diff --git a/plugins/woocommerce-admin/src/API/Reports/Orders/Stats/DataStore.php b/plugins/woocommerce-admin/src/API/Reports/Orders/Stats/DataStore.php
index a42af30eb95..7b2740eaa3f 100644
--- a/plugins/woocommerce-admin/src/API/Reports/Orders/Stats/DataStore.php
+++ b/plugins/woocommerce-admin/src/API/Reports/Orders/Stats/DataStore.php
@@ -70,7 +70,7 @@ class DataStore extends ReportsDataStore implements DataStoreInterface {
 		$this->report_columns = array(
 			'orders_count'            => "SUM( CASE WHEN {$table_name}.parent_id = 0 THEN 1 ELSE 0 END ) as orders_count",
 			'num_items_sold'          => "SUM({$table_name}.num_items_sold) as num_items_sold",
-			'gross_revenue'           => "SUM({$table_name}.gross_total) AS gross_revenue",
+			'gross_revenue'           => "SUM( CASE WHEN {$table_name}.gross_total > 0 THEN {$table_name}.gross_total END ) AS gross_revenue",
 			'coupons'                 => 'SUM(discount_amount) AS coupons',
 			'coupons_count'           => 'coupons_count',
 			'refunds'                 => "ABS( SUM( CASE WHEN {$table_name}.gross_total < 0 THEN {$table_name}.gross_total END ) ) AS refunds",
diff --git a/plugins/woocommerce-admin/tests/reports/class-wc-tests-reports-orders-stats.php b/plugins/woocommerce-admin/tests/reports/class-wc-tests-reports-orders-stats.php
index ac0bd9dec49..36202e117bc 100644
--- a/plugins/woocommerce-admin/tests/reports/class-wc-tests-reports-orders-stats.php
+++ b/plugins/woocommerce-admin/tests/reports/class-wc-tests-reports-orders-stats.php
@@ -66,7 +66,7 @@ class WC_Tests_Reports_Orders_Stats extends WC_Unit_Test_Case {
 				'num_items_sold'          => 4,
 				'avg_items_per_order'     => 4,
 				'avg_order_value'         => 68,
-				'gross_revenue'           => 85,
+				'gross_revenue'           => 97,
 				'coupons'                 => 20,
 				'coupons_count'           => 1,
 				'refunds'                 => 12,
@@ -86,7 +86,7 @@ class WC_Tests_Reports_Orders_Stats extends WC_Unit_Test_Case {
 					'date_end'       => $end_time,
 					'date_end_gmt'   => $end_time,
 					'subtotals'      => array(
-						'gross_revenue'           => 85,
+						'gross_revenue'           => 97,
 						'net_revenue'             => 68,
 						'coupons'                 => 20,
 						'coupons_count'           => 1,
@@ -210,7 +210,7 @@ class WC_Tests_Reports_Orders_Stats extends WC_Unit_Test_Case {
 				'num_items_sold'          => 8,
 				'avg_items_per_order'     => 4,
 				'avg_order_value'         => 50,
-				'gross_revenue'           => 100,
+				'gross_revenue'           => 150,
 				'coupons'                 => 0,
 				'coupons_count'           => 0,
 				'refunds'                 => 50,
@@ -230,7 +230,7 @@ class WC_Tests_Reports_Orders_Stats extends WC_Unit_Test_Case {
 					'date_end'       => $end_time,
 					'date_end_gmt'   => $end_time,
 					'subtotals'      => array(
-						'gross_revenue'           => 100,
+						'gross_revenue'           => 150,
 						'net_revenue'             => 100,
 						'coupons'                 => 0,
 						'coupons_count'           => 0,
@@ -376,13 +376,13 @@ class WC_Tests_Reports_Orders_Stats extends WC_Unit_Test_Case {
 				'num_items_sold'          => 0,
 				'avg_items_per_order'     => 0,
 				'avg_order_value'         => 0,
-				'gross_revenue'           => -60,
+				'gross_revenue'           => 0, // @todo - does this value make sense?
 				'coupons'                 => 0,
 				'coupons_count'           => 0,
 				'refunds'                 => 60,
 				'taxes'                   => 0,
 				'shipping'                => 0,
-				'net_revenue'             => -60,
+				'net_revenue'             => -60, // @todo - does this value make sense?
 				'num_returning_customers' => 1,
 				'num_new_customers'       => 0,
 				'products'                => 0,
@@ -396,8 +396,8 @@ class WC_Tests_Reports_Orders_Stats extends WC_Unit_Test_Case {
 					'date_end'       => $end_time,
 					'date_end_gmt'   => $end_time,
 					'subtotals'      => array(
-						'gross_revenue'           => -60,
-						'net_revenue'             => -60,
+						'gross_revenue'           => 0, // @todo - does this value make sense?
+						'net_revenue'             => -60, // @todo - does this value make sense?
 						'coupons'                 => 0,
 						'coupons_count'           => 0,
 						'shipping'                => 0,
@@ -490,13 +490,13 @@ class WC_Tests_Reports_Orders_Stats extends WC_Unit_Test_Case {
 				'num_items_sold'          => 0,
 				'avg_items_per_order'     => 0,
 				'avg_order_value'         => 0,
-				'gross_revenue'           => -10,
+				'gross_revenue'           => 0, // @todo - does this value make sense?
 				'coupons'                 => 0,
 				'coupons_count'           => 0,
 				'refunds'                 => 10,
 				'taxes'                   => 0,
 				'shipping'                => 0,
-				'net_revenue'             => -10,
+				'net_revenue'             => -10, // @todo - does this value make sense?
 				'num_returning_customers' => 1,
 				'num_new_customers'       => 0,
 				'products'                => 0,
@@ -510,8 +510,8 @@ class WC_Tests_Reports_Orders_Stats extends WC_Unit_Test_Case {
 					'date_end'       => $end_time,
 					'date_end_gmt'   => $end_time,
 					'subtotals'      => array(
-						'gross_revenue'           => -10,
-						'net_revenue'             => -10,
+						'gross_revenue'           => 0, // @todo - does this value make sense?
+						'net_revenue'             => -10, // @todo - does this value make sense?
 						'coupons'                 => 0,
 						'coupons_count'           => 0,
 						'shipping'                => 0,
@@ -547,13 +547,13 @@ class WC_Tests_Reports_Orders_Stats extends WC_Unit_Test_Case {
 				'num_items_sold'          => 0,
 				'avg_items_per_order'     => 0,
 				'avg_order_value'         => 0,
-				'gross_revenue'           => -50,
+				'gross_revenue'           => 0, // @todo - does this value make sense?
 				'coupons'                 => 0,
 				'coupons_count'           => 0,
 				'refunds'                 => 50,
 				'taxes'                   => 0,
 				'shipping'                => 0,
-				'net_revenue'             => -50,
+				'net_revenue'             => -50, // @todo - does this value make sense?
 				'num_returning_customers' => 1,
 				'num_new_customers'       => 0,
 				'products'                => 0,
@@ -567,8 +567,8 @@ class WC_Tests_Reports_Orders_Stats extends WC_Unit_Test_Case {
 					'date_end'       => $end_time,
 					'date_end_gmt'   => $end_time,
 					'subtotals'      => array(
-						'gross_revenue'           => -50,
-						'net_revenue'             => -50,
+						'gross_revenue'           => 0, // @todo - does this value make sense?
+						'net_revenue'             => -50, // @todo - does this value make sense?
 						'coupons'                 => 0,
 						'coupons_count'           => 0,
 						'shipping'                => 0,