diff --git a/dvc/fs/path.py b/dvc/fs/path.py
index b0c02db8c7..7545fb7a88 100644
--- a/dvc/fs/path.py
+++ b/dvc/fs/path.py
@@ -15,7 +15,7 @@ def join(self, *parts):
         return self.flavour.join(*parts)
 
     def parts(self, path):
-        drive, path = self.flavour.splitdrive(path)
+        drive, path = self.flavour.splitdrive(path.rstrip(self.flavour.sep))
 
         ret = []
         while True:
diff --git a/tests/unit/fs/test_path.py b/tests/unit/fs/test_path.py
new file mode 100644
index 0000000000..caf41342c6
--- /dev/null
+++ b/tests/unit/fs/test_path.py
@@ -0,0 +1,29 @@
+import pytest
+
+from dvc.fs.path import Path
+
+
+@pytest.mark.parametrize("prefix", ["", "/"])
+@pytest.mark.parametrize("postfix", ["", "/"])
+@pytest.mark.parametrize(
+    "path,expected",
+    [
+        ("path", ("path",)),
+        ("some/path", ("some", "path")),
+    ],
+)
+def test_parts_posix(prefix, postfix, path, expected):
+    assert Path("/").parts(prefix + path + postfix) == tuple(prefix) + expected
+
+
+@pytest.mark.parametrize("postfix", ["", "\\"])
+@pytest.mark.parametrize(
+    "path,expected",
+    [
+        ("path", ("path",)),
+        ("c:\\path", ("c:", "\\", "path")),
+        ("some\\path", ("some", "path")),
+    ],
+)
+def test_parts_nt(postfix, path, expected):
+    assert Path("\\").parts(path + postfix) == expected