diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..12724a5
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,21 @@
+repos:
+  - repo: https://github.com/tsvikas/sync-with-uv
+    rev: v0.4.0  # replace with the latest version
+    hooks:
+      - id: sync-with-uv
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.14.4
+    hooks:
+      - id: ruff-format
+        types_or: [ python, pyi ]
+
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v6.0.0
+    hooks:
+      - id: trailing-whitespace
+        types_or: [ python, pyi ]
+      - id: end-of-file-fixer
+        types_or: [ python, pyi ]
+      - id: check-yaml
+      - id: check-added-large-files
+      - id: check-merge-conflict
diff --git a/pyproject.toml b/pyproject.toml
index eb38aba..297f883 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -54,6 +54,8 @@ dev = [
     "ipywidgets>=8.1.7",
     "jsonschema>=4.25.0",
     "minio>=7.2.16",
+    "pre-commit>=4.4.0",
+    "pre-commit-hooks>=6.0.0",
     "pyarrow-stubs>=20.0.0.20250716",
     "pygraphviz>=1.14",
     "pyiceberg>=0.9.1",
@@ -62,7 +64,7 @@ dev = [
     "pytest-cov>=6.1.1",
     "ray[default]==2.48.0",
     "redis>=6.2.0",
-    "ruff>=0.11.11",
+    "ruff>=0.14.4",
     "sphinx>=8.2.3",
     "tqdm>=4.67.1",
 ]
diff --git a/src/orcapod/__init__.py b/src/orcapod/__init__.py
index 226850e..f1ebd4b 100644
--- a/src/orcapod/__init__.py
+++ b/src/orcapod/__init__.py
@@ -9,7 +9,6 @@
 from .pipeline import Pipeline
 
 
-
 no_tracking = DEFAULT_TRACKER_MANAGER.no_tracking
 
 __all__ = [
diff --git a/src/orcapod/core/pods.py b/src/orcapod/core/pods.py
index 9e2f9ad..f90f629 100644
--- a/src/orcapod/core/pods.py
+++ b/src/orcapod/core/pods.py
@@ -254,7 +254,6 @@ def function_pod(
     """
 
     def decorator(func: Callable) -> CallableWithPod:
-        
         if func.__name__ == "<lambda>":
             raise ValueError("Lambda functions cannot be used with function_pod")
 
@@ -276,6 +275,7 @@ def wrapper(*args, **kwargs):
         )
         setattr(wrapper, "pod", pod)
         return cast(CallableWithPod, wrapper)
+
     return decorator
 
 
@@ -496,9 +496,7 @@ async def async_call(
         if execution_engine is not None:
             # use the provided execution engine to run the function
             values = await execution_engine.submit_async(
-                self.function, 
-                fn_kwargs=input_dict, 
-                **(execution_engine_opts or {}) 
+                self.function, fn_kwargs=input_dict, **(execution_engine_opts or {})
             )
         else:
             values = self.function(**input_dict)
diff --git a/src/orcapod/core/streams/base.py b/src/orcapod/core/streams/base.py
index 2959cf3..8b15b8e 100644
--- a/src/orcapod/core/streams/base.py
+++ b/src/orcapod/core/streams/base.py
@@ -477,7 +477,9 @@ def flow(
     def _repr_html_(self) -> str:
         df = self.as_polars_df()
         # reorder columns
-        new_column_order = [c for c in df.columns if c in self.tag_keys()] + [c for c in df.columns if c not in self.tag_keys()]
+        new_column_order = [c for c in df.columns if c in self.tag_keys()] + [
+            c for c in df.columns if c not in self.tag_keys()
+        ]
         df = df[new_column_order]
         tag_map = {t: f"*{t}" for t in self.tag_keys()}
         # TODO: construct repr html better
diff --git a/src/orcapod/core/streams/lazy_pod_stream.py b/src/orcapod/core/streams/lazy_pod_stream.py
index 23f146a..bac8990 100644
--- a/src/orcapod/core/streams/lazy_pod_stream.py
+++ b/src/orcapod/core/streams/lazy_pod_stream.py
@@ -225,7 +225,8 @@ def as_table(
                 # TODO: verify that order will be preserved
                 for tag, packet in self.iter_packets(
                     execution_engine=execution_engine or self.execution_engine,
-                    execution_engine_opts=execution_engine_opts or self._execution_engine_opts,
+                    execution_engine_opts=execution_engine_opts
+                    or self._execution_engine_opts,
                 ):
                     content_hashes.append(packet.content_hash().to_string())
                 self._cached_content_hash_column = pa.array(
diff --git a/src/orcapod/core/streams/pod_node_stream.py b/src/orcapod/core/streams/pod_node_stream.py
index 4596bcb..a372137 100644
--- a/src/orcapod/core/streams/pod_node_stream.py
+++ b/src/orcapod/core/streams/pod_node_stream.py
@@ -67,7 +67,8 @@ async def run_async(
         This is typically called before iterating over the packets.
         """
         if self._cached_output_packets is None:
-            cached_results, missing = self._identify_existing_and_missing_entries(*args, 
+            cached_results, missing = self._identify_existing_and_missing_entries(
+                *args,
                 execution_engine=execution_engine,
                 execution_engine_opts=execution_engine_opts,
                 **kwargs,
@@ -90,6 +91,7 @@ async def run_async(
                     pending_calls.append(pending)
 
             import asyncio
+
             completed_calls = await asyncio.gather(*pending_calls)
             for result in completed_calls:
                 cached_results.append(result)
@@ -99,12 +101,14 @@ async def run_async(
             self._set_modified_time()
             self.pod_node.flush()
 
-    def _identify_existing_and_missing_entries(self,
-                                  *args: Any,
+    def _identify_existing_and_missing_entries(
+        self,
+        *args: Any,
         execution_engine: cp.ExecutionEngine | None = None,
         execution_engine_opts: dict[str, Any] | None = None,
-        **kwargs: Any) -> tuple[list[tuple[cp.Tag, cp.Packet|None]], pa.Table | None]:
-        cached_results: list[tuple[cp.Tag, cp.Packet|None]] = []
+        **kwargs: Any,
+    ) -> tuple[list[tuple[cp.Tag, cp.Packet | None]], pa.Table | None]:
+        cached_results: list[tuple[cp.Tag, cp.Packet | None]] = []
 
         # identify all entries in the input stream for which we still have not computed packets
         if len(args) > 0 or len(kwargs) > 0:
@@ -177,8 +181,6 @@ def _identify_existing_and_missing_entries(self,
             for tag, packet in existing_stream.iter_packets():
                 cached_results.append((tag, packet))
 
-        
-
         return cached_results, missing
 
     def run(
@@ -230,7 +232,6 @@ def run(
                     )
                 cached_results.append((tag, output_packet))
 
-
         # reset the cache and set new results
         self.clear_cache()
         self._cached_output_packets = cached_results
@@ -276,7 +277,6 @@ def iter_packets(
             self._cached_output_packets = cached_results
             self._set_modified_time()
 
-        
     def keys(
         self, include_system_tags: bool = False
     ) -> tuple[tuple[str, ...], tuple[str, ...]]:
diff --git a/src/orcapod/hashing/string_cachers.py b/src/orcapod/hashing/string_cachers.py
index caa6c93..21e93bb 100644
--- a/src/orcapod/hashing/string_cachers.py
+++ b/src/orcapod/hashing/string_cachers.py
@@ -316,7 +316,7 @@ def _init_database(self) -> None:
                     )
                 """)
                 conn.execute("""
-                    CREATE INDEX IF NOT EXISTS idx_last_accessed 
+                    CREATE INDEX IF NOT EXISTS idx_last_accessed
                     ON cache_entries(last_accessed)
                 """)
                 conn.commit()
@@ -330,7 +330,7 @@ def _load_from_database(self) -> None:
             try:
                 with sqlite3.connect(self.db_path) as conn:
                     cursor = conn.execute("""
-                        SELECT key, value FROM cache_entries 
+                        SELECT key, value FROM cache_entries
                         ORDER BY last_accessed DESC
                     """)
 
diff --git a/src/orcapod/pipeline/graph.py b/src/orcapod/pipeline/graph.py
index 45d83e0..84bb565 100644
--- a/src/orcapod/pipeline/graph.py
+++ b/src/orcapod/pipeline/graph.py
@@ -45,8 +45,6 @@ def run_in_thread():
         return asyncio.run(async_func(*args, **kwargs))
 
 
-
-
 class GraphNode:
     def __init__(self, label: str, id: int, kernel_type: str):
         self.label = label
@@ -230,7 +228,10 @@ def run(
             may implement more efficient graph traversal algorithms.
         """
         import networkx as nx
-        if run_async is True and (execution_engine is None or not execution_engine.supports_async):
+
+        if run_async is True and (
+            execution_engine is None or not execution_engine.supports_async
+        ):
             raise ValueError(
                 "Cannot run asynchronously with an execution engine that does not support async."
             )
diff --git a/src/orcapod/pipeline/nodes.py b/src/orcapod/pipeline/nodes.py
index af63971..3eace50 100644
--- a/src/orcapod/pipeline/nodes.py
+++ b/src/orcapod/pipeline/nodes.py
@@ -270,7 +270,7 @@ def __init__(
     def execution_engine_opts(self) -> dict[str, Any]:
         return self._execution_engine_opts.copy()
 
-    @execution_engine_opts.setter   
+    @execution_engine_opts.setter
     def execution_engine_opts(self, opts: dict[str, Any]) -> None:
         self._execution_engine_opts = opts
 
@@ -322,7 +322,6 @@ def call(
         if execution_engine_opts is not None:
             combined_execution_engine_opts.update(execution_engine_opts)
 
-
         tag, output_packet = super().call(
             tag,
             packet,
@@ -362,12 +361,10 @@ async def async_call(
         if record_id is None:
             record_id = self.get_record_id(packet, execution_engine_hash)
 
-        
         combined_execution_engine_opts = self.execution_engine_opts
         if execution_engine_opts is not None:
             combined_execution_engine_opts.update(execution_engine_opts)
 
-
         tag, output_packet = await super().async_call(
             tag,
             packet,
diff --git a/src/orcapod/protocols/core_protocols/base.py b/src/orcapod/protocols/core_protocols/base.py
index 87d9a81..4d4dc45 100644
--- a/src/orcapod/protocols/core_protocols/base.py
+++ b/src/orcapod/protocols/core_protocols/base.py
@@ -41,6 +41,7 @@ class ExecutionEngine(Protocol):
       "local", "threadpool", "processpool", or "ray" and is used for logging
       and diagnostics.
     """
+
     @property
     def supports_async(self) -> bool:
         """Indicate whether this engine supports async execution."""
diff --git a/tests/test_hashing/test_sqlite_cacher.py b/tests/test_hashing/test_sqlite_cacher.py
index 6018b30..6031392 100644
--- a/tests/test_hashing/test_sqlite_cacher.py
+++ b/tests/test_hashing/test_sqlite_cacher.py
@@ -47,7 +47,7 @@ def test_database_initialization():
         # Check that table exists with correct schema
         with sqlite3.connect(db_file) as conn:
             cursor = conn.execute("""
-                SELECT sql FROM sqlite_master 
+                SELECT sql FROM sqlite_master
                 WHERE type='table' AND name='cache_entries'
             """)
             schema = cursor.fetchone()[0]
@@ -58,7 +58,7 @@ def test_database_initialization():
 
             # Check that index exists
             cursor = conn.execute("""
-                SELECT name FROM sqlite_master 
+                SELECT name FROM sqlite_master
                 WHERE type='index' AND name='idx_last_accessed'
             """)
             assert cursor.fetchone() is not None
diff --git a/tests/test_hashing/test_string_cacher/test_sqlite_cacher.py b/tests/test_hashing/test_string_cacher/test_sqlite_cacher.py
index f51069b..3ead001 100644
--- a/tests/test_hashing/test_string_cacher/test_sqlite_cacher.py
+++ b/tests/test_hashing/test_string_cacher/test_sqlite_cacher.py
@@ -47,7 +47,7 @@ def test_database_initialization():
         # Check that table exists with correct schema
         with sqlite3.connect(db_file) as conn:
             cursor = conn.execute("""
-                SELECT sql FROM sqlite_master 
+                SELECT sql FROM sqlite_master
                 WHERE type='table' AND name='cache_entries'
             """)
             schema = cursor.fetchone()[0]
@@ -58,7 +58,7 @@ def test_database_initialization():
 
             # Check that index exists
             cursor = conn.execute("""
-                SELECT name FROM sqlite_master 
+                SELECT name FROM sqlite_master
                 WHERE type='index' AND name='idx_last_accessed'
             """)
             assert cursor.fetchone() is not None
diff --git a/uv.lock b/uv.lock
index d4f48ba..34bba27 100644
--- a/uv.lock
+++ b/uv.lock
@@ -389,6 +389,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7c/fc/6a8cb64e5f0324877d503c854da15d76c1e50eb722e320b15345c4d0c6de/cffi-1.17.1-cp313-cp313-win_amd64.whl", hash = "sha256:f6a16c31041f09ead72d69f583767292f750d24913dadacf5756b966aacb3f1a", size = 182009, upload-time = "2024-09-04T20:44:45.309Z" },
 ]
 
+[[package]]
+name = "cfgv"
+version = "3.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/11/74/539e56497d9bd1d484fd863dd69cbbfa653cd2aa27abfe35653494d85e94/cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560", size = 7114, upload-time = "2023-08-12T20:38:17.776Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9", size = 7249, upload-time = "2023-08-12T20:38:16.269Z" },
+]
+
 [[package]]
 name = "charset-normalizer"
 version = "3.4.2"
@@ -976,6 +985,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c6/50/e0edd38dcd63fb26a8547f13d28f7a008bc4a3fd4eb4ff030673f22ad41a/hydra_core-1.3.2-py3-none-any.whl", hash = "sha256:fa0238a9e31df3373b35b0bfb672c34cc92718d21f81311d8996a16de1141d8b", size = 154547, upload-time = "2023-02-23T18:33:40.801Z" },
 ]
 
+[[package]]
+name = "identify"
+version = "2.6.15"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ff/e7/685de97986c916a6d93b3876139e00eef26ad5bbbd61925d670ae8013449/identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf", size = 99311, upload-time = "2025-10-02T17:43:40.631Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757", size = 99183, upload-time = "2025-10-02T17:43:39.137Z" },
+]
+
 [[package]]
 name = "idna"
 version = "3.10"
@@ -1787,6 +1805,8 @@ dev = [
     { name = "ipywidgets" },
     { name = "jsonschema" },
     { name = "minio" },
+    { name = "pre-commit" },
+    { name = "pre-commit-hooks" },
     { name = "pyarrow-stubs" },
     { name = "pygraphviz" },
     { name = "pyiceberg" },
@@ -1831,6 +1851,8 @@ dev = [
     { name = "ipywidgets", specifier = ">=8.1.7" },
     { name = "jsonschema", specifier = ">=4.25.0" },
     { name = "minio", specifier = ">=7.2.16" },
+    { name = "pre-commit", specifier = ">=4.4.0" },
+    { name = "pre-commit-hooks", specifier = ">=6.0.0" },
     { name = "pyarrow-stubs", specifier = ">=20.0.0.20250716" },
     { name = "pygraphviz", specifier = ">=1.14" },
     { name = "pyiceberg", specifier = ">=0.9.1" },
@@ -1839,7 +1861,7 @@ dev = [
     { name = "pytest-cov", specifier = ">=6.1.1" },
     { name = "ray", extras = ["default"], specifier = "==2.48.0" },
     { name = "redis", specifier = ">=6.2.0" },
-    { name = "ruff", specifier = ">=0.11.11" },
+    { name = "ruff", specifier = ">=0.14.4" },
     { name = "sphinx", specifier = ">=8.2.3" },
     { name = "tqdm", specifier = ">=4.67.1" },
 ]
@@ -2015,6 +2037,34 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/40/4b/0673a68ac4d6527fac951970e929c3b4440c654f994f0c957bd5556deb38/polars-1.31.0-cp39-abi3-win_arm64.whl", hash = "sha256:62ef23bb9d10dca4c2b945979f9a50812ac4ace4ed9e158a6b5d32a7322e6f75", size = 31469078, upload-time = "2025-06-18T11:59:59.242Z" },
 ]
 
+[[package]]
+name = "pre-commit"
+version = "4.4.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cfgv" },
+    { name = "identify" },
+    { name = "nodeenv" },
+    { name = "pyyaml" },
+    { name = "virtualenv" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a6/49/7845c2d7bf6474efd8e27905b51b11e6ce411708c91e829b93f324de9929/pre_commit-4.4.0.tar.gz", hash = "sha256:f0233ebab440e9f17cabbb558706eb173d19ace965c68cdce2c081042b4fab15", size = 197501, upload-time = "2025-11-08T21:12:11.607Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/27/11/574fe7d13acf30bfd0a8dd7fa1647040f2b8064f13f43e8c963b1e65093b/pre_commit-4.4.0-py2.py3-none-any.whl", hash = "sha256:b35ea52957cbf83dcc5d8ee636cbead8624e3a15fbfa61a370e42158ac8a5813", size = 226049, upload-time = "2025-11-08T21:12:10.228Z" },
+]
+
+[[package]]
+name = "pre-commit-hooks"
+version = "6.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "ruamel-yaml" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/36/4d/93e63e48f8fd16d6c1e4cef5dabadcade4d1325c7fd6f29f075a4d2284f3/pre_commit_hooks-6.0.0.tar.gz", hash = "sha256:76d8370c006f5026cdd638a397a678d26dda735a3c88137e05885a020f824034", size = 28293, upload-time = "2025-08-09T19:25:04.6Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/12/46/eba9be9daa403fa94854ce16a458c29df9a01c6c047931c3d8be6016cd9a/pre_commit_hooks-6.0.0-py2.py3-none-any.whl", hash = "sha256:76161b76d321d2f8ee2a8e0b84c30ee8443e01376121fd1c90851e33e3bd7ee2", size = 41338, upload-time = "2025-08-09T19:25:03.513Z" },
+]
+
 [[package]]
 name = "prometheus-client"
 version = "0.22.1"
@@ -2855,29 +2905,84 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/64/8d/0133e4eb4beed9e425d9a98ed6e081a55d195481b7632472be1af08d2f6b/rsa-4.9.1-py3-none-any.whl", hash = "sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762", size = 34696, upload-time = "2025-04-16T09:51:17.142Z" },
 ]
 
+[[package]]
+name = "ruamel-yaml"
+version = "0.18.16"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "ruamel-yaml-clib", marker = "python_full_version < '3.14' and platform_python_implementation == 'CPython'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9f/c7/ee630b29e04a672ecfc9b63227c87fd7a37eb67c1bf30fe95376437f897c/ruamel.yaml-0.18.16.tar.gz", hash = "sha256:a6e587512f3c998b2225d68aa1f35111c29fad14aed561a26e73fab729ec5e5a", size = 147269, upload-time = "2025-10-22T17:54:02.346Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0f/73/bb1bc2529f852e7bf64a2dec885e89ff9f5cc7bbf6c9340eed30ff2c69c5/ruamel.yaml-0.18.16-py3-none-any.whl", hash = "sha256:048f26d64245bae57a4f9ef6feb5b552a386830ef7a826f235ffb804c59efbba", size = 119858, upload-time = "2025-10-22T17:53:59.012Z" },
+]
+
+[[package]]
+name = "ruamel-yaml-clib"
+version = "0.2.14"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d8/e9/39ec4d4b3f91188fad1842748f67d4e749c77c37e353c4e545052ee8e893/ruamel.yaml.clib-0.2.14.tar.gz", hash = "sha256:803f5044b13602d58ea378576dd75aa759f52116a0232608e8fdada4da33752e", size = 225394, upload-time = "2025-09-22T19:51:23.753Z" }
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