diff --git a/qlib/data/storage/file_storage.py b/qlib/data/storage/file_storage.py
index 8a100a2d19e..223867e0cae 100644
--- a/qlib/data/storage/file_storage.py
+++ b/qlib/data/storage/file_storage.py
@@ -3,7 +3,7 @@
 
 import struct
 from pathlib import Path
-from typing import Iterable, Union, Dict, Mapping, Tuple, List
+from typing import Iterable, Union, Dict, Mapping, Tuple, List, Optional
 
 import numpy as np
 import pandas as pd
@@ -286,8 +286,41 @@ class FileFeatureStorage(FileStorageMixin, FeatureStorage):
     def __init__(self, instrument: str, field: str, freq: str, provider_uri: dict = None, **kwargs):
         super(FileFeatureStorage, self).__init__(instrument, field, freq, **kwargs)
         self._provider_uri = None if provider_uri is None else C.DataPathManager.format_provider_uri(provider_uri)
+        self._resolved_file_name: Optional[str] = None
         self.file_name = f"{instrument.lower()}/{field.lower()}.{freq.lower()}.bin"
 
+    @property
+    def uri(self) -> Path:
+        if self.freq not in self.support_freq:
+            raise ValueError(f"{self.storage_name}: {self.provider_uri} does not contain data for {self.freq}")
+
+        feature_dir = self.dpm.get_data_uri(self.freq).joinpath(f"{self.storage_name}s")
+
+        if self._resolved_file_name is None:
+            default_uri = feature_dir.joinpath(self.file_name)
+            if default_uri.exists():
+                self._resolved_file_name = self.file_name
+            else:
+                self._resolved_file_name = self._resolve_case_sensitive_file_name(feature_dir) or self.file_name
+
+        return feature_dir.joinpath(self._resolved_file_name)
+
+    def _resolve_case_sensitive_file_name(self, feature_dir: Path) -> Optional[str]:
+        if not feature_dir.exists():
+            return None
+
+        normalized_leaf = f"{self.field.lower()}.{self.freq.lower()}.bin"
+        expected_inst = self.instrument.lower()
+
+        for instrument_dir in feature_dir.iterdir():
+            if not instrument_dir.is_dir() or instrument_dir.name.lower() != expected_inst:
+                continue
+            for candidate_file in instrument_dir.iterdir():
+                if candidate_file.is_file() and candidate_file.name.lower() == normalized_leaf:
+                    return str(Path(instrument_dir.name, candidate_file.name))
+
+        return None
+
     def clear(self):
         with self.uri.open("wb") as _:
             pass
diff --git a/tests/storage_tests/test_storage.py b/tests/storage_tests/test_storage.py
index 92fed34ecda..f646f72df80 100644
--- a/tests/storage_tests/test_storage.py
+++ b/tests/storage_tests/test_storage.py
@@ -4,6 +4,7 @@
 
 from pathlib import Path
 from collections.abc import Iterable
+import tempfile
 
 import numpy as np
 from qlib.tests import TestAutoData
@@ -168,3 +169,23 @@ def test_feature_storage(self):
             print(feature[:].empty)
         with self.assertRaises(ValueError):
             print(feature.data.empty)
+
+    def test_feature_storage_resolves_case_sensitive_instrument_dir(self):
+        with tempfile.TemporaryDirectory() as tmp_dir:
+            feature_root = Path(tmp_dir).joinpath("features", "ABB-U")
+            feature_root.mkdir(parents=True, exist_ok=True)
+            np.array([0.0, 1.0, 2.0, 3.0], dtype="<f").tofile(feature_root.joinpath("close.day.bin"))
+
+            feature = FeatureStorage(
+                instrument="ABB-U",
+                field="close",
+                freq="day",
+                provider_uri={"day": tmp_dir},
+            )
+
+            assert feature.uri.exists(), "Feature storage path should resolve existing mixed-case instrument directory."
+            assert feature.uri.parent.name == "ABB-U"
+            assert feature.start_index == 0
+            assert feature.end_index == 2
+            assert feature[0][1] == np.float32(1.0)
+            assert feature[0:3].tolist() == [1.0, 2.0, 3.0]