diff --git a/backend/src/module/database/bangumi.py b/backend/src/module/database/bangumi.py
index 09ec7ce5..94816028 100644
--- a/backend/src/module/database/bangumi.py
+++ b/backend/src/module/database/bangumi.py
@@ -305,15 +305,51 @@ class BangumiDatabase:
     def match_by_save_path(self, save_path: str) -> Optional[Bangumi]:
         """Find bangumi by save_path to get offset.
 
+        Tries exact match first, then falls back to matching with/without trailing slashes
+        and different path separators.
+
         Note: When multiple subscriptions share the same save_path (e.g., different RSS
         sources for the same anime), this returns the first match. Use match_torrent()
         for more accurate matching when torrent_name is available.
         """
+        if not save_path:
+            return None
+
+        # Try exact match first
         statement = select(Bangumi).where(
             and_(Bangumi.save_path == save_path, Bangumi.deleted == false())
         )
         result = self.session.execute(statement)
-        return result.scalars().first()
+        bangumi = result.scalars().first()
+        if bangumi:
+            return bangumi
+
+        # Normalize the input path and try variations
+        normalized = save_path.replace("\\", "/").rstrip("/")
+        variations = [
+            normalized,
+            normalized + "/",
+            save_path.rstrip("/"),
+            save_path.rstrip("\\"),
+        ]
+        # Remove duplicates while preserving order
+        seen = {save_path}
+        unique_variations = []
+        for v in variations:
+            if v not in seen:
+                seen.add(v)
+                unique_variations.append(v)
+
+        for variant in unique_variations:
+            statement = select(Bangumi).where(
+                and_(Bangumi.save_path == variant, Bangumi.deleted == false())
+            )
+            result = self.session.execute(statement)
+            bangumi = result.scalars().first()
+            if bangumi:
+                return bangumi
+
+        return None
 
     def get_needs_review(self) -> list[Bangumi]:
         """Get all bangumi that need review for offset mismatch."""
diff --git a/backend/src/module/downloader/path.py b/backend/src/module/downloader/path.py
index c309ae1d..a9c41880 100644
--- a/backend/src/module/downloader/path.py
+++ b/backend/src/module/downloader/path.py
@@ -58,10 +58,24 @@ class TorrentPath:
 
     @staticmethod
     def _gen_save_path(data: Bangumi | BangumiUpdate):
+        """Generate save path for a bangumi.
+
+        The save path uses the adjusted season number (season + season_offset)
+        so files are saved directly to the correct season folder.
+        """
         folder = (
             f"{data.official_title} ({data.year})" if data.year else data.official_title
         )
-        save_path = Path(settings.downloader.path) / folder / f"Season {data.season}"
+        # Apply season_offset to get the adjusted season number for the folder
+        adjusted_season = data.season + getattr(data, "season_offset", 0)
+        if adjusted_season < 1:
+            adjusted_season = data.season  # Safety: don't go below 1
+            logger.warning(
+                f"[Path] Season offset would result in invalid season for {data.official_title}, using original season"
+            )
+        save_path = (
+            Path(settings.downloader.path) / folder / f"Season {adjusted_season}"
+        )
         return str(save_path)
 
     @staticmethod
diff --git a/backend/src/module/manager/renamer.py b/backend/src/module/manager/renamer.py
index 6f96ffa5..8c158a6c 100644
--- a/backend/src/module/manager/renamer.py
+++ b/backend/src/module/manager/renamer.py
@@ -31,16 +31,13 @@ class Renamer(DownloadClient):
         bangumi_name: str,
         method: str,
         episode_offset: int = 0,
-        season_offset: int = 0,
+        season_offset: int = 0,  # Kept for API compatibility, but no longer used
     ) -> str:
-        # Apply season offset
-        adjusted_season = file_info.season + season_offset
-        if adjusted_season < 1:
-            adjusted_season = file_info.season  # Safety: don't go below 1
-            logger.warning(
-                f"[Renamer] Season offset {season_offset} would result in invalid season, ignoring"
-            )
-        season = f"0{adjusted_season}" if adjusted_season < 10 else adjusted_season
+        # Season comes from the folder name which already includes the offset
+        # (folder is now "Season {season + season_offset}")
+        # So we use file_info.season directly without applying offset again
+        season_num = file_info.season
+        season = f"0{season_num}" if season_num < 10 else season_num
         # Apply episode offset
         adjusted_episode = int(file_info.episode) + episode_offset
         if adjusted_episode < 1:
@@ -96,16 +93,14 @@ class Renamer(DownloadClient):
                     if await self.rename_torrent_file(
                         _hash=_hash, old_path=media_path, new_path=new_path
                     ):
-                        # Return adjusted season and episode numbers for notification
-                        adjusted_season = ep.season + season_offset
-                        if adjusted_season < 1:
-                            adjusted_season = ep.season
+                        # Season comes from folder which already has offset applied
+                        # Only apply episode offset
                         adjusted_episode = int(ep.episode) + episode_offset
                         if adjusted_episode < 1:
                             adjusted_episode = int(ep.episode)
                         return Notification(
                             official_title=bangumi_name,
-                            season=adjusted_season,
+                            season=ep.season,
                             episode=adjusted_episode,
                         )
         else:
@@ -202,6 +197,16 @@ class Renamer(DownloadClient):
                     pass
         return None
 
+    @staticmethod
+    def _normalize_path(path: str) -> str:
+        """Normalize path by removing trailing slashes and standardizing separators."""
+        if not path:
+            return path
+        # Replace backslashes with forward slashes for consistency
+        normalized = path.replace("\\", "/")
+        # Remove trailing slashes
+        return normalized.rstrip("/")
+
     def _lookup_offsets(
         self, torrent_hash: str, torrent_name: str, save_path: str, tags: str = ""
     ) -> tuple[int, int]:
@@ -229,6 +234,9 @@ class Renamer(DownloadClient):
                 if torrent_record and torrent_record.bangumi_id:
                     bangumi = db.bangumi.search_id(torrent_record.bangumi_id)
                     if bangumi and not bangumi.deleted:
+                        logger.debug(
+                            f"[Renamer] Found offsets via qb_hash: ep={bangumi.episode_offset}, season={bangumi.season_offset}"
+                        )
                         return bangumi.episode_offset, bangumi.season_offset
 
                 # Then try by bangumi_id from tags (for newly added torrents)
@@ -236,17 +244,35 @@ class Renamer(DownloadClient):
                 if bangumi_id:
                     bangumi = db.bangumi.search_id(bangumi_id)
                     if bangumi and not bangumi.deleted:
+                        logger.debug(
+                            f"[Renamer] Found offsets via tag ab:{bangumi_id}: ep={bangumi.episode_offset}, season={bangumi.season_offset}"
+                        )
                         return bangumi.episode_offset, bangumi.season_offset
 
                 # Then try matching by torrent name
                 bangumi = db.bangumi.match_torrent(torrent_name)
                 if bangumi:
+                    logger.debug(
+                        f"[Renamer] Found offsets via torrent name match: ep={bangumi.episode_offset}, season={bangumi.season_offset}"
+                    )
                     return bangumi.episode_offset, bangumi.season_offset
 
-                # Finally fall back to save_path matching (may fail with multiple subscriptions)
+                # Finally fall back to save_path matching with normalization
+                normalized_save_path = self._normalize_path(save_path)
                 bangumi = db.bangumi.match_by_save_path(save_path)
+                if not bangumi:
+                    # Try with normalized path if exact match failed
+                    bangumi = db.bangumi.match_by_save_path(normalized_save_path)
                 if bangumi:
+                    logger.debug(
+                        f"[Renamer] Found offsets via save_path match: ep={bangumi.episode_offset}, season={bangumi.season_offset}"
+                    )
                     return bangumi.episode_offset, bangumi.season_offset
+
+                logger.debug(
+                    f"[Renamer] No bangumi found for torrent: hash={torrent_hash[:8] if torrent_hash else 'N/A'}, "
+                    f"name={torrent_name[:50] if torrent_name else 'N/A'}..., path={save_path}"
+                )
         except Exception as e:
             logger.debug(f"[Renamer] Could not lookup offsets for {save_path}: {e}")
         return 0, 0
diff --git a/backend/src/module/manager/torrent.py b/backend/src/module/manager/torrent.py
index f2e4b9c4..354d4002 100644
--- a/backend/src/module/manager/torrent.py
+++ b/backend/src/module/manager/torrent.py
@@ -115,10 +115,46 @@ class TorrentManager(Database):
             # Move torrent
             match_list = await self.__match_torrents_list(old_data)
             async with DownloadClient() as client:
-                path = client._gen_save_path(data)
-                if match_list:
-                    await client.move_torrent(match_list, path)
-            data.save_path = path
+                new_path = client._gen_save_path(data)
+                old_path = old_data.save_path
+
+                # Move existing torrents to new location if path changed
+                if match_list and new_path != old_path:
+                    await client.move_torrent(match_list, new_path)
+                    logger.info(
+                        f"[Manager] Moved torrents from {old_path} to {new_path}"
+                    )
+
+                # Update qBittorrent RSS rule if save_path changed
+                if new_path != old_path and old_data.rule_name:
+                    # Recreate the rule with the new save_path
+                    rule = {
+                        "enable": True,
+                        "mustContain": data.title_raw,
+                        "mustNotContain": "|".join(data.filter)
+                        if isinstance(data.filter, list)
+                        else data.filter,
+                        "useRegex": True,
+                        "episodeFilter": "",
+                        "smartFilter": False,
+                        "previouslyMatchedEpisodes": [],
+                        "affectedFeeds": data.rss_link
+                        if isinstance(data.rss_link, str)
+                        else ",".join(data.rss_link),
+                        "ignoreDays": 0,
+                        "lastMatch": "",
+                        "addPaused": False,
+                        "assignedCategory": "Bangumi",
+                        "savePath": new_path,
+                    }
+                    await client.client.rss_set_rule(
+                        rule_name=old_data.rule_name, rule_def=rule
+                    )
+                    logger.info(
+                        f"[Manager] Updated RSS rule {old_data.rule_name} with new save_path"
+                    )
+
+            data.save_path = new_path
             self.bangumi.update(data, bangumi_id)
             return ResponseModel(
                 status_code=200,
@@ -279,12 +315,16 @@ class TorrentManager(Database):
                 if tmdb_info.series_status == "Ended" and not bangumi.archived:
                     bangumi.archived = True
                     archived_count += 1
-                    logger.info(f"[Manager] Auto-archived ended series: {bangumi.official_title}")
+                    logger.info(
+                        f"[Manager] Auto-archived ended series: {bangumi.official_title}"
+                    )
 
         if archived_count > 0 or poster_count > 0:
             self.bangumi.update_all(bangumis)
 
-        logger.info(f"[Manager] Metadata refresh: archived {archived_count}, updated posters {poster_count}")
+        logger.info(
+            f"[Manager] Metadata refresh: archived {archived_count}, updated posters {poster_count}"
+        )
         return ResponseModel(
             status_code=200,
             status=True,
@@ -296,13 +336,19 @@ class TorrentManager(Database):
         """Suggest offset based on TMDB episode counts."""
         data = self.bangumi.search_id(bangumi_id)
         if not data:
-            return {"suggested_offset": 0, "reason": f"Bangumi id {bangumi_id} not found"}
+            return {
+                "suggested_offset": 0,
+                "reason": f"Bangumi id {bangumi_id} not found",
+            }
 
         language = settings.rss_parser.language
         tmdb_info = await tmdb_parser(data.official_title, language)
 
         if not tmdb_info or not tmdb_info.season_episode_counts:
-            return {"suggested_offset": 0, "reason": "Unable to fetch TMDB episode data"}
+            return {
+                "suggested_offset": 0,
+                "reason": "Unable to fetch TMDB episode data",
+            }
 
         season = data.season
         if season <= 1:
diff --git a/backend/src/test/test_path_parser.py b/backend/src/test/test_path_parser.py
index 9e14ea17..799631e6 100644
--- a/backend/src/test/test_path_parser.py
+++ b/backend/src/test/test_path_parser.py
@@ -1,12 +1,91 @@
+from unittest.mock import patch
+
 from module.conf import PLATFORM
 
 
 def test_path_to_bangumi():
     # Test for unix-like path
     from module.downloader.path import TorrentPath
+
     path = "Downloads/Bangumi/Kono Subarashii Sekai ni Shukufuku wo!/Season 2/"
     bangumi_name, season = TorrentPath()._path_to_bangumi(path)
     assert bangumi_name == "Kono Subarashii Sekai ni Shukufuku wo!"
     assert season == 2
 
 
+class TestGenSavePath:
+    """Tests for TorrentPath._gen_save_path with season_offset."""
+
+    def test_gen_save_path_no_offset(self):
+        """Save path uses season directly when no offset."""
+        from module.downloader.path import TorrentPath
+        from module.models import Bangumi
+
+        bangumi = Bangumi(
+            official_title="Test Anime",
+            year="2024",
+            season=1,
+            season_offset=0,
+            title_raw="test",
+        )
+        with patch("module.downloader.path.settings") as mock_settings:
+            mock_settings.downloader.path = "/downloads/Bangumi"
+            result = TorrentPath._gen_save_path(bangumi)
+
+        assert "Season 1" in result
+        assert "Test Anime (2024)" in result
+
+    def test_gen_save_path_with_positive_offset(self):
+        """Save path uses adjusted season when offset is positive."""
+        from module.downloader.path import TorrentPath
+        from module.models import Bangumi
+
+        bangumi = Bangumi(
+            official_title="Test Anime",
+            year="2024",
+            season=1,
+            season_offset=1,
+            title_raw="test",
+        )
+        with patch("module.downloader.path.settings") as mock_settings:
+            mock_settings.downloader.path = "/downloads/Bangumi"
+            result = TorrentPath._gen_save_path(bangumi)
+
+        assert "Season 2" in result  # 1 + 1 = 2
+        assert "Test Anime (2024)" in result
+
+    def test_gen_save_path_with_negative_offset(self):
+        """Save path uses adjusted season when offset is negative."""
+        from module.downloader.path import TorrentPath
+        from module.models import Bangumi
+
+        bangumi = Bangumi(
+            official_title="Test Anime",
+            year="2024",
+            season=3,
+            season_offset=-1,
+            title_raw="test",
+        )
+        with patch("module.downloader.path.settings") as mock_settings:
+            mock_settings.downloader.path = "/downloads/Bangumi"
+            result = TorrentPath._gen_save_path(bangumi)
+
+        assert "Season 2" in result  # 3 - 1 = 2
+
+    def test_gen_save_path_offset_below_one_ignored(self):
+        """Save path doesn't go below Season 1."""
+        from module.downloader.path import TorrentPath
+        from module.models import Bangumi
+
+        bangumi = Bangumi(
+            official_title="Test Anime",
+            year="2024",
+            season=1,
+            season_offset=-5,
+            title_raw="test",
+        )
+        with patch("module.downloader.path.settings") as mock_settings:
+            mock_settings.downloader.path = "/downloads/Bangumi"
+            result = TorrentPath._gen_save_path(bangumi)
+
+        assert "Season 1" in result  # Would be -4, so uses original season
diff --git a/backend/src/test/test_renamer.py b/backend/src/test/test_renamer.py
index 44bfd4dd..e56ed3ff 100644
--- a/backend/src/test/test_renamer.py
+++ b/backend/src/test/test_renamer.py
@@ -364,7 +364,11 @@ class TestRenameSubtitles:
 
         renamer.client.torrents_rename_file.assert_called_once()
         call_args = renamer.client.torrents_rename_file.call_args
-        new_path = call_args[1]["new_path"] if "new_path" in (call_args[1] or {}) else call_args[0][2]
+        new_path = (
+            call_args[1]["new_path"]
+            if "new_path" in (call_args[1] or {})
+            else call_args[0][2]
+        )
         assert ".zh." in new_path
 
 
@@ -396,11 +400,13 @@ class TestRenameFlow:
     async def test_single_file_rename(self, renamer):
         """Full rename flow for a single-file torrent."""
         renamer.client.torrents_info.return_value = [
-            {"hash": "h1", "name": "[Sub] Anime - 01.mkv", "save_path": "/downloads/Bangumi/Anime (2024)/Season 1"}
-        ]
-        renamer.client.torrents_files.return_value = [
-            {"name": "[Sub] Anime - 01.mkv"}
+            {
+                "hash": "h1",
+                "name": "[Sub] Anime - 01.mkv",
+                "save_path": "/downloads/Bangumi/Anime (2024)/Season 1",
+            }
         ]
+        renamer.client.torrents_files.return_value = [{"name": "[Sub] Anime - 01.mkv"}]
         renamer.client.torrents_rename_file.return_value = True
 
         ep = EpisodeFile(
@@ -424,7 +430,11 @@ class TestRenameFlow:
     async def test_collection_sets_category(self, renamer):
         """Multi-file torrent triggers collection rename and set_category."""
         renamer.client.torrents_info.return_value = [
-            {"hash": "h1", "name": "Anime Collection", "save_path": "/downloads/Bangumi/Anime (2024)/Season 1"}
+            {
+                "hash": "h1",
+                "name": "Anime Collection",
+                "save_path": "/downloads/Bangumi/Anime (2024)/Season 1",
+            }
         ]
         renamer.client.torrents_files.return_value = [
             {"name": "ep01.mkv"},
@@ -456,7 +466,11 @@ class TestRenameFlow:
     async def test_no_media_files_no_crash(self, renamer):
         """When torrent has no media files, logs warning but doesn't crash."""
         renamer.client.torrents_info.return_value = [
-            {"hash": "h1", "name": "No Media", "save_path": "/downloads/Bangumi/Anime/Season 1"}
+            {
+                "hash": "h1",
+                "name": "No Media",
+                "save_path": "/downloads/Bangumi/Anime/Season 1",
+            }
         ]
         renamer.client.torrents_files.return_value = [
             {"name": "readme.txt"},
@@ -564,38 +578,54 @@ class TestGenPathWithOffsets:
         assert "E05" in result  # Would be -5, so offset ignored
 
     def test_season_offset_positive(self):
-        """Season offset adds to season number."""
+        """Season offset is now applied to folder path, not filename.
+
+        The season_offset parameter is kept for API compatibility but no longer
+        affects the filename. The folder path (generated by _gen_save_path)
+        already includes the offset, so the season from the folder is used directly.
+        """
+        # Simulate file in Season 2 folder (offset already applied to folder)
         ep = EpisodeFile(
-            media_path="old.mkv", title="My Anime", season=1, episode=5, suffix=".mkv"
+            media_path="old.mkv", title="My Anime", season=2, episode=5, suffix=".mkv"
         )
         result = Renamer.gen_path(ep, "Bangumi", method="pn", season_offset=1)
-        assert "S02" in result  # 1 + 1 = 2
+        assert (
+            "S02" in result
+        )  # Season from folder used directly, offset not re-applied
 
     def test_season_offset_negative(self):
-        """Negative season offset subtracts from season number."""
+        """Season offset is now applied to folder path, not filename."""
+        # Simulate file in Season 2 folder (offset already applied to folder)
         ep = EpisodeFile(
-            media_path="old.mkv", title="My Anime", season=3, episode=5, suffix=".mkv"
+            media_path="old.mkv", title="My Anime", season=2, episode=5, suffix=".mkv"
         )
         result = Renamer.gen_path(ep, "Bangumi", method="pn", season_offset=-1)
-        assert "S02" in result  # 3 - 1 = 2
+        assert (
+            "S02" in result
+        )  # Season from folder used directly, offset not re-applied
 
     def test_season_offset_negative_below_one_ignored(self):
-        """Negative season offset that would go below 1 is ignored."""
+        """Season offset parameter no longer affects filename."""
         ep = EpisodeFile(
             media_path="old.mkv", title="My Anime", season=1, episode=5, suffix=".mkv"
         )
         result = Renamer.gen_path(ep, "Bangumi", method="pn", season_offset=-5)
-        assert "S01" in result  # Would be -4, so offset ignored
+        assert "S01" in result  # Season from folder used directly
 
     def test_both_offsets_combined(self):
-        """Both episode and season offset applied together."""
+        """Episode offset applied to filename, season offset applied to folder path.
+
+        The folder path already includes season_offset (Season 2 in this case).
+        Only episode_offset is applied during filename generation.
+        """
+        # Simulate file in Season 2 folder (season_offset=1 applied to folder: 1+1=2)
         ep = EpisodeFile(
-            media_path="old.mkv", title="My Anime", season=1, episode=13, suffix=".mkv"
+            media_path="old.mkv", title="My Anime", season=2, episode=13, suffix=".mkv"
         )
         result = Renamer.gen_path(
             ep, "Bangumi", method="pn", episode_offset=-12, season_offset=1
         )
-        assert "S02E01" in result  # Season 1+1=2, Episode 13-12=1
+        assert "S02E01" in result  # Season 2 from folder, Episode 13-12=1
 
     def test_offset_with_advance_method(self):
         """Offset works with advance rename method."""
@@ -892,3 +922,108 @@ class TestLookupOffsets:
 
         assert episode_offset == 0
         assert season_offset == 0
+
+    def test_lookup_by_save_path_with_trailing_slash(self, renamer, db_session):
+        """Save path matching works with trailing slashes."""
+        from module.database.bangumi import BangumiDatabase
+        from module.database.torrent import TorrentDatabase
+        from module.models import Bangumi
+
+        # Create bangumi with save_path WITHOUT trailing slash
+        bangumi_db = BangumiDatabase(db_session)
+        bangumi = Bangumi(
+            official_title="Trailing Slash Test",
+            year="2024",
+            title_raw="unique_raw_trailing",
+            season=1,
+            save_path="/downloads/Bangumi/Test (2024)/Season 1",
+            episode_offset=5,
+            season_offset=2,
+        )
+        bangumi_db.add(bangumi)
+
+        with patch("module.manager.renamer.Database") as MockDatabase:
+            mock_db = MagicMock()
+            mock_db.__enter__ = MagicMock(return_value=mock_db)
+            mock_db.__exit__ = MagicMock(return_value=False)
+            mock_db.torrent = TorrentDatabase(db_session)
+            mock_db.bangumi = BangumiDatabase(db_session)
+            MockDatabase.return_value = mock_db
+
+            # Query WITH trailing slash - should still match
+            episode_offset, season_offset = renamer._lookup_offsets(
+                torrent_hash="nonexistent",
+                torrent_name="no_match",
+                save_path="/downloads/Bangumi/Test (2024)/Season 1/",
+                tags="",
+            )
+
+        assert episode_offset == 5
+        assert season_offset == 2
+
+    def test_lookup_by_save_path_with_backslashes(self, renamer, db_session):
+        """Save path matching works with Windows-style backslashes."""
+        from module.database.bangumi import BangumiDatabase
+        from module.database.torrent import TorrentDatabase
+        from module.models import Bangumi
+
+        # Create bangumi with forward slashes
+        bangumi_db = BangumiDatabase(db_session)
+        bangumi = Bangumi(
+            official_title="Backslash Test",
+            year="2024",
+            title_raw="unique_raw_backslash",
+            season=1,
+            save_path="/downloads/Bangumi/Test (2024)/Season 1",
+            episode_offset=3,
+            season_offset=1,
+        )
+        bangumi_db.add(bangumi)
+
+        with patch("module.manager.renamer.Database") as MockDatabase:
+            mock_db = MagicMock()
+            mock_db.__enter__ = MagicMock(return_value=mock_db)
+            mock_db.__exit__ = MagicMock(return_value=False)
+            mock_db.torrent = TorrentDatabase(db_session)
+            mock_db.bangumi = BangumiDatabase(db_session)
+            MockDatabase.return_value = mock_db
+
+            # Query with backslashes - should still match after normalization
+            episode_offset, season_offset = renamer._lookup_offsets(
+                torrent_hash="nonexistent",
+                torrent_name="no_match",
+                save_path="\\downloads\\Bangumi\\Test (2024)\\Season 1",
+                tags="",
+            )
+
+        assert episode_offset == 3
+        assert season_offset == 1
+
+
+class TestNormalizePath:
+    """Tests for Renamer._normalize_path static method."""
+
+    def test_empty_path(self):
+        from module.manager.renamer import Renamer
+
+        assert Renamer._normalize_path("") == ""
+
+    def test_removes_trailing_slash(self):
+        from module.manager.renamer import Renamer
+
+        assert Renamer._normalize_path("/path/to/dir/") == "/path/to/dir"
+
+    def test_removes_trailing_backslash(self):
+        from module.manager.renamer import Renamer
+
+        assert Renamer._normalize_path("C:\\path\\to\\dir\\") == "C:/path/to/dir"
+
+    def test_converts_backslashes(self):
+        from module.manager.renamer import Renamer
+
+        assert Renamer._normalize_path("C:\\path\\to\\dir") == "C:/path/to/dir"
+
+    def test_preserves_forward_slashes(self):
+        from module.manager.renamer import Renamer
+
+        assert Renamer._normalize_path("/path/to/dir") == "/path/to/dir"