diff --git a/Lib/pathlib.py b/Lib/pathlib.py
index d279fd2958b170..b99bf6e7dd2408 100644
--- a/Lib/pathlib.py
+++ b/Lib/pathlib.py
@@ -127,12 +127,19 @@ def _compile_pattern_lines(pattern_lines, case_sensitive):
     # Match the start of the path, or just after a path separator
     parts = ['^']
     for part in pattern_lines.splitlines(keepends=True):
-        # We slice off the common prefix and suffix added by translate() to
-        # ensure that re.DOTALL is not set, and the end of the string not
-        # matched, respectively. With DOTALL not set, '*' wildcards will not
-        # match path separators, because the '.' characters in the pattern
-        # will not match newlines.
-        parts.append(fnmatch.translate(part)[_FNMATCH_SLICE])
+        if part == '*\n':
+            part = r'.+\n'
+        elif part == '*':
+            part = r'.+'
+        else:
+            # Any other component: pass to fnmatch.translate(). We slice off
+            # the common prefix and suffix added by translate() to ensure that
+            # re.DOTALL is not set, and the end of the string not matched,
+            # respectively. With DOTALL not set, '*' wildcards will not match
+            # path separators, because the '.' characters in the pattern will
+            # not match newlines.
+            part = fnmatch.translate(part)[_FNMATCH_SLICE]
+        parts.append(part)
     # Match the end of the path, always.
     parts.append(r'\Z')
     flags = re.MULTILINE
@@ -501,8 +508,12 @@ def _lines(self):
         try:
             return self._lines_cached
         except AttributeError:
-            trans = _SWAP_SEP_AND_NEWLINE[self._flavour.sep]
-            self._lines_cached = str(self).translate(trans)
+            path_str = str(self)
+            if path_str == '.':
+                self._lines_cached = ''
+            else:
+                trans = _SWAP_SEP_AND_NEWLINE[self._flavour.sep]
+                self._lines_cached = path_str.translate(trans)
             return self._lines_cached
 
     def __eq__(self, other):
diff --git a/Lib/test/test_pathlib.py b/Lib/test/test_pathlib.py
index f716f1075bcb3e..1d28a782f44ab3 100644
--- a/Lib/test/test_pathlib.py
+++ b/Lib/test/test_pathlib.py
@@ -317,6 +317,10 @@ def test_match_common(self):
         self.assertTrue(P('A.py').match('a.PY', case_sensitive=False))
         self.assertFalse(P('c:/a/B.Py').match('C:/A/*.pY', case_sensitive=True))
         self.assertTrue(P('/a/b/c.py').match('/A/*/*.Py', case_sensitive=False))
+        # Matching against empty path
+        self.assertFalse(P().match('*'))
+        self.assertTrue(P().match('**'))
+        self.assertFalse(P().match('**/*'))
 
     def test_ordering_common(self):
         # Ordering is tuple-alike.
diff --git a/Misc/NEWS.d/next/Library/2023-07-02-10-56-41.gh-issue-106330.QSkIUH.rst b/Misc/NEWS.d/next/Library/2023-07-02-10-56-41.gh-issue-106330.QSkIUH.rst
new file mode 100644
index 00000000000000..c1f55ab658b517
--- /dev/null
+++ b/Misc/NEWS.d/next/Library/2023-07-02-10-56-41.gh-issue-106330.QSkIUH.rst
@@ -0,0 +1,2 @@
+Fix incorrect matching of empty paths in :meth:`pathlib.PurePath.match`.
+This bug was introduced in Python 3.12.0 beta 1.