diff --git a/requirements/base.txt b/requirements/base.txt
index 4538977c7..148be94e1 100644
--- a/requirements/base.txt
+++ b/requirements/base.txt
@@ -288,7 +288,7 @@ sqlalchemy-utils==0.38.3
     # via
     #   apache-superset
     #   flask-appbuilder
-sqlparse==0.4.3
+sqlparse==0.4.4
     # via apache-superset
 sshtunnel==0.4.0
     # via apache-superset
diff --git a/setup.py b/setup.py
index 09fde6b69..6bad485f2 100644
--- a/setup.py
+++ b/setup.py
@@ -122,7 +122,7 @@ setup(
         "slack_sdk>=3.19.0, <4",
         "sqlalchemy>=1.4, <2",
         "sqlalchemy-utils>=0.38.3, <0.39",
-        "sqlparse>=0.4.3, <0.5",
+        "sqlparse>=0.4.4, <0.5",
         "tabulate>=0.8.9, <0.9",
         "typing-extensions>=4, <5",
         "waitress; sys_platform == 'win32'",
diff --git a/superset/sql_parse.py b/superset/sql_parse.py
index 323fabb3d..034daeb7a 100644
--- a/superset/sql_parse.py
+++ b/superset/sql_parse.py
@@ -23,6 +23,8 @@ from urllib import parse
 
 import sqlparse
 from sqlalchemy import and_
+from sqlparse import keywords
+from sqlparse.lexer import Lexer
 from sqlparse.sql import (
     Identifier,
     IdentifierList,
@@ -59,15 +61,13 @@ CTE_PREFIX = "CTE__"
 
 logger = logging.getLogger(__name__)
 
-
 # TODO: Workaround for https://github.com/andialbrecht/sqlparse/issues/652.
-sqlparse.keywords.SQL_REGEX.insert(
-    0,
-    (
-        re.compile(r"'(''|\\\\|\\|[^'])*'", sqlparse.keywords.FLAGS).match,
-        sqlparse.tokens.String.Single,
-    ),
-)
+# configure the Lexer to extend sqlparse
+# reference: https://sqlparse.readthedocs.io/en/stable/extending/
+lex = Lexer.get_default_instance()
+sqlparser_sql_regex = keywords.SQL_REGEX
+sqlparser_sql_regex.insert(25, (r"'(''|\\\\|\\|[^'])*'", sqlparse.tokens.String.Single))
+lex.set_SQL_REGEX(sqlparser_sql_regex)
 
 
 class CtasMethod(str, Enum):