diff --git a/scripts/ci/noema_review_gate.py b/scripts/ci/noema_review_gate.py
index 1e4661b7..6f195a12 100644
--- a/scripts/ci/noema_review_gate.py
+++ b/scripts/ci/noema_review_gate.py
@@ -34,17 +34,23 @@
 MAX_DIFF_CHARS = 60000
 
 
+SENSITIVE_DATA_SCRUB_PATTERNS = (
+    (re.compile(r'(?i)(bearer\s+)[^\s"\'\\]+'), r'\1***'),
+    (re.compile(r'(?i)(token\s+)[^\s"\'\\]+'), r'\1***'),
+    (re.compile(r'(?i)\b(?:github_pat_[A-Za-z0-9_]+|gh[pousr]_[A-Za-z0-9_]+)\b'), '***'),
+    (re.compile(r'\b(sk-[A-Za-z0-9_-]+)'), '***'),
+    (re.compile(r'\b(xox[baprs]-[A-Za-z0-9-]+)'), '***'),
+    (re.compile(r'\b(AKIA[0-9A-Z]{16})'), '***'),
+    (re.compile(r'(?i)((?:api[_-]?key|access[_-]?token|refresh[_-]?token|id[_-]?token|client[_-]?secret|password|passwd|secret)\s*[:=]\s*)["\']?[^"\'\s]+["\']?'), r'\1***'),
+)
+
+
 def scrub_sensitive_data(text: str | None) -> str | None:
     """Mask sensitive tokens in text to prevent secret leakage."""
     if not text:
         return text
-    text = re.sub(r'(?i)(bearer\s+)[^\s"\'\\]+', r'\1***', text)
-    text = re.sub(r'(?i)(token\s+)[^\s"\'\\]+', r'\1***', text)
-    text = re.sub(r'(?i)\b(?:github_pat_[A-Za-z0-9_]+|gh[pousr]_[A-Za-z0-9_]+)\b', '***', text)
-    text = re.sub(r'\b(sk-[A-Za-z0-9_-]+)', '***', text)
-    text = re.sub(r'\b(xox[baprs]-[A-Za-z0-9-]+)', '***', text)
-    text = re.sub(r'\b(AKIA[0-9A-Z]{16})', '***', text)
-    text = re.sub(r'(?i)((?:api[_-]?key|access[_-]?token|refresh[_-]?token|id[_-]?token|client[_-]?secret|password|passwd|secret)\s*[:=]\s*)["\']?[^"\'\s]+["\']?', r'\1***', text)
+    for pattern, repl in SENSITIVE_DATA_SCRUB_PATTERNS:
+        text = pattern.sub(repl, text)
     return text