric_month__plan0_optimized.sql
new file mode 100644
index 0000000000..213d9532f5
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Redshift/test_cumulative_metric_month__plan0_optimized.sql
@@ -0,0 +1,36 @@
+-- Join Self Over Time Range
+-- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+-- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+-- Aggregate Measures
+-- Compute Metrics via Expressions
+SELECT
+  subq_12.metric_time__month AS metric_time__month
+  , SUM(subq_11.bookings_monthly) AS trailing_3_months_bookings
+FROM (
+  -- Time Spine
+  SELECT
+    DATE_TRUNC('month', ds) AS metric_time__month
+  FROM ***************************.mf_time_spine subq_13
+  WHERE ds BETWEEN '2020-03-05' AND '2021-01-04'
+  GROUP BY
+    DATE_TRUNC('month', ds)
+) subq_12
+INNER JOIN (
+  -- Read Elements From Semantic Model 'bookings_monthly_source'
+  -- Metric Time Dimension 'monthly_ds'
+  -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+  SELECT
+    DATE_TRUNC('month', ds) AS metric_time__month
+    , bookings_monthly
+  FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+  WHERE DATE_TRUNC('month', ds) BETWEEN '2019-12-05' AND '2021-01-04'
+) subq_11
+ON
+  (
+    subq_11.metric_time__month <= subq_12.metric_time__month
+  ) AND (
+    subq_11.metric_time__month > DATEADD(month, -3, subq_12.metric_time__month)
+  )
+WHERE subq_12.metric_time__month BETWEEN '2020-03-05' AND '2021-01-04'
+GROUP BY
+  subq_12.metric_time__month
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Snowflake/test_cumulative_metric_month__plan0.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Snowflake/test_cumulative_metric_month__plan0.sql
new file mode 100644
index 0000000000..e42f8a0b2b
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Snowflake/test_cumulative_metric_month__plan0.sql
@@ -0,0 +1,136 @@
+-- Compute Metrics via Expressions
+SELECT
+  subq_8.metric_time__month
+  , subq_8.bookings_monthly AS trailing_3_months_bookings
+FROM (
+  -- Aggregate Measures
+  SELECT
+    subq_7.metric_time__month
+    , SUM(subq_7.bookings_monthly) AS bookings_monthly
+  FROM (
+    -- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+    SELECT
+      subq_6.metric_time__month
+      , subq_6.bookings_monthly
+    FROM (
+      -- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+      SELECT
+        subq_5.metric_time__month
+        , subq_5.bookings_monthly
+      FROM (
+        -- Join Self Over Time Range
+        SELECT
+          subq_3.metric_time__month AS metric_time__month
+          , subq_2.monthly_ds__month AS monthly_ds__month
+          , subq_2.monthly_ds__quarter AS monthly_ds__quarter
+          , subq_2.monthly_ds__year AS monthly_ds__year
+          , subq_2.monthly_ds__extract_year AS monthly_ds__extract_year
+          , subq_2.monthly_ds__extract_quarter AS monthly_ds__extract_quarter
+          , subq_2.monthly_ds__extract_month AS monthly_ds__extract_month
+          , subq_2.booking__monthly_ds__month AS booking__monthly_ds__month
+          , subq_2.booking__monthly_ds__quarter AS booking__monthly_ds__quarter
+          , subq_2.booking__monthly_ds__year AS booking__monthly_ds__year
+          , subq_2.booking__monthly_ds__extract_year AS booking__monthly_ds__extract_year
+          , subq_2.booking__monthly_ds__extract_quarter AS booking__monthly_ds__extract_quarter
+          , subq_2.booking__monthly_ds__extract_month AS booking__monthly_ds__extract_month
+          , subq_2.metric_time__quarter AS metric_time__quarter
+          , subq_2.metric_time__year AS metric_time__year
+          , subq_2.metric_time__extract_year AS metric_time__extract_year
+          , subq_2.metric_time__extract_quarter AS metric_time__extract_quarter
+          , subq_2.metric_time__extract_month AS metric_time__extract_month
+          , subq_2.listing AS listing
+          , subq_2.booking__listing AS booking__listing
+          , subq_2.bookings_monthly AS bookings_monthly
+        FROM (
+          -- Time Spine
+          SELECT
+            DATE_TRUNC('month', subq_4.ds) AS metric_time__month
+          FROM ***************************.mf_time_spine subq_4
+          WHERE subq_4.ds BETWEEN '2020-03-05' AND '2021-01-04'
+          GROUP BY
+            DATE_TRUNC('month', subq_4.ds)
+        ) subq_3
+        INNER JOIN (
+          -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+          SELECT
+            subq_1.monthly_ds__month
+            , subq_1.monthly_ds__quarter
+            , subq_1.monthly_ds__year
+            , subq_1.monthly_ds__extract_year
+            , subq_1.monthly_ds__extract_quarter
+            , subq_1.monthly_ds__extract_month
+            , subq_1.booking__monthly_ds__month
+            , subq_1.booking__monthly_ds__quarter
+            , subq_1.booking__monthly_ds__year
+            , subq_1.booking__monthly_ds__extract_year
+            , subq_1.booking__monthly_ds__extract_quarter
+            , subq_1.booking__monthly_ds__extract_month
+            , subq_1.metric_time__month
+            , subq_1.metric_time__quarter
+            , subq_1.metric_time__year
+            , subq_1.metric_time__extract_year
+            , subq_1.metric_time__extract_quarter
+            , subq_1.metric_time__extract_month
+            , subq_1.listing
+            , subq_1.booking__listing
+            , subq_1.bookings_monthly
+          FROM (
+            -- Metric Time Dimension 'monthly_ds'
+            SELECT
+              subq_0.monthly_ds__month
+              , subq_0.monthly_ds__quarter
+              , subq_0.monthly_ds__year
+              , subq_0.monthly_ds__extract_year
+              , subq_0.monthly_ds__extract_quarter
+              , subq_0.monthly_ds__extract_month
+              , subq_0.booking__monthly_ds__month
+              , subq_0.booking__monthly_ds__quarter
+              , subq_0.booking__monthly_ds__year
+              , subq_0.booking__monthly_ds__extract_year
+              , subq_0.booking__monthly_ds__extract_quarter
+              , subq_0.booking__monthly_ds__extract_month
+              , subq_0.monthly_ds__month AS metric_time__month
+              , subq_0.monthly_ds__quarter AS metric_time__quarter
+              , subq_0.monthly_ds__year AS metric_time__year
+              , subq_0.monthly_ds__extract_year AS metric_time__extract_year
+              , subq_0.monthly_ds__extract_quarter AS metric_time__extract_quarter
+              , subq_0.monthly_ds__extract_month AS metric_time__extract_month
+              , subq_0.listing
+              , subq_0.booking__listing
+              , subq_0.bookings_monthly
+            FROM (
+              -- Read Elements From Semantic Model 'bookings_monthly_source'
+              SELECT
+                bookings_monthly_source_src_10026.bookings_monthly
+                , DATE_TRUNC('month', bookings_monthly_source_src_10026.ds) AS monthly_ds__month
+                , DATE_TRUNC('quarter', bookings_monthly_source_src_10026.ds) AS monthly_ds__quarter
+                , DATE_TRUNC('year', bookings_monthly_source_src_10026.ds) AS monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_month
+                , DATE_TRUNC('month', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__month
+                , DATE_TRUNC('quarter', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__quarter
+                , DATE_TRUNC('year', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_month
+                , bookings_monthly_source_src_10026.listing_id AS listing
+                , bookings_monthly_source_src_10026.listing_id AS booking__listing
+              FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+            ) subq_0
+          ) subq_1
+          WHERE subq_1.metric_time__month BETWEEN '2019-12-05' AND '2021-01-04'
+        ) subq_2
+        ON
+          (
+            subq_2.metric_time__month <= subq_3.metric_time__month
+          ) AND (
+            subq_2.metric_time__month > DATEADD(month, -3, subq_3.metric_time__month)
+          )
+      ) subq_5
+    ) subq_6
+    WHERE subq_6.metric_time__month BETWEEN '2020-03-05' AND '2021-01-04'
+  ) subq_7
+  GROUP BY
+    subq_7.metric_time__month
+) subq_8
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Snowflake/test_cumulative_metric_month__plan0_optimized.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Snowflake/test_cumulative_metric_month__plan0_optimized.sql
new file mode 100644
index 0000000000..213d9532f5
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Snowflake/test_cumulative_metric_month__plan0_optimized.sql
@@ -0,0 +1,36 @@
+-- Join Self Over Time Range
+-- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+-- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+-- Aggregate Measures
+-- Compute Metrics via Expressions
+SELECT
+  subq_12.metric_time__month AS metric_time__month
+  , SUM(subq_11.bookings_monthly) AS trailing_3_months_bookings
+FROM (
+  -- Time Spine
+  SELECT
+    DATE_TRUNC('month', ds) AS metric_time__month
+  FROM ***************************.mf_time_spine subq_13
+  WHERE ds BETWEEN '2020-03-05' AND '2021-01-04'
+  GROUP BY
+    DATE_TRUNC('month', ds)
+) subq_12
+INNER JOIN (
+  -- Read Elements From Semantic Model 'bookings_monthly_source'
+  -- Metric Time Dimension 'monthly_ds'
+  -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+  SELECT
+    DATE_TRUNC('month', ds) AS metric_time__month
+    , bookings_monthly
+  FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+  WHERE DATE_TRUNC('month', ds) BETWEEN '2019-12-05' AND '2021-01-04'
+) subq_11
+ON
+  (
+    subq_11.metric_time__month <= subq_12.metric_time__month
+  ) AND (
+    subq_11.metric_time__month > DATEADD(month, -3, subq_12.metric_time__month)
+  )
+WHERE subq_12.metric_time__month BETWEEN '2020-03-05' AND '2021-01-04'
+GROUP BY
+  subq_12.metric_time__month
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Trino/test_cumulative_metric_month__plan0.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Trino/test_cumulative_metric_month__plan0.sql
new file mode 100644
index 0000000000..ab2bd6d3d7
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Trino/test_cumulative_metric_month__plan0.sql
@@ -0,0 +1,136 @@
+-- Compute Metrics via Expressions
+SELECT
+  subq_8.metric_time__month
+  , subq_8.bookings_monthly AS trailing_3_months_bookings
+FROM (
+  -- Aggregate Measures
+  SELECT
+    subq_7.metric_time__month
+    , SUM(subq_7.bookings_monthly) AS bookings_monthly
+  FROM (
+    -- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+    SELECT
+      subq_6.metric_time__month
+      , subq_6.bookings_monthly
+    FROM (
+      -- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+      SELECT
+        subq_5.metric_time__month
+        , subq_5.bookings_monthly
+      FROM (
+        -- Join Self Over Time Range
+        SELECT
+          subq_3.metric_time__month AS metric_time__month
+          , subq_2.monthly_ds__month AS monthly_ds__month
+          , subq_2.monthly_ds__quarter AS monthly_ds__quarter
+          , subq_2.monthly_ds__year AS monthly_ds__year
+          , subq_2.monthly_ds__extract_year AS monthly_ds__extract_year
+          , subq_2.monthly_ds__extract_quarter AS monthly_ds__extract_quarter
+          , subq_2.monthly_ds__extract_month AS monthly_ds__extract_month
+          , subq_2.booking__monthly_ds__month AS booking__monthly_ds__month
+          , subq_2.booking__monthly_ds__quarter AS booking__monthly_ds__quarter
+          , subq_2.booking__monthly_ds__year AS booking__monthly_ds__year
+          , subq_2.booking__monthly_ds__extract_year AS booking__monthly_ds__extract_year
+          , subq_2.booking__monthly_ds__extract_quarter AS booking__monthly_ds__extract_quarter
+          , subq_2.booking__monthly_ds__extract_month AS booking__monthly_ds__extract_month
+          , subq_2.metric_time__quarter AS metric_time__quarter
+          , subq_2.metric_time__year AS metric_time__year
+          , subq_2.metric_time__extract_year AS metric_time__extract_year
+          , subq_2.metric_time__extract_quarter AS metric_time__extract_quarter
+          , subq_2.metric_time__extract_month AS metric_time__extract_month
+          , subq_2.listing AS listing
+          , subq_2.booking__listing AS booking__listing
+          , subq_2.bookings_monthly AS bookings_monthly
+        FROM (
+          -- Time Spine
+          SELECT
+            DATE_TRUNC('month', subq_4.ds) AS metric_time__month
+          FROM ***************************.mf_time_spine subq_4
+          WHERE subq_4.ds BETWEEN timestamp '2020-03-05' AND timestamp '2021-01-04'
+          GROUP BY
+            DATE_TRUNC('month', subq_4.ds)
+        ) subq_3
+        INNER JOIN (
+          -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+          SELECT
+            subq_1.monthly_ds__month
+            , subq_1.monthly_ds__quarter
+            , subq_1.monthly_ds__year
+            , subq_1.monthly_ds__extract_year
+            , subq_1.monthly_ds__extract_quarter
+            , subq_1.monthly_ds__extract_month
+            , subq_1.booking__monthly_ds__month
+            , subq_1.booking__monthly_ds__quarter
+            , subq_1.booking__monthly_ds__year
+            , subq_1.booking__monthly_ds__extract_year
+            , subq_1.booking__monthly_ds__extract_quarter
+            , subq_1.booking__monthly_ds__extract_month
+            , subq_1.metric_time__month
+            , subq_1.metric_time__quarter
+            , subq_1.metric_time__year
+            , subq_1.metric_time__extract_year
+            , subq_1.metric_time__extract_quarter
+            , subq_1.metric_time__extract_month
+            , subq_1.listing
+            , subq_1.booking__listing
+            , subq_1.bookings_monthly
+          FROM (
+            -- Metric Time Dimension 'monthly_ds'
+            SELECT
+              subq_0.monthly_ds__month
+              , subq_0.monthly_ds__quarter
+              , subq_0.monthly_ds__year
+              , subq_0.monthly_ds__extract_year
+              , subq_0.monthly_ds__extract_quarter
+              , subq_0.monthly_ds__extract_month
+              , subq_0.booking__monthly_ds__month
+              , subq_0.booking__monthly_ds__quarter
+              , subq_0.booking__monthly_ds__year
+              , subq_0.booking__monthly_ds__extract_year
+              , subq_0.booking__monthly_ds__extract_quarter
+              , subq_0.booking__monthly_ds__extract_month
+              , subq_0.monthly_ds__month AS metric_time__month
+              , subq_0.monthly_ds__quarter AS metric_time__quarter
+              , subq_0.monthly_ds__year AS metric_time__year
+              , subq_0.monthly_ds__extract_year AS metric_time__extract_year
+              , subq_0.monthly_ds__extract_quarter AS metric_time__extract_quarter
+              , subq_0.monthly_ds__extract_month AS metric_time__extract_month
+              , subq_0.listing
+              , subq_0.booking__listing
+              , subq_0.bookings_monthly
+            FROM (
+              -- Read Elements From Semantic Model 'bookings_monthly_source'
+              SELECT
+                bookings_monthly_source_src_10026.bookings_monthly
+                , DATE_TRUNC('month', bookings_monthly_source_src_10026.ds) AS monthly_ds__month
+                , DATE_TRUNC('quarter', bookings_monthly_source_src_10026.ds) AS monthly_ds__quarter
+                , DATE_TRUNC('year', bookings_monthly_source_src_10026.ds) AS monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS monthly_ds__extract_month
+                , DATE_TRUNC('month', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__month
+                , DATE_TRUNC('quarter', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__quarter
+                , DATE_TRUNC('year', bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__year
+                , EXTRACT(year FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_year
+                , EXTRACT(quarter FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_quarter
+                , EXTRACT(month FROM bookings_monthly_source_src_10026.ds) AS booking__monthly_ds__extract_month
+                , bookings_monthly_source_src_10026.listing_id AS listing
+                , bookings_monthly_source_src_10026.listing_id AS booking__listing
+              FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+            ) subq_0
+          ) subq_1
+          WHERE subq_1.metric_time__month BETWEEN timestamp '2019-12-05' AND timestamp '2021-01-04'
+        ) subq_2
+        ON
+          (
+            subq_2.metric_time__month <= subq_3.metric_time__month
+          ) AND (
+            subq_2.metric_time__month > DATE_ADD('month', -3, subq_3.metric_time__month)
+          )
+      ) subq_5
+    ) subq_6
+    WHERE subq_6.metric_time__month BETWEEN timestamp '2020-03-05' AND timestamp '2021-01-04'
+  ) subq_7
+  GROUP BY
+    subq_7.metric_time__month
+) subq_8
diff --git a/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Trino/test_cumulative_metric_month__plan0_optimized.sql b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Trino/test_cumulative_metric_month__plan0_optimized.sql
new file mode 100644
index 0000000000..546e55075c
--- /dev/null
+++ b/metricflow/test/snapshots/test_cumulative_metric_rendering.py/SqlQueryPlan/Trino/test_cumulative_metric_month__plan0_optimized.sql
@@ -0,0 +1,36 @@
+-- Join Self Over Time Range
+-- Pass Only Elements: ['bookings_monthly', 'metric_time__month']
+-- Constrain Time Range to [2020-03-05T00:00:00, 2021-01-04T00:00:00]
+-- Aggregate Measures
+-- Compute Metrics via Expressions
+SELECT
+  subq_12.metric_time__month AS metric_time__month
+  , SUM(subq_11.bookings_monthly) AS trailing_3_months_bookings
+FROM (
+  -- Time Spine
+  SELECT
+    DATE_TRUNC('month', ds) AS metric_time__month
+  FROM ***************************.mf_time_spine subq_13
+  WHERE ds BETWEEN timestamp '2020-03-05' AND timestamp '2021-01-04'
+  GROUP BY
+    DATE_TRUNC('month', ds)
+) subq_12
+INNER JOIN (
+  -- Read Elements From Semantic Model 'bookings_monthly_source'
+  -- Metric Time Dimension 'monthly_ds'
+  -- Constrain Time Range to [2019-12-05T00:00:00, 2021-01-04T00:00:00]
+  SELECT
+    DATE_TRUNC('month', ds) AS metric_time__month
+    , bookings_monthly
+  FROM ***************************.fct_bookings_extended_monthly bookings_monthly_source_src_10026
+  WHERE DATE_TRUNC('month', ds) BETWEEN timestamp '2019-12-05' AND timestamp '2021-01-04'
+) subq_11
+ON
+  (
+    subq_11.metric_time__month <= subq_12.metric_time__month
+  ) AND (
+    subq_11.metric_time__month > DATE_ADD('month', -3, subq_12.metric_time__month)
+  )
+WHERE subq_12.metric_time__month BETWEEN timestamp '2020-03-05' AND timestamp '2021-01-04'
+GROUP BY
+  subq_12.metric_time__month