diff --git a/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-admin-notes-controller.php b/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-admin-notes-controller.php
index 3dbe46ef077..aaad9e77529 100644
--- a/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-admin-notes-controller.php
+++ b/plugins/woocommerce-admin/includes/api/class-wc-admin-rest-admin-notes-controller.php
@@ -90,7 +90,22 @@ class WC_Admin_REST_Admin_Notes_Controller extends WC_REST_CRUD_Controller {
 	 * @return WP_REST_Response
 	 */
 	public function get_items( $request ) {
-		$notes = WC_Admin_Notes::get_notes();
+		$per_page = isset( $request['per_page'] ) ? intval( $request['per_page'] ) : 10;
+		if ( $per_page <= 0 ) {
+			$per_page = 1;
+		}
+
+		$page = isset( $request['page'] ) ? intval( $request['page'] ) : 1;
+		if ( $page <= 0 ) {
+			$page = 1;
+		}
+
+		$args = array(
+			'per_page' => $per_page,
+			'page'     => $page,
+		);
+
+		$notes = WC_Admin_Notes::get_notes( 'edit', $args );
 
 		$data = array();
 		foreach ( (array) $notes as $note_obj ) {
@@ -98,7 +113,11 @@ class WC_Admin_REST_Admin_Notes_Controller extends WC_REST_CRUD_Controller {
 			$note   = $this->prepare_response_for_collection( $note );
 			$data[] = $note;
 		}
-		return rest_ensure_response( $data );
+
+		$response = rest_ensure_response( $data );
+		$response->header( 'X-WP-Total', WC_Admin_Notes::get_notes_count() );
+
+		return $response;
 	}
 
 	/**
diff --git a/plugins/woocommerce-admin/includes/class-wc-admin-notes.php b/plugins/woocommerce-admin/includes/class-wc-admin-notes.php
index 550a448eec0..db2f4ce639a 100644
--- a/plugins/woocommerce-admin/includes/class-wc-admin-notes.php
+++ b/plugins/woocommerce-admin/includes/class-wc-admin-notes.php
@@ -16,11 +16,12 @@ class WC_Admin_Notes {
 	 * Get notes from the database.
 	 *
 	 * @param string $context Getting notes for what context. Valid values: view, edit.
+	 * @param array  $args Arguments to pass to the query( e.g. per_page and page).
 	 * @return array Array of arrays.
 	 */
-	public static function get_notes( $context = 'admin' ) {
+	public static function get_notes( $context = 'admin', $args = array() ) {
 		$data_store = WC_Data_Store::load( 'admin-note' );
-		$raw_notes  = $data_store->get_notes();
+		$raw_notes  = $data_store->get_notes( $args );
 		$notes      = array();
 		foreach ( (array) $raw_notes as $raw_note ) {
 			$note                               = new WC_Admin_Note( $raw_note );
@@ -58,4 +59,14 @@ class WC_Admin_Notes {
 		}
 		return false;
 	}
+
+	/**
+	 * Get the total number of notes
+	 *
+	 * @return int
+	 */
+	public static function get_notes_count() {
+		$data_store = WC_Data_Store::load( 'admin-note' );
+		return $data_store->get_notes_count();
+	}
 }
diff --git a/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-notes-data-store.php b/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-notes-data-store.php
index 000efcd9df3..f3d2e63de47 100644
--- a/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-notes-data-store.php
+++ b/plugins/woocommerce-admin/includes/data-stores/class-wc-admin-notes-data-store.php
@@ -33,7 +33,7 @@ class WC_Admin_Notes_Data_Store extends WC_Data_Store_WP implements WC_Object_Da
 			'source'  => $note->get_source(),
 		);
 
-		$encoding_options = defined( 'JSON_FORCE_OBJECT' ) ? JSON_FORCE_OBJECT : 0;
+		$encoding_options = defined( 'JSON_FORCE_OBJECT' ) ? JSON_FORCE_OBJECT : 0; // phpcs:ignore PHPCompatibility.PHP.NewConstants
 
 		$note_to_be_inserted['content_data']  = wp_json_encode( $note->get_content_data(), $encoding_options );
 		$note_to_be_inserted['date_created']  = gmdate( 'Y-m-d H:i:s', $date_created );
@@ -104,7 +104,7 @@ class WC_Admin_Notes_Data_Store extends WC_Data_Store_WP implements WC_Object_Da
 	 */
 	public function update( &$note ) {
 		global $wpdb;
-		$encoding_options = defined( 'JSON_FORCE_OBJECT' ) ? JSON_FORCE_OBJECT : 0;
+		$encoding_options = defined( 'JSON_FORCE_OBJECT' ) ? JSON_FORCE_OBJECT : 0; // phpcs:ignore PHPCompatibility.PHP.NewConstants
 
 		if ( $note->get_id() ) {
 			$wpdb->update(
@@ -199,10 +199,50 @@ class WC_Admin_Notes_Data_Store extends WC_Data_Store_WP implements WC_Object_Da
 	/**
 	 * Return an ordered list of notes.
 	 *
+	 * @param array $args Query arguments.
 	 * @return array An array of objects containing a note id.
 	 */
-	public function get_notes() {
+	public function get_notes( $args = array() ) {
 		global $wpdb;
-		return $wpdb->get_results( "SELECT note_id, title, content FROM {$wpdb->prefix}woocommerce_admin_notes order by note_id ASC;" );
+
+		// Build the query.
+		$query = "
+			SELECT note_id, title, content
+			FROM {$wpdb->prefix}woocommerce_admin_notes
+			ORDER BY note_id DESC
+		";
+
+		$per_page = isset( $args['per_page'] ) ? intval( $args['per_page'] ) : 10;
+		if ( $per_page <= 0 ) {
+			$per_page = 1;
+		}
+
+		$page = isset( $args['page'] ) ? intval( $args['page'] ) : 1;
+		if ( $page <= 0 ) {
+			$page = 1;
+		}
+
+		$offset     = $per_page * ( $page - 1 );
+		$pagination = sprintf( ' LIMIT %d, %d', $offset, $per_page );
+
+		return $wpdb->get_results( $query . $pagination ); // phpcs:ignore WordPress.WP.PreparedSQL.NotPrepared
 	}
+
+	/**
+	 * Return a count of notes.
+	 *
+	 * @return array An array of objects containing a note id.
+	 */
+	public function get_notes_count() {
+		global $wpdb;
+
+		// Build the query.
+		$query = "
+			SELECT COUNT(*)
+			FROM {$wpdb->prefix}woocommerce_admin_notes
+		";
+
+		return $wpdb->get_var( $query ); // phpcs:ignore WordPress.WP.PreparedSQL.NotPrepared
+	}
+
 }