diff --git a/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-coupons-stats-controller.php b/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-coupons-stats-controller.php
index 07a2fc1a15e..6cc198633db 100644
--- a/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-coupons-stats-controller.php
+++ b/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-coupons-stats-controller.php
@@ -62,7 +62,11 @@ class WC_Admin_REST_Reports_Coupons_Stats_Controller extends WC_REST_Reports_Con
 	public function get_items( $request ) {
 		$query_args    = $this->prepare_reports_query( $request );
 		$coupons_query = new WC_Admin_Reports_Coupons_Stats_Query( $query_args );
-		$report_data   = $coupons_query->get_data();
+		try {
+			$report_data = $coupons_query->get_data();
+		} catch ( WC_Admin_Reports_Parameter_Exception $e ) {
+			return new WP_Error( $e->getErrorCode(), $e->getMessage(), array( 'status' => $e->getCode() ) );
+		}
 
 		$out_data = array(
 			'totals'    => get_object_vars( $report_data->totals ),
diff --git a/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-orders-stats-controller.php b/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-orders-stats-controller.php
index 87895d06e45..549badede97 100644
--- a/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-orders-stats-controller.php
+++ b/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-orders-stats-controller.php
@@ -70,7 +70,11 @@ class WC_Admin_REST_Reports_Orders_Stats_Controller extends WC_Admin_REST_Report
 	public function get_items( $request ) {
 		$query_args   = $this->prepare_reports_query( $request );
 		$orders_query = new WC_Admin_Reports_Orders_Stats_Query( $query_args );
-		$report_data  = $orders_query->get_data();
+		try {
+			$report_data = $orders_query->get_data();
+		} catch ( WC_Admin_Reports_Parameter_Exception $e ) {
+			return new WP_Error( $e->getErrorCode(), $e->getMessage(), array( 'status' => $e->getCode() ) );
+		}
 
 		$out_data = array(
 			'totals'    => get_object_vars( $report_data->totals ),
diff --git a/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-products-stats-controller.php b/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-products-stats-controller.php
index d9c4073dbec..a5436bb30d4 100644
--- a/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-products-stats-controller.php
+++ b/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-products-stats-controller.php
@@ -74,8 +74,12 @@ class WC_Admin_REST_Reports_Products_Stats_Controller extends WC_REST_Reports_Co
 			}
 		}
 
-		$query       = new WC_Admin_Reports_Products_Stats_Query( $query_args );
-		$report_data = $query->get_data();
+		$query = new WC_Admin_Reports_Products_Stats_Query( $query_args );
+		try {
+			$report_data = $query->get_data();
+		} catch ( WC_Admin_Reports_Parameter_Exception $e ) {
+			return new WP_Error( $e->getErrorCode(), $e->getMessage(), array( 'status' => $e->getCode() ) );
+		}
 
 		$out_data = array(
 			'totals'    => get_object_vars( $report_data->totals ),
diff --git a/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-revenue-stats-controller.php b/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-revenue-stats-controller.php
index af71b1dd9f2..15749a93342 100644
--- a/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-revenue-stats-controller.php
+++ b/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-reports-revenue-stats-controller.php
@@ -60,7 +60,11 @@ class WC_Admin_REST_Reports_Revenue_Stats_Controller extends WC_REST_Reports_Con
 	public function get_items( $request ) {
 		$query_args      = $this->prepare_reports_query( $request );
 		$reports_revenue = new WC_Admin_Reports_Revenue_Query( $query_args );
-		$report_data     = $reports_revenue->get_data();
+		try {
+			$report_data = $reports_revenue->get_data();
+		} catch ( WC_Admin_Reports_Parameter_Exception $e ) {
+			return new WP_Error( $e->getErrorCode(), $e->getMessage(), array( 'status' => $e->getCode() ) );
+		}
 
 		$out_data = array(
 			'totals'    => get_object_vars( $report_data->totals ),
diff --git a/plugins/woocommerce-admin/includes/class-wc-admin-api-init.php b/plugins/woocommerce-admin/includes/class-wc-admin-api-init.php
index fd51232e7f3..446cea15b7a 100644
--- a/plugins/woocommerce-admin/includes/class-wc-admin-api-init.php
+++ b/plugins/woocommerce-admin/includes/class-wc-admin-api-init.php
@@ -110,6 +110,9 @@ class WC_Admin_Api_Init {
 		// Common date time code.
 		require_once dirname( __FILE__ ) . '/class-wc-admin-reports-interval.php';
 
+		// Exceptions.
+		require_once dirname( __FILE__ ) . '/class-wc-admin-reports-parameter-exception.php';
+
 		// Segmentation.
 		require_once dirname( __FILE__ ) . '/class-wc-admin-reports-segmenting.php';
 		require_once dirname( __FILE__ ) . '/class-wc-admin-reports-orders-stats-segmenting.php';
diff --git a/plugins/woocommerce-admin/includes/class-wc-admin-reports-coupons-stats-segmenting.php b/plugins/woocommerce-admin/includes/class-wc-admin-reports-coupons-stats-segmenting.php
index cbb898e9534..dcb82d4040e 100644
--- a/plugins/woocommerce-admin/includes/class-wc-admin-reports-coupons-stats-segmenting.php
+++ b/plugins/woocommerce-admin/includes/class-wc-admin-reports-coupons-stats-segmenting.php
@@ -244,7 +244,7 @@ class WC_Admin_Reports_Coupons_Stats_Segmenting extends WC_Admin_Reports_Segment
 	 * @param string $table_name Name of main SQL table for the data store (used as basis for JOINS).
 	 *
 	 * @return array
-	 * @throws WC_REST_Exception In case of segmenting by variations, when no parent product is specified.
+	 * @throws WC_Admin_Reports_Parameter_Exception In case of segmenting by variations, when no parent product is specified.
 	 */
 	protected function get_segments( $type, $query_params, $table_name ) {
 		global $wpdb;
@@ -271,7 +271,7 @@ class WC_Admin_Reports_Coupons_Stats_Segmenting extends WC_Admin_Reports_Segment
 			$segments = $this->get_product_related_segments( $type, $segmenting_selections, $segmenting_from, $segmenting_where, $segmenting_groupby, $segmenting_dimension_name, $table_name, $query_params, $unique_orders_table );
 		} elseif ( 'variation' === $this->query_args['segmentby'] ) {
 			if ( ! isset( $this->query_args['product_includes'] ) || count( $this->query_args['product_includes'] ) !== 1 ) {
-				throw new WC_REST_Exception( 'woocommerce_rest_invalid_segmenting_variation', __( 'product_includes parameter need to specify exactly one product when segmenting by variation.', 'wc-admin' ), 400 );
+				throw new WC_Admin_Reports_Parameter_Exception( 'wc_admin_reports_invalid_segmenting_variation', __( 'product_includes parameter need to specify exactly one product when segmenting by variation.', 'wc-admin' ) );
 			}
 
 			$segmenting_selections     = array(
diff --git a/plugins/woocommerce-admin/includes/class-wc-admin-reports-orders-stats-segmenting.php b/plugins/woocommerce-admin/includes/class-wc-admin-reports-orders-stats-segmenting.php
index 8d244feea52..58cd3ae6bc6 100644
--- a/plugins/woocommerce-admin/includes/class-wc-admin-reports-orders-stats-segmenting.php
+++ b/plugins/woocommerce-admin/includes/class-wc-admin-reports-orders-stats-segmenting.php
@@ -335,7 +335,7 @@ class WC_Admin_Reports_Orders_Stats_Segmenting extends WC_Admin_Reports_Segmenti
 	 * @param string $table_name Name of main SQL table for the data store (used as basis for JOINS).
 	 *
 	 * @return array
-	 * @throws WC_REST_Exception In case of segmenting by variations, when no parent product is specified.
+	 * @throws WC_Admin_Reports_Parameter_Exception In case of segmenting by variations, when no parent product is specified.
 	 */
 	protected function get_segments( $type, $query_params, $table_name ) {
 		global $wpdb;
@@ -363,7 +363,7 @@ class WC_Admin_Reports_Orders_Stats_Segmenting extends WC_Admin_Reports_Segmenti
 			$segments = $this->get_product_related_segments( $type, $segmenting_selections, $segmenting_from, $segmenting_where, $segmenting_groupby, $segmenting_dimension_name, $table_name, $query_params, $unique_orders_table );
 		} elseif ( 'variation' === $this->query_args['segmentby'] ) {
 			if ( ! isset( $this->query_args['product_includes'] ) || count( $this->query_args['product_includes'] ) !== 1 ) {
-				throw new WC_REST_Exception( 'woocommerce_rest_invalid_segmenting_variation', __( 'product_includes parameter need to specify exactly one product when segmenting by variation.', 'wc-admin' ), 400 );
+				throw new WC_Admin_Reports_Parameter_Exception( 'wc_admin_reports_invalid_segmenting_variation', __( 'product_includes parameter need to specify exactly one product when segmenting by variation.', 'wc-admin' ) );
 			}
 
 			$segmenting_selections     = array(
diff --git a/plugins/woocommerce-admin/includes/class-wc-admin-reports-parameter-exception.php b/plugins/woocommerce-admin/includes/class-wc-admin-reports-parameter-exception.php
new file mode 100644
index 00000000000..75231f7d595
--- /dev/null
+++ b/plugins/woocommerce-admin/includes/class-wc-admin-reports-parameter-exception.php
@@ -0,0 +1,15 @@
+<?php
+/**
+ * WooCommerce Admin Input Parameter Exception Class
+ *
+ * Exception class thrown when user provides incorrect parameters.
+ *
+ * @package  WooCommerce Admin
+ */
+
+defined( 'ABSPATH' ) || exit;
+
+/**
+ * WC_Admin_Reports_Parameter_Exception class.
+ */
+class WC_Admin_Reports_Parameter_Exception extends WC_Data_Exception {}
diff --git a/plugins/woocommerce-admin/includes/class-wc-admin-reports-products-stats-segmenting.php b/plugins/woocommerce-admin/includes/class-wc-admin-reports-products-stats-segmenting.php
index f96b92b1adb..8f12d759f15 100644
--- a/plugins/woocommerce-admin/includes/class-wc-admin-reports-products-stats-segmenting.php
+++ b/plugins/woocommerce-admin/includes/class-wc-admin-reports-products-stats-segmenting.php
@@ -131,7 +131,7 @@ class WC_Admin_Reports_Products_Stats_Segmenting extends WC_Admin_Reports_Segmen
 	 * @param string $table_name Name of main SQL table for the data store (used as basis for JOINS).
 	 *
 	 * @return array
-	 * @throws WC_REST_Exception In case of segmenting by variations, when no parent product is specified.
+	 * @throws WC_Admin_Reports_Parameter_Exception In case of segmenting by variations, when no parent product is specified.
 	 */
 	protected function get_segments( $type, $query_params, $table_name ) {
 		global $wpdb;
@@ -157,7 +157,7 @@ class WC_Admin_Reports_Products_Stats_Segmenting extends WC_Admin_Reports_Segmen
 			$segments = $this->get_product_related_segments( $type, $segmenting_selections, $segmenting_from, $segmenting_where, $segmenting_groupby, $segmenting_dimension_name, $table_name, $query_params, $unique_orders_table );
 		} elseif ( 'variation' === $this->query_args['segmentby'] ) {
 			if ( ! isset( $this->query_args['product_includes'] ) || count( $this->query_args['product_includes'] ) !== 1 ) {
-				throw new WC_REST_Exception( 'woocommerce_rest_invalid_segmenting_variation', __( 'product_includes parameter need to specify exactly one product when segmenting by variation.', 'wc-admin' ), 400 );
+				throw new WC_Admin_Reports_Parameter_Exception( 'wc_admin_reports_invalid_segmenting_variation', __( 'product_includes parameter need to specify exactly one product when segmenting by variation.', 'wc-admin' ) );
 			}
 
 			$segmenting_selections     = array(