diff --git a/databend_sqlalchemy/connector.py b/databend_sqlalchemy/connector.py
index e9de5fb..28ad167 100644
--- a/databend_sqlalchemy/connector.py
+++ b/databend_sqlalchemy/connector.py
@@ -41,6 +41,9 @@ def escape_string(self, item):
             item.replace("\\", "\\\\").replace("'", "\\'").replace("%", "%%")
         )
 
+    def escape_binary(self, item):
+        return f"unhex('{bytes(item).hex()}')"
+
     def escape_item(self, item):
         if item is None:
             return "NULL"
@@ -59,6 +62,8 @@ def escape_item(self, item):
             return self.escape_string(item.strftime("%Y-%m-%d")) + "::date"
         elif isinstance(item, dict):
             return self.escape_string(f'parse_json({json.dumps(item)})')
+        elif isinstance(item, (bytes, bytearray, memoryview)):
+            return self.escape_binary(item)
         else:
             return self.escape_string(item)
 
diff --git a/tests/unit/test_param_escaper.py b/tests/unit/test_param_escaper.py
new file mode 100644
index 0000000..6ed6a8e
--- /dev/null
+++ b/tests/unit/test_param_escaper.py
@@ -0,0 +1,34 @@
+from unittest import mock
+
+import pytest
+
+from databend_sqlalchemy.connector import Cursor, ParamEscaper
+
+
+@pytest.mark.parametrize(
+    "raw,expected",
+    [
+        (b"", "unhex('')"),
+        (b"\x00\x01", "unhex('0001')"),
+        (b"abc", "unhex('616263')"),
+        (b"\xc3\xa9", "unhex('c3a9')"),
+        (b"\x00\xff", "unhex('00ff')"),
+        (b"\xff", "unhex('ff')"),
+        (b"\x80", "unhex('80')"),
+        (b"7\xe7\x9f", "unhex('37e79f')"),
+        (bytearray(b"\x00\xff"), "unhex('00ff')"),
+        (memoryview(b"\x00\xff"), "unhex('00ff')"),
+    ],
+)
+def test_escape_binary_values(raw, expected):
+    escaper = ParamEscaper()
+    assert escaper.escape_item(raw) == expected
+
+
+def test_cursor_mogrify_binary_params():
+    cur = Cursor(mock.Mock())
+    sql = cur.mogrify(
+        "INSERT INTO probe (id, payload) VALUES (%(id)s, %(payload)s)",
+        {"id": 1, "payload": b"\x00\xff"},
+    )
+    assert sql == "INSERT INTO probe (id, payload) VALUES (1, unhex('00ff'))"