diff --git a/elasticsearch-api/lib/elasticsearch/api/actions/query_rules/delete_ruleset.rb b/elasticsearch-api/lib/elasticsearch/api/actions/query_rules/delete_ruleset.rb
index 057962e12..f6739b40b 100644
--- a/elasticsearch-api/lib/elasticsearch/api/actions/query_rules/delete_ruleset.rb
+++ b/elasticsearch-api/lib/elasticsearch/api/actions/query_rules/delete_ruleset.rb
@@ -48,11 +48,19 @@ def delete_ruleset(arguments = {})
 
           method = Elasticsearch::API::HTTP_DELETE
           path   = "_query_rules/#{Utils.__listify(_ruleset_id)}"
-          params = {}
+          params = Utils.process_params(arguments)
 
-          Elasticsearch::API::Response.new(
-            perform_request(method, path, params, body, headers, request_opts)
-          )
+          if Array(arguments[:ignore]).include?(404)
+            Utils.__rescue_from_not_found do
+              Elasticsearch::API::Response.new(
+                perform_request(method, path, params, body, headers, request_opts)
+              )
+            end
+          else
+            Elasticsearch::API::Response.new(
+              perform_request(method, path, params, body, headers, request_opts)
+            )
+          end
         end
       end
     end
diff --git a/elasticsearch-api/utils/thor/endpoint_specifics.rb b/elasticsearch-api/utils/thor/endpoint_specifics.rb
index 5dc4d6fa6..eea5f46cd 100644
--- a/elasticsearch-api/utils/thor/endpoint_specifics.rb
+++ b/elasticsearch-api/utils/thor/endpoint_specifics.rb
@@ -39,6 +39,7 @@ module EndpointSpecifics
         indices.delete
         indices.delete_template
         indices.flush_synced
+        query_rules.delete_ruleset
         security.get_role
         security.get_user
         snapshot.delete