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 7e736948260..089f38c6f23 100644
--- a/plugins/woocommerce-admin/includes/class-wc-admin-api-init.php
+++ b/plugins/woocommerce-admin/includes/class-wc-admin-api-init.php
@@ -672,12 +672,24 @@ class WC_Admin_Api_Init {
 			)
 		);
 
-		if ( $blocking_jobs ) {
-			$blocking_job       = current( $blocking_jobs );
-			$after_blocking_job = $blocking_job->get_schedule()->next()->getTimestamp() + 5;
+		$next_job_schedule = null;
+		$blocking_job_hook = null;
 
+		if ( $blocking_jobs ) {
+			$blocking_job      = current( $blocking_jobs );
+			$blocking_job_hook = $blocking_job->get_hook();
+			$next_job_schedule = $blocking_job->get_schedule()->next();
+		}
+
+		// Eliminate the false positive scenario where the blocking job is
+		// actually another queued dependent action awaiting the same prerequisite.
+		// Also, ensure that the next schedule is a DateTime (it can be null).
+		if (
+			is_a( $next_job_schedule, 'DateTime' ) &&
+			( self::QUEUE_DEPEDENT_ACTION !== $blocking_job_hook )
+		) {
 			self::queue()->schedule_single(
-				$after_blocking_job,
+				$next_job_schedule->getTimestamp() + 5,
 				self::QUEUE_DEPEDENT_ACTION,
 				array( $action, $action_args, $prerequisite_action )
 			);
diff --git a/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-coupons-data-store.php b/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-coupons-data-store.php
index b49915211f5..29b4676c452 100644
--- a/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-coupons-data-store.php
+++ b/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-coupons-data-store.php
@@ -319,7 +319,9 @@ class WC_Admin_Reports_Coupons_Data_Store extends WC_Admin_Reports_Data_Store im
 		global $wpdb;
 
 		$order = wc_get_order( $order_id );
-		if ( ! $order ) {
+
+		// Skip `shop_order_refunds` when factoring stats on coupon usage.
+		if ( ! $order || 'shop_order' !== $order->get_type() ) {
 			return -1;
 		}
 
diff --git a/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-products-data-store.php b/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-products-data-store.php
index 7ef84d16b84..3ec9018a438 100644
--- a/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-products-data-store.php
+++ b/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-products-data-store.php
@@ -381,6 +381,9 @@ class WC_Admin_Reports_Products_Data_Store extends WC_Admin_Reports_Data_Store i
 					array( '%d' )
 				); // WPCS: cache ok, DB call ok.
 
+				// Deleting 0 items here isn't a problem, and we should force a successful return.
+				$result = ( 0 === $result ) ? 1 : $result;
+
 				/**
 				 * Fires when product's reports are deleted.
 				 *
diff --git a/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-taxes-data-store.php b/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-taxes-data-store.php
index eb6f934700f..c8cf1658f22 100644
--- a/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-taxes-data-store.php
+++ b/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-reports-taxes-data-store.php
@@ -258,7 +258,9 @@ class WC_Admin_Reports_Taxes_Data_Store extends WC_Admin_Reports_Data_Store impl
 	public static function sync_order_taxes( $order_id ) {
 		global $wpdb;
 		$order = wc_get_order( $order_id );
-		if ( ! $order ) {
+
+		// Skip `shop_order_refunds` when factoring stats on order tax.
+		if ( ! $order || 'shop_order' !== $order->get_type() ) {
 			return -1;
 		}