diff --git a/dev/merge_spark_pr.py b/dev/merge_spark_pr.py
index c9893fd7e5a9..5d014a6375cb 100755
--- a/dev/merge_spark_pr.py
+++ b/dev/merge_spark_pr.py
@@ -501,12 +501,19 @@ def standardize_jira_ref(text):
     >>> standardize_jira_ref(
     ...     "[SPARK-6250][SPARK-6146][SPARK-5911][SQL] Types are now reserved words in DDL parser.")
     '[SPARK-6250][SPARK-6146][SPARK-5911][SQL] Types are now reserved words in DDL parser.'
+    >>> standardize_jira_ref(
+    ...     'Revert "[SPARK-48591][PYTHON] Simplify the if-else branches with F.lit"')
+    'Revert "[SPARK-48591][PYTHON] Simplify the if-else branches with F.lit"'
     >>> standardize_jira_ref("Additional information for users building from source code")
     'Additional information for users building from source code'
     """
     jira_refs = []
     components = []
 
+    # If this is a Revert PR, no need to process any further
+    if text.startswith('Revert "') and text.endswith('"'):
+        return text
+
     # If the string is compliant, no need to process any further
     if re.search(r"^\[SPARK-[0-9]{3,6}\](\[[A-Z0-9_\s,]+\] )+\S+", text):
         return text