diff --git a/pandera/engines/pyspark_engine.py b/pandera/engines/pyspark_engine.py
index a9668402b..4e48d28da 100644
--- a/pandera/engines/pyspark_engine.py
+++ b/pandera/engines/pyspark_engine.py
@@ -14,6 +14,7 @@
 from typing import Any, Iterable, Union, Optional
 import sys
 
+import pyspark
 import pyspark.sql.types as pst
 
 from pandera import dtypes, errors
@@ -341,10 +342,15 @@ class Date(DataType, dtypes.Date):  # type: ignore
 # timestamp
 ###############################################################################
 
+# Default timestamp equivalents
+equivalents = ["datetime", "timestamp", "TimestampType", "TimestampType()", pst.TimestampType(), pst.TimestampType]  # type: ignore
 
-@Engine.register_dtype(
-    equivalents=["datetime", "timestamp", "TimestampType", "TimestampType()", pst.TimestampType(), pst.TimestampType],  # type: ignore
-)
+# Include new Spark 3.4 TimestampNTZType as equivalents
+if pyspark.__version__ >= "3.4":
+    equivalents += ["TimestampNTZType", "TimestampNTZType()", pst.TimestampNTZType, pst.TimestampNTZType()]  # type: ignore
+
+
+@Engine.register_dtype(equivalents=equivalents)  # type: ignore
 @immutable
 class Timestamp(DataType, dtypes.Timestamp):  # type: ignore
     """Semantic representation of a :class:`pyspark.sql.types.TimestampType`."""
diff --git a/tests/pyspark/test_pyspark_dtypes.py b/tests/pyspark/test_pyspark_dtypes.py
index 0b00536cf..702ce4e5e 100644
--- a/tests/pyspark/test_pyspark_dtypes.py
+++ b/tests/pyspark/test_pyspark_dtypes.py
@@ -1,6 +1,7 @@
 """Unit tests for pyspark container."""
 
 from typing import Any
+import pyspark
 import pyspark.sql.types as T
 from pyspark.sql import DataFrame
 
@@ -239,6 +240,18 @@ def test_pyspark_all_bytetint_types(
 class TestAllDatetimeTestClass(BaseClass):
     """This class is to test all the datetime types"""
 
+    # Include new Spark 3.4 TimestampNTZType as equivalents
+    ntz_equivalents = (
+        [
+            {"pandera_equivalent": "TimestampNTZType"},
+            {"pandera_equivalent": "TimestampNTZType()"},
+            {"pandera_equivalent": T.TimestampNTZType},
+            {"pandera_equivalent": T.TimestampNTZType()},
+        ]
+        if pyspark.__version__ >= "3.4"
+        else []
+    )
+
     # a map specifying multiple argument sets for a test method
     params = {
         "test_pyspark_all_date_types": [
@@ -253,7 +266,8 @@ class TestAllDatetimeTestClass(BaseClass):
             {"pandera_equivalent": T.TimestampType()},
             {"pandera_equivalent": "datetime"},
             {"pandera_equivalent": "timestamp"},
-        ],
+        ]
+        + ntz_equivalents,
     }
 
     def test_pyspark_all_date_types(