diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000000..e4fba21835
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.12
diff --git a/docs/changes/newsfragments/474.misc b/docs/changes/newsfragments/474.misc
new file mode 100644
index 0000000000..44c76777aa
--- /dev/null
+++ b/docs/changes/newsfragments/474.misc
@@ -0,0 +1 @@
+Drop Python 3.9 and add Python 3.14 support, upgrade codebase to follow modern syntax, bump dependencies and add ``uv`` support.
diff --git a/junifer/api/functions.py b/junifer/api/functions.py
index 5b21bb2e13..8f62128117 100644
--- a/junifer/api/functions.py
+++ b/junifer/api/functions.py
@@ -8,7 +8,6 @@
 import os
 import shutil
 from pathlib import Path
-from typing import Optional, Union
 
 from ..api.queue_context import GnuParallelLocalAdapter, HTCondorAdapter
 from ..datagrabber import BaseDataGrabber
@@ -122,12 +121,12 @@ def _get_storage(storage_config: dict) -> StorageLike:
 
 
 def run(
-    workdir: Union[str, Path, dict],
+    workdir: str | Path | dict,
     datagrabber: dict,
     markers: list[dict],
     storage: dict,
-    preprocessors: Optional[list[dict]] = None,
-    elements: Optional[Elements] = None,
+    preprocessors: list[dict] | None = None,
+    elements: Elements | None = None,
 ) -> None:
     """Run the pipeline on the selected element.
 
@@ -166,7 +165,7 @@ def run(
 
     """
     # Conditional to handle workdir config
-    if isinstance(workdir, (str, Path)):
+    if isinstance(workdir, str | Path):
         if isinstance(workdir, str):
             workdir = {"workdir": Path(workdir), "cleanup": True}
         else:
@@ -263,8 +262,8 @@ def queue(
     kind: str,
     jobname: str = "junifer_job",
     overwrite: bool = False,
-    elements: Optional[Elements] = None,
-    **kwargs: Union[str, int, bool, dict, tuple, list],
+    elements: Elements | None = None,
+    **kwargs: str | int | bool | dict | tuple | list,
 ) -> None:
     """Queue a job to be executed later.
 
@@ -425,7 +424,7 @@ def reset(config: dict) -> None:
 
 def list_elements(
     datagrabber: dict,
-    elements: Optional[Elements] = None,
+    elements: Elements | None = None,
 ) -> str:
     """List elements of the datagrabber filtered using `elements`.
 
diff --git a/junifer/api/queue_context/gnu_parallel_local_adapter.py b/junifer/api/queue_context/gnu_parallel_local_adapter.py
index fbb7fadf74..5b0135eb4c 100644
--- a/junifer/api/queue_context/gnu_parallel_local_adapter.py
+++ b/junifer/api/queue_context/gnu_parallel_local_adapter.py
@@ -6,7 +6,6 @@
 import shutil
 import textwrap
 from pathlib import Path
-from typing import Optional
 
 from ...typing import Elements
 from ...utils import logger, make_executable, raise_error, run_ext_cmd
@@ -65,11 +64,11 @@ def __init__(
         job_dir: Path,
         yaml_config_path: Path,
         elements: Elements,
-        pre_run: Optional[str] = None,
-        pre_collect: Optional[str] = None,
-        env: Optional[dict[str, str]] = None,
+        pre_run: str | None = None,
+        pre_collect: str | None = None,
+        env: dict[str, str] | None = None,
         verbose: str = "info",
-        verbose_datalad: Optional[str] = None,
+        verbose_datalad: str | None = None,
         submit: bool = False,
     ) -> None:
         """Initialize the class."""
@@ -92,7 +91,7 @@ def __init__(
         self._run_joblog_path = self._job_dir / f"run_{self._job_name}_joblog"
         self._elements_file_path = self._job_dir / "elements"
 
-    def _check_env(self, env: Optional[dict[str, str]]) -> None:
+    def _check_env(self, env: dict[str, str] | None) -> None:
         """Check value of env parameter on init.
 
         Parameters
diff --git a/junifer/api/queue_context/htcondor_adapter.py b/junifer/api/queue_context/htcondor_adapter.py
index 6715b6dd9c..181643d205 100644
--- a/junifer/api/queue_context/htcondor_adapter.py
+++ b/junifer/api/queue_context/htcondor_adapter.py
@@ -6,7 +6,6 @@
 import shutil
 import textwrap
 from pathlib import Path
-from typing import Optional
 
 from ...typing import Elements
 from ...utils import logger, make_executable, raise_error, run_ext_cmd
@@ -83,15 +82,15 @@ def __init__(
         job_dir: Path,
         yaml_config_path: Path,
         elements: Elements,
-        pre_run: Optional[str] = None,
-        pre_collect: Optional[str] = None,
-        env: Optional[dict[str, str]] = None,
+        pre_run: str | None = None,
+        pre_collect: str | None = None,
+        env: dict[str, str] | None = None,
         verbose: str = "info",
-        verbose_datalad: Optional[str] = None,
+        verbose_datalad: str | None = None,
         cpus: int = 1,
         mem: str = "8G",
         disk: str = "1G",
-        extra_preamble: Optional[str] = None,
+        extra_preamble: str | None = None,
         collect: str = "yes",
         submit: bool = False,
     ) -> None:
@@ -121,7 +120,7 @@ def __init__(
         )
         self._dag_path = self._job_dir / f"{self._job_name}.dag"
 
-    def _check_env(self, env: Optional[dict[str, str]]) -> None:
+    def _check_env(self, env: dict[str, str] | None) -> None:
         """Check value of env parameter on init.
 
         Parameters
diff --git a/junifer/api/queue_context/tests/test_gnu_parallel_local_adapter.py b/junifer/api/queue_context/tests/test_gnu_parallel_local_adapter.py
index 17dca28052..c1a640aab6 100644
--- a/junifer/api/queue_context/tests/test_gnu_parallel_local_adapter.py
+++ b/junifer/api/queue_context/tests/test_gnu_parallel_local_adapter.py
@@ -5,7 +5,6 @@
 
 import logging
 from pathlib import Path
-from typing import Optional, Union
 
 import pytest
 
@@ -44,7 +43,7 @@ def test_GnuParallelLocalAdapter_env_shell_error() -> None:
     ],
 )
 def test_GnuParallelLocalAdapter_elements(
-    elements: list[Union[str, tuple]],
+    elements: list[str | tuple],
     expected_text: str,
 ) -> None:
     """Test GnuParallelLocalAdapter elements().
@@ -76,7 +75,7 @@ def test_GnuParallelLocalAdapter_elements(
     ],
 )
 def test_GnuParallelLocalAdapter_pre_run(
-    pre_run: Optional[str],
+    pre_run: str | None,
     expected_text: str,
     shell: str,
 ) -> None:
@@ -114,7 +113,7 @@ def test_GnuParallelLocalAdapter_pre_run(
     ],
 )
 def test_GnuParallelLocalAdapter_pre_collect(
-    pre_collect: Optional[str],
+    pre_collect: str | None,
     expected_text: str,
     shell: str,
 ) -> None:
diff --git a/junifer/api/queue_context/tests/test_htcondor_adapter.py b/junifer/api/queue_context/tests/test_htcondor_adapter.py
index 4322813df4..5fb66e2a5a 100644
--- a/junifer/api/queue_context/tests/test_htcondor_adapter.py
+++ b/junifer/api/queue_context/tests/test_htcondor_adapter.py
@@ -5,7 +5,6 @@
 
 import logging
 from pathlib import Path
-from typing import Optional, Union
 
 import pytest
 
@@ -58,7 +57,7 @@ def test_HTCondorAdapter_collect_error() -> None:
     ],
 )
 def test_HTCondorAdapter_pre_run(
-    pre_run: Optional[str],
+    pre_run: str | None,
     expected_text: str,
     shell: str,
 ) -> None:
@@ -100,7 +99,7 @@ def test_HTCondorAdapter_pre_run(
     ],
 )
 def test_HTCondorAdapter_pre_collect(
-    pre_collect: Optional[str],
+    pre_collect: str | None,
     expected_text: str,
     collect: str,
     shell: str,
@@ -140,7 +139,7 @@ def test_HTCondorAdapter_pre_collect(
     ],
 )
 def test_HTCondorAdapter_run_collect(
-    extra_preamble: Optional[str], expected_text: str
+    extra_preamble: str | None, expected_text: str
 ) -> None:
     """Test HTCondorAdapter run() and collect().
 
@@ -181,7 +180,7 @@ def test_HTCondorAdapter_run_collect(
     ],
 )
 def test_HTCondor_dag(
-    elements: list[Union[str, tuple]], collect: str, expected_text: str
+    elements: list[str | tuple], collect: str, expected_text: str
 ) -> None:
     """Test HTCondorAdapter dag().
 
diff --git a/junifer/api/tests/test_functions.py b/junifer/api/tests/test_functions.py
index 5dc0e2c59e..33c784b854 100644
--- a/junifer/api/tests/test_functions.py
+++ b/junifer/api/tests/test_functions.py
@@ -8,7 +8,7 @@
 import logging
 from contextlib import AbstractContextManager, nullcontext
 from pathlib import Path
-from typing import Any, Optional, Union
+from typing import Any
 
 import pytest
 from nibabel.filebasedimages import ImageFileError
@@ -516,7 +516,7 @@ def test_queue_with_imports(
     tmp_path: Path,
     monkeypatch: pytest.MonkeyPatch,
     caplog: pytest.LogCaptureFixture,
-    with_: Union[str, list[str]],
+    with_: str | list[str],
 ) -> None:
     """Test queue with `with` imports.
 
@@ -742,7 +742,7 @@ def test_reset_queue(
 )
 def test_list_elements(
     datagrabber: dict[str, str],
-    elements: Optional[list[tuple[str, ...]]],
+    elements: list[tuple[str, ...]] | None,
 ) -> None:
     """Test elements listing.
 
diff --git a/junifer/cli/cli.py b/junifer/cli/cli.py
index 5d7b1cc7c5..c54351c2dd 100644
--- a/junifer/cli/cli.py
+++ b/junifer/cli/cli.py
@@ -8,7 +8,6 @@
 import subprocess
 import sys
 from pathlib import Path
-from typing import Optional, Union
 
 import click
 
@@ -46,7 +45,7 @@
 
 
 def _validate_optional_verbose(
-    ctx: click.Context, param: str, value: Optional[str]
+    ctx: click.Context, param: str, value: str | None
 ):
     """Validate optional verbose option.
 
@@ -71,9 +70,7 @@ def _validate_optional_verbose(
         return _validate_verbose(ctx, param, value)
 
 
-def _validate_verbose(
-    ctx: click.Context, param: str, value: str
-) -> Union[str, int]:
+def _validate_verbose(ctx: click.Context, param: str, value: str) -> str | int:
     """Validate verbose option.
 
     Parameters
@@ -142,8 +139,8 @@ def cli() -> None:  # pragma: no cover
 def run(
     filepath: click.Path,
     element: tuple[str],
-    verbose: Union[str, int],
-    verbose_datalad: Optional[Union[str, int]],
+    verbose: str | int,
+    verbose_datalad: str | int | None,
 ) -> None:
     """Run feature extraction.
 
@@ -214,8 +211,8 @@ def run(
 )
 def collect(
     filepath: click.Path,
-    verbose: Union[str, int],
-    verbose_datalad: Union[str, int, None],
+    verbose: str | int,
+    verbose_datalad: str | int | None,
 ) -> None:
     """Collect extracted features.
 
@@ -270,8 +267,8 @@ def queue(
     element: tuple[str],
     overwrite: bool,
     submit: bool,
-    verbose: Union[str, int],
-    verbose_datalad: Union[str, int, None],
+    verbose: str | int,
+    verbose_datalad: str | int | None,
 ) -> None:
     """Queue feature extraction.
 
@@ -433,8 +430,8 @@ def selftest(subpkg: str) -> None:
 )
 def reset(
     filepath: click.Path,
-    verbose: Union[str, int],
-    verbose_datalad: Union[str, int, None],
+    verbose: str | int,
+    verbose_datalad: str | int | None,
 ) -> None:
     """Reset generated assets.
 
@@ -487,9 +484,9 @@ def reset(
 def list_elements(
     filepath: click.Path,
     element: tuple[str],
-    output_file: Optional[click.Path],
-    verbose: Union[str, int],
-    verbose_datalad: Union[str, int, None],
+    output_file: click.Path | None,
+    verbose: str | int,
+    verbose_datalad: str | int | None,
 ) -> None:
     """List elements of a dataset.
 
diff --git a/junifer/cli/parser.py b/junifer/cli/parser.py
index 31e745a52b..eba6abb551 100644
--- a/junifer/cli/parser.py
+++ b/junifer/cli/parser.py
@@ -8,7 +8,6 @@
 import importlib.util
 import sys
 from pathlib import Path
-from typing import Union
 
 import pandas as pd
 
@@ -19,7 +18,7 @@
 __all__ = ["parse_elements", "parse_yaml"]
 
 
-def parse_yaml(filepath: Union[str, Path]) -> dict:  # noqa: C901
+def parse_yaml(filepath: str | Path) -> dict:  # noqa: C901
     """Parse YAML.
 
     Parameters
@@ -141,9 +140,7 @@ def parse_yaml(filepath: Union[str, Path]) -> dict:  # noqa: C901
     return contents
 
 
-def parse_elements(
-    element: tuple[str, ...], config: dict
-) -> Union[Elements, None]:
+def parse_elements(element: tuple[str, ...], config: dict) -> Elements | None:
     """Parse elements from cli.
 
     Parameters
diff --git a/junifer/cli/tests/test_cli.py b/junifer/cli/tests/test_cli.py
index a5fcbc3a7a..d36774928a 100644
--- a/junifer/cli/tests/test_cli.py
+++ b/junifer/cli/tests/test_cli.py
@@ -4,8 +4,8 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
+from collections.abc import Callable
 from pathlib import Path
-from typing import Callable
 
 import pytest
 from click.testing import CliRunner
diff --git a/junifer/configs/juseless/datagrabbers/aomic_id1000_vbm.py b/junifer/configs/juseless/datagrabbers/aomic_id1000_vbm.py
index 3bf1ad098e..2a0fe170b0 100644
--- a/junifer/configs/juseless/datagrabbers/aomic_id1000_vbm.py
+++ b/junifer/configs/juseless/datagrabbers/aomic_id1000_vbm.py
@@ -5,7 +5,6 @@
 # License: AGPL
 
 from pathlib import Path
-from typing import Union
 
 from ....api.decorators import register_datagrabber
 from ....datagrabber import PatternDataladDataGrabber
@@ -29,7 +28,7 @@ class JuselessDataladAOMICID1000VBM(PatternDataladDataGrabber):
 
     """
 
-    def __init__(self, datadir: Union[str, Path, None] = None) -> None:
+    def __init__(self, datadir: str | Path | None = None) -> None:
         uri = "https://gin.g-node.org/felixh/ds003097_ReproVBM"
         types = ["VBM_GM"]
         replacements = ["subject"]
diff --git a/junifer/configs/juseless/datagrabbers/camcan_vbm.py b/junifer/configs/juseless/datagrabbers/camcan_vbm.py
index 782574b389..c1ba61524e 100644
--- a/junifer/configs/juseless/datagrabbers/camcan_vbm.py
+++ b/junifer/configs/juseless/datagrabbers/camcan_vbm.py
@@ -6,7 +6,6 @@
 # License: AGPL
 
 from pathlib import Path
-from typing import Union
 
 from ....api.decorators import register_datagrabber
 from ....datagrabber import PatternDataladDataGrabber
@@ -30,7 +29,7 @@ class JuselessDataladCamCANVBM(PatternDataladDataGrabber):
 
     """
 
-    def __init__(self, datadir: Union[str, Path, None] = None) -> None:
+    def __init__(self, datadir: str | Path | None = None) -> None:
         uri = (
             "ria+http://cat_12.5.ds.inm7.de"
             "#a139b26a-8406-11ea-8f94-a0369f287950"
diff --git a/junifer/configs/juseless/datagrabbers/ixi_vbm.py b/junifer/configs/juseless/datagrabbers/ixi_vbm.py
index 713cde1fdf..9d3185a87d 100644
--- a/junifer/configs/juseless/datagrabbers/ixi_vbm.py
+++ b/junifer/configs/juseless/datagrabbers/ixi_vbm.py
@@ -6,7 +6,6 @@
 # License: AGPL
 
 from pathlib import Path
-from typing import Union
 
 from ....api.decorators import register_datagrabber
 from ....datagrabber import PatternDataladDataGrabber
@@ -36,8 +35,8 @@ class JuselessDataladIXIVBM(PatternDataladDataGrabber):
 
     def __init__(
         self,
-        datadir: Union[str, Path, None] = None,
-        sites: Union[str, list[str], None] = None,
+        datadir: str | Path | None = None,
+        sites: str | list[str] | None = None,
     ) -> None:
         uri = (
             "ria+http://cat_12.5.ds.inm7.de"
diff --git a/junifer/configs/juseless/datagrabbers/tests/test_ucla.py b/junifer/configs/juseless/datagrabbers/tests/test_ucla.py
index f6befdd5c8..a72a006223 100644
--- a/junifer/configs/juseless/datagrabbers/tests/test_ucla.py
+++ b/junifer/configs/juseless/datagrabbers/tests/test_ucla.py
@@ -6,7 +6,6 @@
 # License: AGPL
 
 import socket
-from typing import Optional, Union
 
 import pytest
 
@@ -53,7 +52,7 @@ def test_JuselessUCLA() -> None:
     ],
 )
 def test_JuselessUCLA_partial_data_access(
-    types: Union[str, list[str]],
+    types: str | list[str],
 ) -> None:
     """Test JuselessUCLA DataGrabber partial data access.
 
@@ -92,7 +91,7 @@ def test_JuselessUCLA_incorrect_data_type() -> None:
     "tasks",
     [None, "rest", ["rest", "stopsignal"]],
 )
-def test_JuselessUCLA_task_params(tasks: Optional[str]) -> None:
+def test_JuselessUCLA_task_params(tasks: str | None) -> None:
     """Test JuselessUCLA with different task parameters.
 
     Parameters
diff --git a/junifer/configs/juseless/datagrabbers/ucla.py b/junifer/configs/juseless/datagrabbers/ucla.py
index abf7ccb99e..8faa4b14b8 100644
--- a/junifer/configs/juseless/datagrabbers/ucla.py
+++ b/junifer/configs/juseless/datagrabbers/ucla.py
@@ -5,7 +5,6 @@
 # License: AGPL
 
 from pathlib import Path
-from typing import Union
 
 from ....api.decorators import register_datagrabber
 from ....datagrabber import PatternDataGrabber
@@ -40,11 +39,9 @@ class JuselessUCLA(PatternDataGrabber):
 
     def __init__(
         self,
-        datadir: Union[
-            str, Path
-        ] = "/data/project/psychosis_thalamus/data/fmriprep",
-        types: Union[str, list[str], None] = None,
-        tasks: Union[str, list[str], None] = None,
+        datadir: str | Path = "/data/project/psychosis_thalamus/data/fmriprep",
+        types: str | list[str] | None = None,
+        tasks: str | list[str] | None = None,
     ) -> None:
         # Declare all tasks
         all_tasks = [
diff --git a/junifer/configs/juseless/datagrabbers/ukb_vbm.py b/junifer/configs/juseless/datagrabbers/ukb_vbm.py
index cea8ac655a..a164529cb5 100644
--- a/junifer/configs/juseless/datagrabbers/ukb_vbm.py
+++ b/junifer/configs/juseless/datagrabbers/ukb_vbm.py
@@ -6,7 +6,6 @@
 # License: AGPL
 
 from pathlib import Path
-from typing import Union
 
 from ....api.decorators import register_datagrabber
 from ....datagrabber import PatternDataladDataGrabber
@@ -30,7 +29,7 @@ class JuselessDataladUKBVBM(PatternDataladDataGrabber):
 
     """
 
-    def __init__(self, datadir: Union[str, Path, None] = None) -> None:
+    def __init__(self, datadir: str | Path | None = None) -> None:
         uri = "ria+http://ukb.ds.inm7.de#~cat_m0wp1"
         rootdir = "m0wp1"
         types = ["VBM_GM"]
diff --git a/junifer/data/_dispatch.py b/junifer/data/_dispatch.py
index 99305dfff2..649db469b6 100644
--- a/junifer/data/_dispatch.py
+++ b/junifer/data/_dispatch.py
@@ -3,12 +3,11 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from collections.abc import Iterator, MutableMapping
+from collections.abc import Callable, Iterator, MutableMapping
 from pathlib import Path
 from typing import (
     TYPE_CHECKING,
     Any,
-    Callable,
     Optional,
     Union,
 )
@@ -110,14 +109,9 @@ def setdefault(self, key: str, value=None):
 
 def get_data(
     kind: str,
-    names: Union[
-        str,  # coordinates, parcellation, mask
-        list[str],  # parcellation, mask
-        dict,  # mask
-        list[dict],  # mask
-    ],
+    names: str | list[str] | dict | list[dict],
     target_data: dict[str, Any],
-    extra_input: Optional[dict[str, Any]] = None,
+    extra_input: dict[str, Any] | None = None,
 ) -> Union[
     tuple[ArrayLike, list[str]],  # coordinates
     tuple["Nifti1Image", dict[int, str]],  # parcellation
@@ -196,15 +190,11 @@ def load_data(
     kind: str,
     name: str,
     **kwargs,
-) -> Union[
-    tuple[ArrayLike, list[str], str],  # coordinates
-    tuple[
-        Optional["Nifti1Image"], list[str], Path, str
-    ],  # parcellation / maps
-    tuple[
-        Optional[Union["Nifti1Image", Callable]], Optional[Path], str
-    ],  # mask
-]:
+) -> (
+    tuple[ArrayLike, list[str], str]
+    | tuple[Optional["Nifti1Image"], list[str], Path, str]
+    | tuple[Union["Nifti1Image", Callable] | None, Path | None, str]
+):
     """Load ``kind`` named ``name``.
 
     Parameters
diff --git a/junifer/data/coordinates/_coordinates.py b/junifer/data/coordinates/_coordinates.py
index fc3821c729..b9899ae1fe 100644
--- a/junifer/data/coordinates/_coordinates.py
+++ b/junifer/data/coordinates/_coordinates.py
@@ -5,7 +5,7 @@
 # License: AGPL
 
 from pathlib import Path
-from typing import Any, Optional
+from typing import Any
 
 import numpy as np
 import pandas as pd
@@ -135,7 +135,7 @@ def register(
         coordinates: ArrayLike,
         voi_names: list[str],
         space: str,
-        overwrite: Optional[bool] = False,
+        overwrite: bool | None = False,
     ) -> None:
         """Register a custom user coordinates.
 
@@ -302,7 +302,7 @@ def get(
         self,
         coords: str,
         target_data: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
+        extra_input: dict[str, Any] | None = None,
     ) -> tuple[ArrayLike, list[str]]:
         """Get coordinates, tailored for the target data.
 
diff --git a/junifer/data/maps/_ants_maps_warper.py b/junifer/data/maps/_ants_maps_warper.py
index 1991db1b19..3047f096f3 100644
--- a/junifer/data/maps/_ants_maps_warper.py
+++ b/junifer/data/maps/_ants_maps_warper.py
@@ -4,7 +4,7 @@
 # License: AGPL
 
 import uuid
-from typing import TYPE_CHECKING, Any, Optional
+from typing import TYPE_CHECKING, Any
 
 import nibabel as nib
 
@@ -34,7 +34,7 @@ def warp(
         src: str,
         dst: str,
         target_data: dict[str, Any],
-        warp_data: Optional[dict[str, Any]],
+        warp_data: dict[str, Any] | None,
     ) -> "Nifti1Image":
         """Warp ``maps_img`` to correct space.
 
diff --git a/junifer/data/maps/_maps.py b/junifer/data/maps/_maps.py
index 020d3da5fb..67a2d8022a 100644
--- a/junifer/data/maps/_maps.py
+++ b/junifer/data/maps/_maps.py
@@ -4,7 +4,7 @@
 # License: AGPL
 
 from pathlib import Path
-from typing import TYPE_CHECKING, Any, Optional, Union
+from typing import TYPE_CHECKING, Any, Optional
 
 import nibabel as nib
 import nilearn.image as nimg
@@ -74,7 +74,7 @@ def __init__(self) -> None:
     def register(
         self,
         name: str,
-        maps_path: Union[str, Path],
+        maps_path: str | Path,
         maps_labels: list[str],
         space: str,
         overwrite: bool = False,
@@ -156,7 +156,7 @@ def load(
         self,
         name: str,
         target_space: str,
-        resolution: Optional[float] = None,
+        resolution: float | None = None,
         path_only: bool = False,
     ) -> tuple[Optional["Nifti1Image"], list[str], Path, str]:
         """Load map(s) and labels.
@@ -251,7 +251,7 @@ def get(
         self,
         maps: str,
         target_data: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
+        extra_input: dict[str, Any] | None = None,
     ) -> tuple["Nifti1Image", list[str]]:
         """Get map(s), tailored for the target image.
 
@@ -376,9 +376,9 @@ def get(
 
 
 def _retrieve_smith(
-    resolution: Optional[float] = None,
-    components: Optional[str] = None,
-    dimension: Optional[int] = None,
+    resolution: float | None = None,
+    components: str | None = None,
+    dimension: int | None = None,
 ) -> tuple[Path, list[str]]:
     """Retrieve Smith maps.
 
diff --git a/junifer/data/masks/_ants_mask_warper.py b/junifer/data/masks/_ants_mask_warper.py
index af478c1c28..eab981702c 100644
--- a/junifer/data/masks/_ants_mask_warper.py
+++ b/junifer/data/masks/_ants_mask_warper.py
@@ -4,7 +4,7 @@
 # License: AGPL
 
 import uuid
-from typing import TYPE_CHECKING, Any, Optional
+from typing import TYPE_CHECKING, Any
 
 import nibabel as nib
 import numpy as np
@@ -55,7 +55,7 @@ def warp(
         src: str,
         dst: str,
         target_data: dict[str, Any],
-        warp_data: Optional[dict[str, Any]],
+        warp_data: dict[str, Any] | None,
     ) -> "Nifti1Image":  # pragma: no cover
         """Warp ``mask_img`` to correct space.
 
diff --git a/junifer/data/masks/_masks.py b/junifer/data/masks/_masks.py
index 1bd36b2f3a..aa5d3cd3ae 100644
--- a/junifer/data/masks/_masks.py
+++ b/junifer/data/masks/_masks.py
@@ -4,12 +4,11 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
+from collections.abc import Callable
 from pathlib import Path
 from typing import (
     TYPE_CHECKING,
     Any,
-    Callable,
-    Optional,
     Union,
 )
 
@@ -45,12 +44,12 @@
 
 def compute_brain_mask(
     target_data: dict[str, Any],
-    warp_data: Optional[dict[str, Any]] = None,
+    warp_data: dict[str, Any] | None = None,
     mask_type: str = "brain",
     threshold: float = 0.5,
     source: str = "template",
-    template_space: Optional[str] = None,
-    extra_input: Optional[dict[str, Any]] = None,
+    template_space: str | None = None,
+    extra_input: dict[str, Any] | None = None,
 ) -> "Nifti1Image":
     """Compute the whole-brain, grey-matter or white-matter mask.
 
@@ -281,7 +280,7 @@ def __init__(self) -> None:
     def register(
         self,
         name: str,
-        mask_path: Union[str, Path],
+        mask_path: str | Path,
         space: str,
         overwrite: bool = False,
     ) -> None:
@@ -355,9 +354,9 @@ def deregister(self, name: str) -> None:
     def load(
         self,
         name: str,
-        resolution: Optional[float] = None,
+        resolution: float | None = None,
         path_only: bool = False,
-    ) -> tuple[Optional[Union["Nifti1Image", Callable]], Optional[Path], str]:
+    ) -> tuple[Union["Nifti1Image", Callable] | None, Path | None, str]:
         """Load mask.
 
         Parameters
@@ -428,9 +427,9 @@ def load(
 
     def get(  # noqa: C901
         self,
-        masks: Union[str, dict, list[Union[dict, str]]],
+        masks: str | dict | list[dict | str],
         target_data: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
+        extra_input: dict[str, Any] | None = None,
     ) -> "Nifti1Image":
         """Get mask, tailored for the target image.
 
@@ -696,7 +695,7 @@ def get(  # noqa: C901
 
 def _load_vickery_patil_mask(
     name: str,
-    resolution: Optional[float] = None,
+    resolution: float | None = None,
 ) -> Path:
     """Load Vickery-Patil mask.
 
diff --git a/junifer/data/masks/tests/test_masks.py b/junifer/data/masks/tests/test_masks.py
index 91eb8b16d3..6943a32f3e 100644
--- a/junifer/data/masks/tests/test_masks.py
+++ b/junifer/data/masks/tests/test_masks.py
@@ -6,8 +6,8 @@
 # License: AGPL
 
 import socket
+from collections.abc import Callable
 from pathlib import Path
-from typing import Callable, Optional, Union
 
 import nibabel as nib
 import numpy as np
@@ -264,7 +264,7 @@ def test_load_incorrect() -> None:
 )
 def test_vickery_patil(
     name: str,
-    resolution: Optional[float],
+    resolution: float | None,
     pixdim: list[float],
     fname: str,
 ) -> None:
@@ -417,7 +417,7 @@ def test_get_errors() -> None:
 def test_nilearn_compute_masks(
     mask_name: str,
     function: Callable,
-    params: Union[dict, None],
+    params: dict | None,
     resample: bool,
 ) -> None:
     """Test using nilearn compute mask functions.
@@ -502,7 +502,7 @@ def test_get_inherit() -> None:
     ],
 )
 def test_get_multiple(
-    masks: Union[str, dict, list[Union[dict, str]]], params: dict
+    masks: str | dict | list[dict | str], params: dict
 ) -> None:
     """Test getting multiple masks.
 
diff --git a/junifer/data/parcellations/_ants_parcellation_warper.py b/junifer/data/parcellations/_ants_parcellation_warper.py
index f87aca7378..58e602ba99 100644
--- a/junifer/data/parcellations/_ants_parcellation_warper.py
+++ b/junifer/data/parcellations/_ants_parcellation_warper.py
@@ -4,7 +4,7 @@
 # License: AGPL
 
 import uuid
-from typing import TYPE_CHECKING, Any, Optional
+from typing import TYPE_CHECKING, Any
 
 import nibabel as nib
 
@@ -34,7 +34,7 @@ def warp(
         src: str,
         dst: str,
         target_data: dict[str, Any],
-        warp_data: Optional[dict[str, Any]],
+        warp_data: dict[str, Any] | None,
     ) -> "Nifti1Image":
         """Warp ``parcellation_img`` to correct space.
 
diff --git a/junifer/data/parcellations/_parcellations.py b/junifer/data/parcellations/_parcellations.py
index 04160b822c..1004cfcce6 100644
--- a/junifer/data/parcellations/_parcellations.py
+++ b/junifer/data/parcellations/_parcellations.py
@@ -7,7 +7,7 @@
 
 from itertools import product
 from pathlib import Path
-from typing import TYPE_CHECKING, Any, Optional, Union
+from typing import TYPE_CHECKING, Any, Optional
 
 import nibabel as nib
 import nilearn.image as nimg
@@ -206,7 +206,7 @@ def __init__(self) -> None:
     def register(
         self,
         name: str,
-        parcellation_path: Union[str, Path],
+        parcellation_path: str | Path,
         parcels_labels: list[str],
         space: str,
         overwrite: bool = False,
@@ -289,7 +289,7 @@ def load(
         self,
         name: str,
         target_space: str,
-        resolution: Optional[float] = None,
+        resolution: float | None = None,
         path_only: bool = False,
     ) -> tuple[Optional["Nifti1Image"], list[str], Path, str]:
         """Load parcellation and labels.
@@ -430,9 +430,9 @@ def load(
 
     def get(
         self,
-        parcellations: Union[str, list[str]],
+        parcellations: str | list[str],
         target_data: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
+        extra_input: dict[str, Any] | None = None,
     ) -> tuple["Nifti1Image", dict[int, str]]:
         """Get parcellation, tailored for the target image.
 
@@ -575,6 +575,7 @@ def get(
                         )
                     ),
                     all_labels[0],
+                    strict=False,
                 )
             )
         # Parcellations are already transformed to target standard space
@@ -590,8 +591,8 @@ def get(
 
 
 def _retrieve_schaefer(
-    resolution: Optional[float] = None,
-    n_rois: Optional[int] = None,
+    resolution: float | None = None,
+    n_rois: int | None = None,
     yeo_networks: int = 7,
 ) -> tuple[Path, list[str]]:
     """Retrieve Schaefer parcellation.
@@ -674,8 +675,8 @@ def _retrieve_schaefer(
 
 
 def _retrieve_tian(
-    resolution: Optional[float] = None,
-    scale: Optional[int] = None,
+    resolution: float | None = None,
+    scale: int | None = None,
     space: str = "MNI152NLin6Asym",
     magneticfield: str = "3T",
 ) -> tuple[Path, list[str]]:
@@ -814,7 +815,7 @@ def _retrieve_tian(
 
 
 def _retrieve_suit(
-    resolution: Optional[float],
+    resolution: float | None,
     space: str = "MNI152NLin6Asym",
 ) -> tuple[Path, list[str]]:
     """Retrieve SUIT parcellation.
@@ -886,7 +887,7 @@ def _retrieve_suit(
 
 
 def _retrieve_aicha(
-    resolution: Optional[float] = None,
+    resolution: float | None = None,
     version: int = 2,
 ) -> tuple[Path, list[str]]:
     """Retrieve AICHA parcellation.
@@ -980,7 +981,7 @@ def _retrieve_aicha(
 
 
 def _retrieve_shen(
-    resolution: Optional[float] = None,
+    resolution: float | None = None,
     year: int = 2015,
     n_rois: int = 268,
 ) -> tuple[Path, list[str]]:
@@ -1106,10 +1107,10 @@ def _retrieve_shen(
 
 
 def _retrieve_yan(
-    resolution: Optional[float] = None,
-    n_rois: Optional[int] = None,
-    yeo_networks: Optional[int] = None,
-    kong_networks: Optional[int] = None,
+    resolution: float | None = None,
+    n_rois: int | None = None,
+    yeo_networks: int | None = None,
+    kong_networks: int | None = None,
 ) -> tuple[Path, list[str]]:
     """Retrieve Yan parcellation.
 
@@ -1231,8 +1232,8 @@ def _retrieve_yan(
 
 
 def _retrieve_brainnetome(
-    resolution: Optional[float] = None,
-    threshold: Optional[int] = None,
+    resolution: float | None = None,
+    threshold: int | None = None,
 ) -> tuple[Path, list[str]]:
     """Retrieve Brainnetome parcellation.
 
@@ -1322,7 +1323,7 @@ def _retrieve_brainnetome(
 
 
 def _retrieve_aseg(
-    resolution: Optional[float] = None,
+    resolution: float | None = None,
 ) -> tuple[Path, list[str]]:
     """Retrieve aseg generated from FreeSurfer 7.4.1 .
 
@@ -1475,11 +1476,12 @@ def merge_parcellations(
         zip(
             np.trim_zeros(np.unique(ref_parc_data.astype(int))),
             labels_lists[0],
+            strict=False,
         ),
     )
 
     for idx, (parc, labs) in enumerate(
-        zip(parcellations_list[1:], labels_lists[1:])
+        zip(parcellations_list[1:], labels_lists[1:], strict=False)
     ):
         # Resample to reference (1st in the list) parcellation
         if parc.shape != ref_parc.shape:
@@ -1499,7 +1501,13 @@ def merge_parcellations(
         # and update label mapping
         parc_data[parc_data != 0] += (idx + 1) * max_val
         val_label_map.update(
-            dict(zip(np.trim_zeros(np.unique(parc_data.astype(int))), labs))
+            dict(
+                zip(
+                    np.trim_zeros(np.unique(parc_data.astype(int))),
+                    labs,
+                    strict=False,
+                )
+            )
         )
         # Only set new values for the voxels that are 0
         # This makes sure that the voxels that are in multiple
diff --git a/junifer/data/template_spaces.py b/junifer/data/template_spaces.py
index 9e0236424d..334d9b9028 100644
--- a/junifer/data/template_spaces.py
+++ b/junifer/data/template_spaces.py
@@ -4,7 +4,7 @@
 # License: AGPL
 
 from pathlib import Path
-from typing import Any, Optional, Union
+from typing import Any, Union
 
 import nibabel as nib
 import numpy as np
@@ -47,9 +47,9 @@ def get_xfm(src: str, dst: str) -> Path:  # pragma: no cover
 def get_template(
     space: str,
     target_img: nib.Nifti1Image,
-    extra_input: Optional[dict[str, Any]] = None,
+    extra_input: dict[str, Any] | None = None,
     template_type: str = "T1w",
-    resolution: Optional[Union[int, "str"]] = None,
+    resolution: Union[int, "str"] | None = None,
 ) -> nib.Nifti1Image:
     """Get template for the space, tailored for the target image.
 
diff --git a/junifer/data/utils.py b/junifer/data/utils.py
index 0446fd29bd..68962494e6 100644
--- a/junifer/data/utils.py
+++ b/junifer/data/utils.py
@@ -6,7 +6,6 @@
 
 from collections.abc import MutableMapping
 from pathlib import Path
-from typing import Optional, Union
 
 import numpy as np
 
@@ -36,9 +35,9 @@
 
 
 def closest_resolution(
-    resolution: Optional[Union[float, int]],
-    valid_resolution: Union[list[float], list[int], np.ndarray],
-) -> Union[float, int]:
+    resolution: float | int | None,
+    valid_resolution: list[float] | list[int] | np.ndarray,
+) -> float | int:
     """Find the closest resolution.
 
     Parameters
@@ -136,7 +135,7 @@ def get_native_warper(
     return possible_warpers[0]
 
 
-def get_dataset_path() -> Optional[Path]:
+def get_dataset_path() -> Path | None:
     """Get junifer-data dataset path.
 
     Returns
diff --git a/junifer/datagrabber/aomic/id1000.py b/junifer/datagrabber/aomic/id1000.py
index 10b50f39e7..47a8970a49 100644
--- a/junifer/datagrabber/aomic/id1000.py
+++ b/junifer/datagrabber/aomic/id1000.py
@@ -8,7 +8,6 @@
 # License: AGPL
 
 from pathlib import Path
-from typing import Union
 
 from ...api.decorators import register_datagrabber
 from ...utils import raise_error
@@ -45,8 +44,8 @@ class DataladAOMICID1000(PatternDataladDataGrabber):
 
     def __init__(
         self,
-        datadir: Union[str, Path, None] = None,
-        types: Union[str, list[str], None] = None,
+        datadir: str | Path | None = None,
+        types: str | list[str] | None = None,
         space: str = "MNI152NLin2009cAsym",
     ) -> None:
         valid_spaces = ["native", "MNI152NLin2009cAsym"]
diff --git a/junifer/datagrabber/aomic/piop1.py b/junifer/datagrabber/aomic/piop1.py
index 2e1bf8f580..0c282600b6 100644
--- a/junifer/datagrabber/aomic/piop1.py
+++ b/junifer/datagrabber/aomic/piop1.py
@@ -9,7 +9,6 @@
 
 from itertools import product
 from pathlib import Path
-from typing import Union
 
 from ...api.decorators import register_datagrabber
 from ...utils import raise_error
@@ -51,9 +50,9 @@ class DataladAOMICPIOP1(PatternDataladDataGrabber):
 
     def __init__(
         self,
-        datadir: Union[str, Path, None] = None,
-        types: Union[str, list[str], None] = None,
-        tasks: Union[str, list[str], None] = None,
+        datadir: str | Path | None = None,
+        types: str | list[str] | None = None,
+        tasks: str | list[str] | None = None,
         space: str = "MNI152NLin2009cAsym",
     ) -> None:
         valid_spaces = ["native", "MNI152NLin2009cAsym"]
diff --git a/junifer/datagrabber/aomic/piop2.py b/junifer/datagrabber/aomic/piop2.py
index 1203efed2d..54c6f14416 100644
--- a/junifer/datagrabber/aomic/piop2.py
+++ b/junifer/datagrabber/aomic/piop2.py
@@ -9,7 +9,6 @@
 
 from itertools import product
 from pathlib import Path
-from typing import Union
 
 from ...api.decorators import register_datagrabber
 from ...utils import raise_error
@@ -51,9 +50,9 @@ class DataladAOMICPIOP2(PatternDataladDataGrabber):
 
     def __init__(
         self,
-        datadir: Union[str, Path, None] = None,
-        types: Union[str, list[str], None] = None,
-        tasks: Union[str, list[str], None] = None,
+        datadir: str | Path | None = None,
+        types: str | list[str] | None = None,
+        tasks: str | list[str] | None = None,
         space: str = "MNI152NLin2009cAsym",
     ) -> None:
         valid_spaces = ["native", "MNI152NLin2009cAsym"]
diff --git a/junifer/datagrabber/aomic/tests/test_id1000.py b/junifer/datagrabber/aomic/tests/test_id1000.py
index 2e850fc810..0c74e8ff98 100644
--- a/junifer/datagrabber/aomic/tests/test_id1000.py
+++ b/junifer/datagrabber/aomic/tests/test_id1000.py
@@ -7,8 +7,6 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional, Union
-
 import pytest
 
 from junifer.datagrabber.aomic.id1000 import DataladAOMICID1000
@@ -35,7 +33,7 @@
 )
 def test_DataladAOMICID1000(
     type_: str,
-    nested_types: Optional[list[str]],
+    nested_types: list[str] | None,
     space: str,
 ) -> None:
     """Test DataladAOMICID1000 DataGrabber.
@@ -94,7 +92,7 @@ def test_DataladAOMICID1000(
     ],
 )
 def test_DataladAOMICID1000_partial_data_access(
-    types: Union[str, list[str]],
+    types: str | list[str],
 ) -> None:
     """Test DataladAOMICID1000 DataGrabber partial data access.
 
diff --git a/junifer/datagrabber/aomic/tests/test_piop1.py b/junifer/datagrabber/aomic/tests/test_piop1.py
index dc33a0adcf..4f979054a3 100644
--- a/junifer/datagrabber/aomic/tests/test_piop1.py
+++ b/junifer/datagrabber/aomic/tests/test_piop1.py
@@ -7,8 +7,6 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional, Union
-
 import pytest
 
 from junifer.datagrabber import DataladAOMICPIOP1
@@ -71,8 +69,8 @@
 )
 def test_DataladAOMICPIOP1(
     type_: str,
-    nested_types: Optional[list[str]],
-    tasks: Optional[list[str]],
+    nested_types: list[str] | None,
+    tasks: list[str] | None,
     space: str,
 ) -> None:
     """Test DataladAOMICPIOP1 DataGrabber.
@@ -151,7 +149,7 @@ def test_DataladAOMICPIOP1(
     ],
 )
 def test_DataladAOMICPIOP1_partial_data_access(
-    types: Union[str, list[str]],
+    types: str | list[str],
 ) -> None:
     """Test DataladAOMICPIOP1 DataGrabber partial data access.
 
diff --git a/junifer/datagrabber/aomic/tests/test_piop2.py b/junifer/datagrabber/aomic/tests/test_piop2.py
index dc5454511b..4307738933 100644
--- a/junifer/datagrabber/aomic/tests/test_piop2.py
+++ b/junifer/datagrabber/aomic/tests/test_piop2.py
@@ -7,8 +7,6 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional, Union
-
 import pytest
 
 from junifer.datagrabber import DataladAOMICPIOP2
@@ -65,8 +63,8 @@
 )
 def test_DataladAOMICPIOP2(
     type_: str,
-    nested_types: Optional[list[str]],
-    tasks: Optional[list[str]],
+    nested_types: list[str] | None,
+    tasks: list[str] | None,
     space: str,
 ) -> None:
     """Test DataladAOMICPIOP2 DataGrabber.
@@ -130,7 +128,7 @@ def test_DataladAOMICPIOP2(
     ],
 )
 def test_DataladAOMICPIOP2_partial_data_access(
-    types: Union[str, list[str]],
+    types: str | list[str],
 ) -> None:
     """Test DataladAOMICPIOP2 DataGrabber partial data access.
 
diff --git a/junifer/datagrabber/base.py b/junifer/datagrabber/base.py
index f2707ec806..71460e1bd1 100644
--- a/junifer/datagrabber/base.py
+++ b/junifer/datagrabber/base.py
@@ -8,7 +8,6 @@
 from abc import ABC, abstractmethod
 from collections.abc import Iterator
 from pathlib import Path
-from typing import Union
 
 from ..pipeline import UpdateMetaMixin
 from ..typing import Element, Elements
@@ -38,7 +37,7 @@ class BaseDataGrabber(ABC, UpdateMetaMixin):
 
     """
 
-    def __init__(self, types: list[str], datadir: Union[str, Path]) -> None:
+    def __init__(self, types: list[str], datadir: str | Path) -> None:
         # Validate types
         if not isinstance(types, list):
             raise_error(msg="`types` must be a list", klass=TypeError)
@@ -89,7 +88,9 @@ def __getitem__(self, element: Element) -> dict[str, dict]:
             element = (element,)
         # Zip through element keys and actual values to construct element
         # access dictionary
-        named_element: dict = dict(zip(self.get_element_keys(), element))
+        named_element: dict = dict(
+            zip(self.get_element_keys(), element, strict=False)
+        )
         logger.debug(f"Named element: {named_element}")
         # Fetch element
         out = self.get_item(**named_element)
diff --git a/junifer/datagrabber/datalad_base.py b/junifer/datagrabber/datalad_base.py
index f7eb996dd3..f1c98f45df 100644
--- a/junifer/datagrabber/datalad_base.py
+++ b/junifer/datagrabber/datalad_base.py
@@ -9,7 +9,6 @@
 import os
 import tempfile
 from pathlib import Path
-from typing import Optional, Union
 
 import datalad
 import datalad.api as dl
@@ -71,9 +70,9 @@ class DataladDataGrabber(BaseDataGrabber):
 
     def __init__(
         self,
-        rootdir: Union[str, Path] = ".",
-        datadir: Union[str, Path, None] = None,
-        uri: Optional[str] = None,
+        rootdir: str | Path = ".",
+        datadir: str | Path | None = None,
+        uri: str | None = None,
         **kwargs,
     ):
         if datadir is None:
diff --git a/junifer/datagrabber/dmcc13_benchmark.py b/junifer/datagrabber/dmcc13_benchmark.py
index b69b04c143..112288ee33 100644
--- a/junifer/datagrabber/dmcc13_benchmark.py
+++ b/junifer/datagrabber/dmcc13_benchmark.py
@@ -5,7 +5,6 @@
 
 from itertools import product
 from pathlib import Path
-from typing import Union
 
 from ..api.decorators import register_datagrabber
 from ..utils import raise_error
@@ -58,12 +57,12 @@ class DMCC13Benchmark(PatternDataladDataGrabber):
 
     def __init__(
         self,
-        datadir: Union[str, Path, None] = None,
-        types: Union[str, list[str], None] = None,
-        sessions: Union[str, list[str], None] = None,
-        tasks: Union[str, list[str], None] = None,
-        phase_encodings: Union[str, list[str], None] = None,
-        runs: Union[str, list[str], None] = None,
+        datadir: str | Path | None = None,
+        types: str | list[str] | None = None,
+        sessions: str | list[str] | None = None,
+        tasks: str | list[str] | None = None,
+        phase_encodings: str | list[str] | None = None,
+        runs: str | list[str] | None = None,
         native_t1w: bool = False,
     ) -> None:
         # Declare all sessions
diff --git a/junifer/datagrabber/hcp1200/datalad_hcp1200.py b/junifer/datagrabber/hcp1200/datalad_hcp1200.py
index 50df47f171..4f1d4fbbed 100644
--- a/junifer/datagrabber/hcp1200/datalad_hcp1200.py
+++ b/junifer/datagrabber/hcp1200/datalad_hcp1200.py
@@ -6,7 +6,6 @@
 # License: AGPL
 
 from pathlib import Path
-from typing import Union
 
 from junifer.datagrabber.datalad_base import DataladDataGrabber
 
@@ -49,9 +48,9 @@ class DataladHCP1200(DataladDataGrabber, HCP1200):
 
     def __init__(
         self,
-        datadir: Union[str, Path, None] = None,
-        tasks: Union[str, list[str], None] = None,
-        phase_encodings: Union[str, list[str], None] = None,
+        datadir: str | Path | None = None,
+        tasks: str | list[str] | None = None,
+        phase_encodings: str | list[str] | None = None,
         ica_fix: bool = False,
     ) -> None:
         uri = (
diff --git a/junifer/datagrabber/hcp1200/hcp1200.py b/junifer/datagrabber/hcp1200/hcp1200.py
index 5187d4e371..3e35416a6b 100644
--- a/junifer/datagrabber/hcp1200/hcp1200.py
+++ b/junifer/datagrabber/hcp1200/hcp1200.py
@@ -7,7 +7,6 @@
 
 from itertools import product
 from pathlib import Path
-from typing import Union
 
 from ...api.decorators import register_datagrabber
 from ...utils import raise_error
@@ -47,9 +46,9 @@ class HCP1200(PatternDataGrabber):
 
     def __init__(
         self,
-        datadir: Union[str, Path],
-        tasks: Union[str, list[str], None] = None,
-        phase_encodings: Union[str, list[str], None] = None,
+        datadir: str | Path,
+        tasks: str | list[str] | None = None,
+        phase_encodings: str | list[str] | None = None,
         ica_fix: bool = False,
     ) -> None:
         # All tasks
diff --git a/junifer/datagrabber/hcp1200/tests/test_hcp1200.py b/junifer/datagrabber/hcp1200/tests/test_hcp1200.py
index 2ecb8c276a..b692ddc45c 100644
--- a/junifer/datagrabber/hcp1200/tests/test_hcp1200.py
+++ b/junifer/datagrabber/hcp1200/tests/test_hcp1200.py
@@ -7,7 +7,6 @@
 import tempfile
 from collections.abc import Iterable
 from pathlib import Path
-from typing import Optional
 
 import pytest
 
@@ -64,8 +63,8 @@ def hcpdg() -> Iterable[DataladHCP1200]:
 )
 def test_HCP1200(
     hcpdg: DataladHCP1200,
-    tasks: Optional[str],
-    phase_encodings: Optional[str],
+    tasks: str | None,
+    phase_encodings: str | None,
     ica_fix: bool,
     expected_path_name: str,
 ) -> None:
@@ -140,8 +139,8 @@ def test_HCP1200(
 )
 def test_HCP1200_single_access(
     hcpdg: DataladHCP1200,
-    tasks: Optional[str],
-    phase_encodings: Optional[str],
+    tasks: str | None,
+    phase_encodings: str | None,
 ) -> None:
     """Test HCP1200 DataGrabber single access.
 
@@ -180,8 +179,8 @@ def test_HCP1200_single_access(
 )
 def test_HCP1200_multi_access(
     hcpdg: DataladHCP1200,
-    tasks: Optional[str],
-    phase_encodings: Optional[str],
+    tasks: str | None,
+    phase_encodings: str | None,
 ) -> None:
     """Test HCP1200 DataGrabber multiple access.
 
@@ -275,8 +274,8 @@ def test_HCP1200_multi_access_phase_simple(
     ],
 )
 def test_HCP1200_incorrect_access_task(
-    tasks: Optional[str],
-    phase_encodings: Optional[str],
+    tasks: str | None,
+    phase_encodings: str | None,
 ) -> None:
     """Test HCP1200 DataGrabber incorrect access for task.
 
@@ -307,8 +306,8 @@ def test_HCP1200_incorrect_access_task(
     ],
 )
 def test_HCP1200_incorrect_access_phase(
-    tasks: Optional[str],
-    phase_encodings: Optional[str],
+    tasks: str | None,
+    phase_encodings: str | None,
 ) -> None:
     """Test HCP1200 DataGrabber incorrect access for phase.
 
@@ -374,7 +373,7 @@ def test_HCP1200_elements(
     ],
 )
 def test_HCP1200_incorrect_access_icafix(
-    tasks: Optional[str], ica_fix: bool
+    tasks: str | None, ica_fix: bool
 ) -> None:
     """Test HCP1200 DataGrabber incorrect access for icafix.
 
diff --git a/junifer/datagrabber/multiple.py b/junifer/datagrabber/multiple.py
index 5f9f3c9d89..2e70486f3a 100644
--- a/junifer/datagrabber/multiple.py
+++ b/junifer/datagrabber/multiple.py
@@ -5,8 +5,6 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Union
-
 from ..api.decorators import register_datagrabber
 from ..typing import DataGrabberLike
 from ..utils import deep_update, raise_error
@@ -79,7 +77,7 @@ def __init__(self, datagrabbers: list[DataGrabberLike], **kwargs) -> None:
                 )
         self._datagrabbers = datagrabbers
 
-    def __getitem__(self, element: Union[str, tuple]) -> dict:
+    def __getitem__(self, element: str | tuple) -> dict:
         """Implement indexing.
 
         Parameters
diff --git a/junifer/datagrabber/pattern.py b/junifer/datagrabber/pattern.py
index 7b8173cbfd..43d0d74cbb 100644
--- a/junifer/datagrabber/pattern.py
+++ b/junifer/datagrabber/pattern.py
@@ -8,7 +8,6 @@
 import re
 from copy import deepcopy
 from pathlib import Path
-from typing import Optional, Union
 
 import numpy as np
 
@@ -173,9 +172,9 @@ def __init__(
         self,
         types: list[str],
         patterns: DataGrabberPatterns,
-        replacements: Union[list[str], str],
-        datadir: Union[str, Path],
-        confounds_format: Optional[str] = None,
+        replacements: list[str] | str,
+        datadir: str | Path,
+        confounds_format: str | None = None,
         partial_pattern_ok: bool = False,
     ) -> None:
         # Convert replacements to list if not already
diff --git a/junifer/datagrabber/tests/test_dmcc13_benchmark.py b/junifer/datagrabber/tests/test_dmcc13_benchmark.py
index d3e124c906..1dfec211bf 100644
--- a/junifer/datagrabber/tests/test_dmcc13_benchmark.py
+++ b/junifer/datagrabber/tests/test_dmcc13_benchmark.py
@@ -3,8 +3,6 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional, Union
-
 import pytest
 
 from junifer.datagrabber import DMCC13Benchmark
@@ -48,10 +46,10 @@
     ],
 )
 def test_DMCC13Benchmark(
-    sessions: Optional[str],
-    tasks: Optional[str],
-    phase_encodings: Optional[str],
-    runs: Optional[str],
+    sessions: str | None,
+    tasks: str | None,
+    phase_encodings: str | None,
+    runs: str | None,
     native_t1w: bool,
 ) -> None:
     """Test DMCC13Benchmark DataGrabber.
@@ -129,7 +127,9 @@ def test_DMCC13Benchmark(
                 "sub-01_space-MNI152NLin2009cAsym_desc-preproc_T1w.nii.gz"
             )
 
-        for data_type, data_file_name in zip(data_types, data_file_names):
+        for data_type, data_file_name in zip(
+            data_types, data_file_names, strict=False
+        ):
             # Assert data type
             assert data_type in out
             # Conditional for Warp
@@ -166,6 +166,7 @@ def test_DMCC13Benchmark(
                     "desc-confounds_regressors.tsv"
                 ),
             ),
+            strict=False,
         ):
             # Assert data type
             assert type_ in out["BOLD"]
@@ -218,7 +219,7 @@ def test_DMCC13Benchmark(
     ],
 )
 def test_DMCC13Benchmark_partial_data_access(
-    types: Union[str, list[str]],
+    types: str | list[str],
     native_t1w: bool,
 ) -> None:
     """Test DMCC13Benchmark DataGrabber partial data access.
diff --git a/junifer/datagrabber/tests/test_pattern_validation_mixin.py b/junifer/datagrabber/tests/test_pattern_validation_mixin.py
index 83da5f5a57..56f192a9ed 100644
--- a/junifer/datagrabber/tests/test_pattern_validation_mixin.py
+++ b/junifer/datagrabber/tests/test_pattern_validation_mixin.py
@@ -5,7 +5,6 @@
 # License: AGPL
 
 from contextlib import AbstractContextManager, nullcontext
-from typing import Union
 
 import pytest
 
@@ -289,9 +288,9 @@ def test_register_data_type() -> None:
     ],
 )
 def test_PatternValidationMixin(
-    types: Union[str, list[str], list[int]],
-    replacements: Union[str, list[str], list[int]],
-    patterns: Union[str, dict[str, dict[str, str]]],
+    types: str | list[str] | list[int],
+    replacements: str | list[str] | list[int],
+    patterns: str | dict[str, dict[str, str]],
     expect: AbstractContextManager,
 ) -> None:
     """Test validation.
diff --git a/junifer/datareader/default.py b/junifer/datareader/default.py
index 9c3a86f6c5..6e72d95be8 100644
--- a/junifer/datareader/default.py
+++ b/junifer/datareader/default.py
@@ -5,7 +5,6 @@
 # License: AGPL
 
 from pathlib import Path
-from typing import Optional, Union
 
 import nibabel as nib
 import pandas as pd
@@ -76,7 +75,7 @@ def get_output_type(self, input_type: str) -> str:
     def _fit_transform(
         self,
         input: dict[str, dict],
-        params: Optional[dict] = None,
+        params: dict | None = None,
     ) -> dict:
         """Fit and transform.
 
@@ -166,7 +165,7 @@ def _fit_transform(
 
 def _read_data(
     data_type: str, path: Path, read_params: dict
-) -> Union[nib.Nifti1Image, pd.DataFrame, None]:
+) -> nib.Nifti1Image | pd.DataFrame | None:
     """Read data for data type.
 
     Parameters
diff --git a/junifer/external/nilearn/junifer_connectivity_measure.py b/junifer/external/nilearn/junifer_connectivity_measure.py
index 665ebc19e2..b4b6100ebe 100644
--- a/junifer/external/nilearn/junifer_connectivity_measure.py
+++ b/junifer/external/nilearn/junifer_connectivity_measure.py
@@ -3,9 +3,8 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-import sys
+from collections.abc import Callable
 from itertools import product
-from typing import Callable, Optional
 
 import numpy as np
 from nilearn import signal
@@ -189,9 +188,9 @@ def _map_eigenvalues(
 
 def _geometric_mean(
     matrices: list[np.ndarray],
-    init: Optional[np.ndarray] = None,
+    init: np.ndarray | None = None,
     max_iter: int = 10,
-    tol: Optional[float] = 1e-7,
+    tol: float | None = 1e-7,
 ) -> np.ndarray:
     """Compute the geometric mean of symmetric positive definite matrices.
 
@@ -431,14 +430,6 @@ def _fit_transform(
 
             connectivities = [cov_to_corr(cov) for cov in covariances_std]
         elif self.kind == "xi correlation":
-            if sys.version_info < (3, 10):  # pragma: no cover
-                raise_error(
-                    klass=RuntimeError,
-                    msg=(
-                        "scipy.stats.chatterjeexi is available from "
-                        "scipy 1.15.0 and that requires Python 3.10 and above."
-                    ),
-                )
             connectivities = []
             for x in X:
                 n_rois = x.shape[1]
diff --git a/junifer/external/nilearn/junifer_nifti_spheres_masker.py b/junifer/external/nilearn/junifer_nifti_spheres_masker.py
index f6bc548a72..9b6a74997d 100644
--- a/junifer/external/nilearn/junifer_nifti_spheres_masker.py
+++ b/junifer/external/nilearn/junifer_nifti_spheres_masker.py
@@ -3,7 +3,8 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import TYPE_CHECKING, Callable, Optional, Union
+from collections.abc import Callable
+from typing import TYPE_CHECKING, Union
 
 import numpy as np
 from nilearn import image, masking
@@ -133,7 +134,7 @@ def _apply_mask_and_get_affinity(
             interpolation="nearest",
         )
         mask, _ = masking.load_mask_img(mask_img)
-        mask_coords = list(zip(*np.where(mask != 0)))
+        mask_coords = list(zip(*np.where(mask != 0), strict=False))
 
         X = masking.apply_mask_fmri(niimg, mask_img)
 
@@ -166,7 +167,7 @@ def _apply_mask_and_get_affinity(
         except ValueError:
             nearests.append(None)
 
-    mask_coords = np.asarray(list(zip(*mask_coords)))
+    mask_coords = np.asarray(list(zip(*mask_coords, strict=False)))
     mask_coords = image.resampling.coord_transform(
         mask_coords[0], mask_coords[1], mask_coords[2], affine
     )
@@ -255,7 +256,7 @@ class _JuniferExtractionFunctor:
     def __init__(
         self,
         seeds_: "ArrayLike",
-        radius: Optional[float],
+        radius: float | None,
         mask_img: Union["Nifti1Image", "Nifti2Image", None],
         agg_func: Callable,
         allow_overlap: bool,
@@ -352,7 +353,7 @@ class JuniferNiftiSpheresMasker(NiftiSpheresMasker):
     def __init__(
         self,
         seeds: "ArrayLike",
-        radius: Optional[float] = None,
+        radius: float | None = None,
         mask_img: Union["Nifti1Image", "Nifti2Image", None] = None,
         agg_func: Callable = np.mean,
         allow_overlap: bool = False,
diff --git a/junifer/external/nilearn/tests/test_junifer_connectivity_measure.py b/junifer/external/nilearn/tests/test_junifer_connectivity_measure.py
index a8c0aff33e..40b5ce7ea0 100644
--- a/junifer/external/nilearn/tests/test_junifer_connectivity_measure.py
+++ b/junifer/external/nilearn/tests/test_junifer_connectivity_measure.py
@@ -7,7 +7,7 @@
 import sys
 import warnings
 from math import cosh, exp, log, sinh, sqrt
-from typing import TYPE_CHECKING, Optional, Union
+from typing import TYPE_CHECKING, Optional
 
 import numpy as np
 import pytest
@@ -88,7 +88,7 @@ def random_diagonal(
     p: int,
     v_min: float = 1.0,
     v_max: float = 2.0,
-    random_state: Union[int, np.random.RandomState] = 0,
+    random_state: int | np.random.RandomState = 0,
 ) -> np.ndarray:
     """Generate a random diagonal matrix.
 
@@ -120,7 +120,7 @@ def random_spd(
     p: int,
     eig_min: float,
     cond: float,
-    random_state: Union[int, np.random.RandomState] = 0,
+    random_state: int | np.random.RandomState = 0,
 ) -> np.ndarray:
     """Generate a random symmetric positive definite matrix.
 
@@ -190,7 +190,7 @@ def signals() -> list[np.ndarray]:
 
 @pytest.fixture
 def signals_and_covariances(
-    cov_estimator: Union[LedoitWolf, EmpiricalCovariance],
+    cov_estimator: LedoitWolf | EmpiricalCovariance,
 ) -> tuple[list[np.ndarray], list[float]]:
     """Return signals and covariances for a covariance estimator.
 
@@ -343,7 +343,7 @@ def test_geometric_mean_properties() -> None:
 
     # Generic
     assert isinstance(spds, list)
-    for spd, input_spd in zip(spds, input_spds):
+    for spd, input_spd in zip(spds, input_spds, strict=False):
         assert_array_equal(spd, input_spd)
     assert is_spd(gmean, decimal=7)
 
@@ -352,7 +352,7 @@ def random_non_singular(
     p: int,
     sing_min: float = 1.0,
     sing_max: float = 2.0,
-    random_state: Union[int, np.random.RandomState] = 0,
+    random_state: int | np.random.RandomState = 0,
 ) -> np.ndarray:
     """Generate a random nonsingular matrix.
 
@@ -669,7 +669,7 @@ def _assert_connectivity_tangent(connectivities, conn_measure, covs) -> None:
 
     """
     for true_covariance_matrix, estimated_covariance_matrix in zip(
-        covs, connectivities
+        covs, connectivities, strict=False
     ):
         assert_array_almost_equal(
             estimated_covariance_matrix, estimated_covariance_matrix.T
@@ -701,7 +701,7 @@ def _assert_connectivity_precision(connectivities, covs) -> None:
 
     """
     for true_covariance_matrix, estimated_covariance_matrix in zip(
-        covs, connectivities
+        covs, connectivities, strict=False
     ):
         assert is_spd(estimated_covariance_matrix, decimal=7)
         assert_array_almost_equal(
@@ -729,7 +729,7 @@ def _assert_connectivity_correlation(
 
     """
     for true_covariance_matrix, estimated_covariance_matrix in zip(
-        covs, connectivities
+        covs, connectivities, strict=False
     ):
         assert is_spd(estimated_covariance_matrix, decimal=7)
 
@@ -750,7 +750,7 @@ def _assert_connectivity_correlation(
 def _assert_connectivity_partial_correlation(connectivities, covs) -> None:
     """Assert partial correlation connectivity matrix."""
     for true_covariance_matrix, estimated_covariance_matrix in zip(
-        covs, connectivities
+        covs, connectivities, strict=False
     ):
         precision_matrix = linalg.inv(true_covariance_matrix)
 
diff --git a/junifer/markers/base.py b/junifer/markers/base.py
index cc7a8b6843..bc19a75bcf 100644
--- a/junifer/markers/base.py
+++ b/junifer/markers/base.py
@@ -6,7 +6,7 @@
 
 from abc import ABC, abstractmethod
 from copy import deepcopy
-from typing import Any, Optional, Union
+from typing import Any
 
 from ..pipeline import PipelineStepMixin, UpdateMetaMixin
 from ..typing import StorageLike
@@ -42,8 +42,8 @@ class BaseMarker(ABC, PipelineStepMixin, UpdateMetaMixin):
 
     def __init__(
         self,
-        on: Optional[Union[list[str], str]] = None,
-        name: Optional[str] = None,
+        on: list[str] | str | None = None,
+        name: str | None = None,
     ) -> None:
         # Check for missing mapping attribute
         if not hasattr(self, "_MARKER_INOUT_MAPPINGS"):
@@ -124,7 +124,7 @@ def get_output_type(self, input_type: str, output_feature: str) -> str:
         return self._MARKER_INOUT_MAPPINGS[input_type][output_feature]
 
     @abstractmethod
-    def compute(self, input: dict, extra_input: Optional[dict] = None) -> dict:
+    def compute(self, input: dict, extra_input: dict | None = None) -> dict:
         """Compute.
 
         Parameters
@@ -179,7 +179,7 @@ def store(
     def _fit_transform(
         self,
         input: dict[str, dict],
-        storage: Optional[StorageLike] = None,
+        storage: StorageLike | None = None,
     ) -> dict:
         """Fit and transform.
 
diff --git a/junifer/markers/brainprint.py b/junifer/markers/brainprint.py
index 815c3f8205..4381008dbd 100644
--- a/junifer/markers/brainprint.py
+++ b/junifer/markers/brainprint.py
@@ -8,8 +8,6 @@
 from typing import (
     Any,
     ClassVar,
-    Optional,
-    Union,
 )
 
 import numpy as np
@@ -99,7 +97,7 @@ def __init__(
         asymmetry: bool = False,
         asymmetry_distance: str = "euc",
         use_cholmod: bool = False,
-        name: Optional[str] = None,
+        name: str | None = None,
     ) -> None:
         self.num = num
         self.skip_cortex = skip_cortex
@@ -307,7 +305,7 @@ def _create_cortical_surfaces(
 
     def _fix_nan(
         self,
-        input_data: list[Union[float, str, npt.ArrayLike]],
+        input_data: list[float | str | npt.ArrayLike],
     ) -> np.ndarray:  # pragma: no cover
         """Convert BrainPrint output with string NaN to ``numpy.nan``.
 
@@ -329,7 +327,7 @@ def _fix_nan(
     def compute(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict] = None,
+        extra_input: dict | None = None,
     ) -> dict:  # pragma: no cover
         """Compute.
 
diff --git a/junifer/markers/complexity/complexity_base.py b/junifer/markers/complexity/complexity_base.py
index de5864d36f..fa3ab45b5f 100644
--- a/junifer/markers/complexity/complexity_base.py
+++ b/junifer/markers/complexity/complexity_base.py
@@ -8,8 +8,6 @@
     TYPE_CHECKING,
     Any,
     ClassVar,
-    Optional,
-    Union,
 )
 
 from ...typing import Dependencies, MarkerInOutMappings
@@ -59,11 +57,11 @@ class ComplexityBase(BaseMarker):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         self.parcellation = parcellation
         self.agg_method = agg_method
@@ -85,7 +83,7 @@ def compute_complexity(
     def compute(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
+        extra_input: dict[str, Any] | None = None,
     ) -> dict[str, Any]:
         """Compute.
 
diff --git a/junifer/markers/complexity/hurst_exponent.py b/junifer/markers/complexity/hurst_exponent.py
index 98311374e2..a0f3cafde6 100644
--- a/junifer/markers/complexity/hurst_exponent.py
+++ b/junifer/markers/complexity/hurst_exponent.py
@@ -4,8 +4,6 @@
 #          Leonard Sasse <l.sasse@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional, Union
-
 import neurokit2 as nk
 import numpy as np
 
@@ -55,12 +53,12 @@ class HurstExponent(ComplexityBase):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        params: Optional[dict] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        params: dict | None = None,
+        name: str | None = None,
     ) -> None:
         super().__init__(
             parcellation=parcellation,
diff --git a/junifer/markers/complexity/multiscale_entropy_auc.py b/junifer/markers/complexity/multiscale_entropy_auc.py
index bd156ad359..747384835c 100644
--- a/junifer/markers/complexity/multiscale_entropy_auc.py
+++ b/junifer/markers/complexity/multiscale_entropy_auc.py
@@ -4,8 +4,6 @@
 #          Leonard Sasse <l.sasse@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional, Union
-
 import neurokit2 as nk
 import numpy as np
 
@@ -56,12 +54,12 @@ class MultiscaleEntropyAUC(ComplexityBase):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        params: Optional[dict] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        params: dict | None = None,
+        name: str | None = None,
     ) -> None:
         super().__init__(
             parcellation=parcellation,
diff --git a/junifer/markers/complexity/perm_entropy.py b/junifer/markers/complexity/perm_entropy.py
index e6e984d0aa..1ed06d164c 100644
--- a/junifer/markers/complexity/perm_entropy.py
+++ b/junifer/markers/complexity/perm_entropy.py
@@ -4,8 +4,6 @@
 #          Leonard Sasse <l.sasse@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional, Union
-
 import neurokit2 as nk
 import numpy as np
 
@@ -56,12 +54,12 @@ class PermEntropy(ComplexityBase):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        params: Optional[dict] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        params: dict | None = None,
+        name: str | None = None,
     ) -> None:
         super().__init__(
             parcellation=parcellation,
diff --git a/junifer/markers/complexity/range_entropy.py b/junifer/markers/complexity/range_entropy.py
index e671545430..d2f07c5c67 100644
--- a/junifer/markers/complexity/range_entropy.py
+++ b/junifer/markers/complexity/range_entropy.py
@@ -4,8 +4,6 @@
 #          Leonard Sasse <l.sasse@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional, Union
-
 import neurokit2 as nk
 import numpy as np
 
@@ -56,12 +54,12 @@ class RangeEntropy(ComplexityBase):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        params: Optional[dict] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        params: dict | None = None,
+        name: str | None = None,
     ) -> None:
         super().__init__(
             parcellation=parcellation,
diff --git a/junifer/markers/complexity/range_entropy_auc.py b/junifer/markers/complexity/range_entropy_auc.py
index bbd84e8add..5007a79242 100644
--- a/junifer/markers/complexity/range_entropy_auc.py
+++ b/junifer/markers/complexity/range_entropy_auc.py
@@ -4,8 +4,6 @@
 #          Leonard Sasse <l.sasse@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional, Union
-
 import neurokit2 as nk
 import numpy as np
 
@@ -56,12 +54,12 @@ class RangeEntropyAUC(ComplexityBase):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        params: Optional[dict] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        params: dict | None = None,
+        name: str | None = None,
     ) -> None:
         super().__init__(
             parcellation=parcellation,
@@ -138,7 +136,11 @@ def compute_complexity(
                 range_ent_vec[idx_r] = range_en_auc_roi_tmp[0]
                 idx_r = idx_r + 1
 
-            range_en_auc_roi[idx_roi] = np.trapz(range_ent_vec)
+            range_en_auc_roi[idx_roi] = (
+                np.trapezoid(range_ent_vec)
+                if int(np.__version__[0]) > 1
+                else np.trapz(range_ent_vec)
+            )
 
         range_en_auc_roi = range_en_auc_roi / n_r
 
diff --git a/junifer/markers/complexity/sample_entropy.py b/junifer/markers/complexity/sample_entropy.py
index a8199b1146..bb6384e754 100644
--- a/junifer/markers/complexity/sample_entropy.py
+++ b/junifer/markers/complexity/sample_entropy.py
@@ -4,8 +4,6 @@
 #          Leonard Sasse <l.sasse@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional, Union
-
 import neurokit2 as nk
 import numpy as np
 
@@ -57,12 +55,12 @@ class SampleEntropy(ComplexityBase):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        params: Optional[dict] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        params: dict | None = None,
+        name: str | None = None,
     ) -> None:
         super().__init__(
             parcellation=parcellation,
diff --git a/junifer/markers/complexity/weighted_perm_entropy.py b/junifer/markers/complexity/weighted_perm_entropy.py
index bc709ea541..600d7d4ffe 100644
--- a/junifer/markers/complexity/weighted_perm_entropy.py
+++ b/junifer/markers/complexity/weighted_perm_entropy.py
@@ -4,8 +4,6 @@
 #          Leonard Sasse <l.sasse@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional, Union
-
 import neurokit2 as nk
 import numpy as np
 
@@ -57,12 +55,12 @@ class WeightedPermEntropy(ComplexityBase):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        params: Optional[dict] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        params: dict | None = None,
+        name: str | None = None,
     ) -> None:
         super().__init__(
             parcellation=parcellation,
diff --git a/junifer/markers/ets_rss.py b/junifer/markers/ets_rss.py
index 6031d3b574..89b3d20e51 100644
--- a/junifer/markers/ets_rss.py
+++ b/junifer/markers/ets_rss.py
@@ -6,7 +6,7 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, ClassVar, Optional, Union
+from typing import Any, ClassVar
 
 import numpy as np
 
@@ -56,11 +56,11 @@ class RSSETSMarker(BaseMarker):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         self.parcellation = parcellation
         self.agg_method = agg_method
@@ -71,7 +71,7 @@ def __init__(
     def compute(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict] = None,
+        extra_input: dict | None = None,
     ) -> dict:
         """Compute.
 
diff --git a/junifer/markers/falff/_afni_falff.py b/junifer/markers/falff/_afni_falff.py
index 3c9fb52cbd..a50e53d963 100644
--- a/junifer/markers/falff/_afni_falff.py
+++ b/junifer/markers/falff/_afni_falff.py
@@ -8,7 +8,6 @@
 from typing import (
     TYPE_CHECKING,
     ClassVar,
-    Optional,
 )
 
 import nibabel as nib
@@ -53,7 +52,7 @@ def compute(
         input_path: Path,
         highpass: float,
         lowpass: float,
-        tr: Optional[float],
+        tr: float | None,
     ) -> tuple["Nifti1Image", "Nifti1Image", Path, Path]:
         """Compute ALFF + fALFF map.
 
diff --git a/junifer/markers/falff/_junifer_falff.py b/junifer/markers/falff/_junifer_falff.py
index 29b6ac99ef..c0b8c9de11 100644
--- a/junifer/markers/falff/_junifer_falff.py
+++ b/junifer/markers/falff/_junifer_falff.py
@@ -8,7 +8,6 @@
 from typing import (
     TYPE_CHECKING,
     ClassVar,
-    Optional,
 )
 
 import nibabel as nib
@@ -50,7 +49,7 @@ def compute(
         input_path: Path,
         highpass: float,
         lowpass: float,
-        tr: Optional[float],
+        tr: float | None,
     ) -> tuple["Nifti1Image", "Nifti1Image", Path, Path]:
         """Compute ALFF + fALFF map.
 
diff --git a/junifer/markers/falff/falff_base.py b/junifer/markers/falff/falff_base.py
index 0960c03857..90299a3146 100644
--- a/junifer/markers/falff/falff_base.py
+++ b/junifer/markers/falff/falff_base.py
@@ -11,7 +11,6 @@
     TYPE_CHECKING,
     Any,
     ClassVar,
-    Optional,
 )
 
 from ...typing import ConditionalDependencies, MarkerInOutMappings
@@ -91,8 +90,8 @@ def __init__(
         highpass: float,
         lowpass: float,
         using: str,
-        tr: Optional[float] = None,
-        name: Optional[str] = None,
+        tr: float | None = None,
+        name: str | None = None,
     ) -> None:
         if highpass < 0:
             raise_error("Highpass must be positive or 0")
diff --git a/junifer/markers/falff/falff_maps.py b/junifer/markers/falff/falff_maps.py
index 1d6434044f..d2c0a7c2cf 100644
--- a/junifer/markers/falff/falff_maps.py
+++ b/junifer/markers/falff/falff_maps.py
@@ -3,7 +3,7 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 from ...api.decorators import register_marker
 from ...utils import logger
@@ -65,9 +65,9 @@ def __init__(
         using: str,
         highpass: float = 0.01,
         lowpass: float = 0.1,
-        tr: Optional[float] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        tr: float | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         # Superclass init first to validate `using` parameter
         super().__init__(
@@ -83,7 +83,7 @@ def __init__(
     def compute(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
+        extra_input: dict[str, Any] | None = None,
     ) -> dict[str, Any]:
         """Compute.
 
diff --git a/junifer/markers/falff/falff_parcels.py b/junifer/markers/falff/falff_parcels.py
index 7fbaf896be..90b19f02b2 100644
--- a/junifer/markers/falff/falff_parcels.py
+++ b/junifer/markers/falff/falff_parcels.py
@@ -6,7 +6,7 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 from ...api.decorators import register_marker
 from ...utils import logger
@@ -70,15 +70,15 @@ class ALFFParcels(ALFFBase):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         using: str,
         highpass: float = 0.01,
         lowpass: float = 0.1,
-        tr: Optional[float] = None,
+        tr: float | None = None,
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         # Superclass init first to validate `using` parameter
         super().__init__(
@@ -96,7 +96,7 @@ def __init__(
     def compute(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
+        extra_input: dict[str, Any] | None = None,
     ) -> dict[str, Any]:
         """Compute.
 
diff --git a/junifer/markers/falff/falff_spheres.py b/junifer/markers/falff/falff_spheres.py
index faee35b571..3015db279f 100644
--- a/junifer/markers/falff/falff_spheres.py
+++ b/junifer/markers/falff/falff_spheres.py
@@ -6,7 +6,7 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 from ...api.decorators import register_marker
 from ...utils import logger
@@ -79,15 +79,15 @@ def __init__(
         self,
         coords: str,
         using: str,
-        radius: Optional[float] = None,
+        radius: float | None = None,
         allow_overlap: bool = False,
         highpass: float = 0.01,
         lowpass: float = 0.1,
-        tr: Optional[float] = None,
+        tr: float | None = None,
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         # Superclass init first to validate `using` parameter
         super().__init__(
@@ -107,7 +107,7 @@ def __init__(
     def compute(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
+        extra_input: dict[str, Any] | None = None,
     ) -> dict[str, Any]:
         """Compute.
 
diff --git a/junifer/markers/functional_connectivity/crossparcellation_functional_connectivity.py b/junifer/markers/functional_connectivity/crossparcellation_functional_connectivity.py
index 97479cee79..32bba870e9 100644
--- a/junifer/markers/functional_connectivity/crossparcellation_functional_connectivity.py
+++ b/junifer/markers/functional_connectivity/crossparcellation_functional_connectivity.py
@@ -4,7 +4,7 @@
 #          Kaustubh R. Patil <k.patil@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, ClassVar, Optional, Union
+from typing import Any, ClassVar
 
 import pandas as pd
 
@@ -63,10 +63,10 @@ def __init__(
         parcellation_one: str,
         parcellation_two: str,
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
+        agg_method_params: dict | None = None,
         corr_method: str = "pearson",
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         if parcellation_one == parcellation_two:
             raise_error(
@@ -83,7 +83,7 @@ def __init__(
     def compute(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict] = None,
+        extra_input: dict | None = None,
     ) -> dict:
         """Compute.
 
diff --git a/junifer/markers/functional_connectivity/edge_functional_connectivity_maps.py b/junifer/markers/functional_connectivity/edge_functional_connectivity_maps.py
index 9f833a2038..6a93418a4f 100644
--- a/junifer/markers/functional_connectivity/edge_functional_connectivity_maps.py
+++ b/junifer/markers/functional_connectivity/edge_functional_connectivity_maps.py
@@ -3,7 +3,7 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 from ...api.decorators import register_marker
 from ..maps_aggregation import MapsAggregation
@@ -54,9 +54,9 @@ def __init__(
         self,
         maps: str,
         conn_method: str = "correlation",
-        conn_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        conn_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         self.maps = maps
         super().__init__(
@@ -67,7 +67,7 @@ def __init__(
         )
 
     def aggregate(
-        self, input: dict[str, Any], extra_input: Optional[dict] = None
+        self, input: dict[str, Any], extra_input: dict | None = None
     ) -> dict:
         """Perform maps aggregation and ETS computation.
 
diff --git a/junifer/markers/functional_connectivity/edge_functional_connectivity_parcels.py b/junifer/markers/functional_connectivity/edge_functional_connectivity_parcels.py
index 1599ec5b0e..339c993e32 100644
--- a/junifer/markers/functional_connectivity/edge_functional_connectivity_parcels.py
+++ b/junifer/markers/functional_connectivity/edge_functional_connectivity_parcels.py
@@ -4,7 +4,7 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 from ...api.decorators import register_marker
 from ..parcel_aggregation import ParcelAggregation
@@ -61,13 +61,13 @@ class EdgeCentricFCParcels(FunctionalConnectivityBase):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
+        agg_method_params: dict | None = None,
         conn_method: str = "correlation",
-        conn_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        conn_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         self.parcellation = parcellation
         super().__init__(
@@ -80,7 +80,7 @@ def __init__(
         )
 
     def aggregate(
-        self, input: dict[str, Any], extra_input: Optional[dict] = None
+        self, input: dict[str, Any], extra_input: dict | None = None
     ) -> dict:
         """Perform parcel aggregation and ETS computation.
 
diff --git a/junifer/markers/functional_connectivity/edge_functional_connectivity_spheres.py b/junifer/markers/functional_connectivity/edge_functional_connectivity_spheres.py
index 67595be7e0..72bf0b4f0d 100644
--- a/junifer/markers/functional_connectivity/edge_functional_connectivity_spheres.py
+++ b/junifer/markers/functional_connectivity/edge_functional_connectivity_spheres.py
@@ -4,7 +4,7 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 from ...api.decorators import register_marker
 from ..sphere_aggregation import SphereAggregation
@@ -70,14 +70,14 @@ class EdgeCentricFCSpheres(FunctionalConnectivityBase):
     def __init__(
         self,
         coords: str,
-        radius: Optional[float] = None,
+        radius: float | None = None,
         allow_overlap: bool = False,
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
+        agg_method_params: dict | None = None,
         conn_method: str = "correlation",
-        conn_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        conn_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         self.coords = coords
         self.radius = radius
@@ -94,7 +94,7 @@ def __init__(
         )
 
     def aggregate(
-        self, input: dict[str, Any], extra_input: Optional[dict] = None
+        self, input: dict[str, Any], extra_input: dict | None = None
     ) -> dict:
         """Perform sphere aggregation and ETS computation.
 
diff --git a/junifer/markers/functional_connectivity/functional_connectivity_base.py b/junifer/markers/functional_connectivity/functional_connectivity_base.py
index e35bf23d3b..966c34f62e 100644
--- a/junifer/markers/functional_connectivity/functional_connectivity_base.py
+++ b/junifer/markers/functional_connectivity/functional_connectivity_base.py
@@ -4,7 +4,7 @@
 # License: AGPL
 
 from abc import abstractmethod
-from typing import Any, ClassVar, Optional, Union
+from typing import Any, ClassVar
 
 from sklearn.covariance import EmpiricalCovariance, LedoitWolf
 
@@ -62,11 +62,11 @@ class FunctionalConnectivityBase(BaseMarker):
     def __init__(
         self,
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
+        agg_method_params: dict | None = None,
         conn_method: str = "correlation",
-        conn_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        conn_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         self.agg_method = agg_method
         self.agg_method_params = agg_method_params
@@ -83,7 +83,7 @@ def __init__(
     def aggregate(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
+        extra_input: dict[str, Any] | None = None,
     ) -> dict[str, Any]:
         """Perform aggregation."""
         raise_error(
@@ -94,7 +94,7 @@ def aggregate(
     def compute(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict] = None,
+        extra_input: dict | None = None,
     ) -> dict:
         """Compute.
 
diff --git a/junifer/markers/functional_connectivity/functional_connectivity_maps.py b/junifer/markers/functional_connectivity/functional_connectivity_maps.py
index 90889869b9..f47eb9deb0 100644
--- a/junifer/markers/functional_connectivity/functional_connectivity_maps.py
+++ b/junifer/markers/functional_connectivity/functional_connectivity_maps.py
@@ -3,7 +3,7 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 from ...api.decorators import register_marker
 from ..maps_aggregation import MapsAggregation
@@ -47,9 +47,9 @@ def __init__(
         self,
         maps: str,
         conn_method: str = "correlation",
-        conn_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        conn_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         self.maps = maps
         super().__init__(
@@ -60,7 +60,7 @@ def __init__(
         )
 
     def aggregate(
-        self, input: dict[str, Any], extra_input: Optional[dict] = None
+        self, input: dict[str, Any], extra_input: dict | None = None
     ) -> dict:
         """Perform maps aggregation.
 
diff --git a/junifer/markers/functional_connectivity/functional_connectivity_parcels.py b/junifer/markers/functional_connectivity/functional_connectivity_parcels.py
index db79293ba8..3febf9f08c 100644
--- a/junifer/markers/functional_connectivity/functional_connectivity_parcels.py
+++ b/junifer/markers/functional_connectivity/functional_connectivity_parcels.py
@@ -5,7 +5,7 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 from ...api.decorators import register_marker
 from ..parcel_aggregation import ParcelAggregation
@@ -55,13 +55,13 @@ class FunctionalConnectivityParcels(FunctionalConnectivityBase):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
+        agg_method_params: dict | None = None,
         conn_method: str = "correlation",
-        conn_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        conn_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         self.parcellation = parcellation
         super().__init__(
@@ -74,7 +74,7 @@ def __init__(
         )
 
     def aggregate(
-        self, input: dict[str, Any], extra_input: Optional[dict] = None
+        self, input: dict[str, Any], extra_input: dict | None = None
     ) -> dict:
         """Perform parcel aggregation.
 
diff --git a/junifer/markers/functional_connectivity/functional_connectivity_spheres.py b/junifer/markers/functional_connectivity/functional_connectivity_spheres.py
index 6f976c0b3a..5b3ec10189 100644
--- a/junifer/markers/functional_connectivity/functional_connectivity_spheres.py
+++ b/junifer/markers/functional_connectivity/functional_connectivity_spheres.py
@@ -5,7 +5,7 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 from ...api.decorators import register_marker
 from ..sphere_aggregation import SphereAggregation
@@ -65,14 +65,14 @@ class FunctionalConnectivitySpheres(FunctionalConnectivityBase):
     def __init__(
         self,
         coords: str,
-        radius: Optional[float] = None,
+        radius: float | None = None,
         allow_overlap: bool = False,
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
+        agg_method_params: dict | None = None,
         conn_method: str = "correlation",
-        conn_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        conn_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         self.coords = coords
         self.radius = radius
@@ -89,7 +89,7 @@ def __init__(
         )
 
     def aggregate(
-        self, input: dict[str, Any], extra_input: Optional[dict] = None
+        self, input: dict[str, Any], extra_input: dict | None = None
     ) -> dict:
         """Perform sphere aggregation.
 
diff --git a/junifer/markers/maps_aggregation.py b/junifer/markers/maps_aggregation.py
index 2d231f67a5..6b0140e6f4 100644
--- a/junifer/markers/maps_aggregation.py
+++ b/junifer/markers/maps_aggregation.py
@@ -3,7 +3,7 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, ClassVar, Optional, Union
+from typing import Any, ClassVar
 
 from nilearn.maskers import NiftiMapsMasker
 
@@ -88,11 +88,11 @@ class MapsAggregation(BaseMarker):
     def __init__(
         self,
         maps: str,
-        time_method: Optional[str] = None,
-        time_method_params: Optional[dict[str, Any]] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        on: Union[list[str], str, None] = None,
-        name: Optional[str] = None,
+        time_method: str | None = None,
+        time_method_params: dict[str, Any] | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        on: list[str] | str | None = None,
+        name: str | None = None,
     ) -> None:
         self.maps = maps
         self.masks = masks
@@ -113,7 +113,7 @@ def __init__(
         self.time_method_params = time_method_params or {}
 
     def compute(
-        self, input: dict[str, Any], extra_input: Optional[dict] = None
+        self, input: dict[str, Any], extra_input: dict | None = None
     ) -> dict:
         """Compute.
 
diff --git a/junifer/markers/parcel_aggregation.py b/junifer/markers/parcel_aggregation.py
index ca9cd39113..f7c404683d 100644
--- a/junifer/markers/parcel_aggregation.py
+++ b/junifer/markers/parcel_aggregation.py
@@ -4,7 +4,7 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, ClassVar, Optional, Union
+from typing import Any, ClassVar
 
 import numpy as np
 from nilearn.image import math_img
@@ -96,14 +96,14 @@ class ParcelAggregation(BaseMarker):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         method: str,
-        method_params: Optional[dict[str, Any]] = None,
-        time_method: Optional[str] = None,
-        time_method_params: Optional[dict[str, Any]] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        on: Union[list[str], str, None] = None,
-        name: Optional[str] = None,
+        method_params: dict[str, Any] | None = None,
+        time_method: str | None = None,
+        time_method_params: dict[str, Any] | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        on: list[str] | str | None = None,
+        name: str | None = None,
     ) -> None:
         if not isinstance(parcellation, list):
             parcellation = [parcellation]
@@ -128,7 +128,7 @@ def __init__(
         self.time_method_params = time_method_params or {}
 
     def compute(
-        self, input: dict[str, Any], extra_input: Optional[dict] = None
+        self, input: dict[str, Any], extra_input: dict | None = None
     ) -> dict:
         """Compute.
 
diff --git a/junifer/markers/reho/_afni_reho.py b/junifer/markers/reho/_afni_reho.py
index 47f3a23411..4fb1ed3377 100644
--- a/junifer/markers/reho/_afni_reho.py
+++ b/junifer/markers/reho/_afni_reho.py
@@ -8,7 +8,6 @@
 from typing import (
     TYPE_CHECKING,
     ClassVar,
-    Optional,
 )
 
 import nibabel as nib
@@ -52,14 +51,14 @@ def compute(
         self,
         input_path: Path,
         nneigh: int = 27,
-        neigh_rad: Optional[float] = None,
-        neigh_x: Optional[float] = None,
-        neigh_y: Optional[float] = None,
-        neigh_z: Optional[float] = None,
-        box_rad: Optional[int] = None,
-        box_x: Optional[int] = None,
-        box_y: Optional[int] = None,
-        box_z: Optional[int] = None,
+        neigh_rad: float | None = None,
+        neigh_x: float | None = None,
+        neigh_y: float | None = None,
+        neigh_z: float | None = None,
+        box_rad: int | None = None,
+        box_x: int | None = None,
+        box_y: int | None = None,
+        box_z: int | None = None,
     ) -> tuple["Nifti1Image", Path]:
         """Compute ReHo map.
 
diff --git a/junifer/markers/reho/reho_base.py b/junifer/markers/reho/reho_base.py
index cb0e363ed7..5250563467 100644
--- a/junifer/markers/reho/reho_base.py
+++ b/junifer/markers/reho/reho_base.py
@@ -8,7 +8,6 @@
     TYPE_CHECKING,
     Any,
     ClassVar,
-    Optional,
 )
 
 from ...typing import ConditionalDependencies, MarkerInOutMappings
@@ -66,7 +65,7 @@ class ReHoBase(BaseMarker):
     def __init__(
         self,
         using: str,
-        name: Optional[str] = None,
+        name: str | None = None,
     ) -> None:
         # Validate `using` parameter
         valid_using = [dep["using"] for dep in self._CONDITIONAL_DEPENDENCIES]
diff --git a/junifer/markers/reho/reho_maps.py b/junifer/markers/reho/reho_maps.py
index 50ed38f7e1..f7dcdcebbf 100644
--- a/junifer/markers/reho/reho_maps.py
+++ b/junifer/markers/reho/reho_maps.py
@@ -3,7 +3,7 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 import numpy as np
 
@@ -87,9 +87,9 @@ def __init__(
         self,
         maps: str,
         using: str,
-        reho_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        reho_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         # Superclass init first to validate `using` parameter
         super().__init__(using=using, name=name)
@@ -100,7 +100,7 @@ def __init__(
     def compute(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
+        extra_input: dict[str, Any] | None = None,
     ) -> dict[str, Any]:
         """Compute.
 
diff --git a/junifer/markers/reho/reho_parcels.py b/junifer/markers/reho/reho_parcels.py
index f78a842516..153c94ea56 100644
--- a/junifer/markers/reho/reho_parcels.py
+++ b/junifer/markers/reho/reho_parcels.py
@@ -3,7 +3,7 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 import numpy as np
 
@@ -91,13 +91,13 @@ class ReHoParcels(ReHoBase):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         using: str,
-        reho_params: Optional[dict] = None,
+        reho_params: dict | None = None,
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         # Superclass init first to validate `using` parameter
         super().__init__(using=using, name=name)
@@ -110,7 +110,7 @@ def __init__(
     def compute(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
+        extra_input: dict[str, Any] | None = None,
     ) -> dict[str, Any]:
         """Compute.
 
diff --git a/junifer/markers/reho/reho_spheres.py b/junifer/markers/reho/reho_spheres.py
index 0d6afb38d5..cbd9300534 100644
--- a/junifer/markers/reho/reho_spheres.py
+++ b/junifer/markers/reho/reho_spheres.py
@@ -3,7 +3,7 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 import numpy as np
 
@@ -104,13 +104,13 @@ def __init__(
         self,
         coords: str,
         using: str,
-        radius: Optional[float] = None,
+        radius: float | None = None,
         allow_overlap: bool = False,
-        reho_params: Optional[dict] = None,
+        reho_params: dict | None = None,
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         # Superclass init first to validate `using` parameter
         super().__init__(using=using, name=name)
@@ -125,7 +125,7 @@ def __init__(
     def compute(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
+        extra_input: dict[str, Any] | None = None,
     ) -> dict[str, Any]:
         """Compute.
 
diff --git a/junifer/markers/sphere_aggregation.py b/junifer/markers/sphere_aggregation.py
index 04e75db1eb..f31a84f75a 100644
--- a/junifer/markers/sphere_aggregation.py
+++ b/junifer/markers/sphere_aggregation.py
@@ -4,7 +4,7 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, ClassVar, Optional, Union
+from typing import Any, ClassVar
 
 from ..api.decorators import register_marker
 from ..data import get_data
@@ -102,15 +102,15 @@ class SphereAggregation(BaseMarker):
     def __init__(
         self,
         coords: str,
-        radius: Optional[float] = None,
+        radius: float | None = None,
         allow_overlap: bool = False,
         method: str = "mean",
-        method_params: Optional[dict[str, Any]] = None,
-        time_method: Optional[str] = None,
-        time_method_params: Optional[dict[str, Any]] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        on: Union[list[str], str, None] = None,
-        name: Optional[str] = None,
+        method_params: dict[str, Any] | None = None,
+        time_method: str | None = None,
+        time_method_params: dict[str, Any] | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        on: list[str] | str | None = None,
+        name: str | None = None,
     ) -> None:
         self.coords = coords
         self.radius = radius
@@ -137,7 +137,7 @@ def __init__(
     def compute(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict] = None,
+        extra_input: dict | None = None,
     ) -> dict:
         """Compute.
 
diff --git a/junifer/markers/temporal_snr/temporal_snr_base.py b/junifer/markers/temporal_snr/temporal_snr_base.py
index c0f946c123..a76b0031ef 100644
--- a/junifer/markers/temporal_snr/temporal_snr_base.py
+++ b/junifer/markers/temporal_snr/temporal_snr_base.py
@@ -4,7 +4,7 @@
 # License: AGPL
 
 from abc import abstractmethod
-from typing import Any, ClassVar, Optional, Union
+from typing import Any, ClassVar
 
 from nilearn import image as nimg
 
@@ -48,9 +48,9 @@ class TemporalSNRBase(BaseMarker):
     def __init__(
         self,
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         self.agg_method = agg_method
         self.agg_method_params = agg_method_params
@@ -59,7 +59,7 @@ def __init__(
 
     @abstractmethod
     def aggregate(
-        self, input: dict[str, Any], extra_input: Optional[dict] = None
+        self, input: dict[str, Any], extra_input: dict | None = None
     ) -> dict[str, Any]:
         """Perform aggregation."""
         raise_error(
@@ -70,7 +70,7 @@ def aggregate(
     def compute(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict] = None,
+        extra_input: dict | None = None,
     ) -> dict:
         """Compute.
 
diff --git a/junifer/markers/temporal_snr/temporal_snr_maps.py b/junifer/markers/temporal_snr/temporal_snr_maps.py
index e5408c50e4..10126a0841 100644
--- a/junifer/markers/temporal_snr/temporal_snr_maps.py
+++ b/junifer/markers/temporal_snr/temporal_snr_maps.py
@@ -3,7 +3,7 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 from ...api.decorators import register_marker
 from ..maps_aggregation import MapsAggregation
@@ -35,8 +35,8 @@ class TemporalSNRMaps(TemporalSNRBase):
     def __init__(
         self,
         maps: str,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         self.maps = maps
         super().__init__(
@@ -45,7 +45,7 @@ def __init__(
         )
 
     def aggregate(
-        self, input: dict[str, Any], extra_input: Optional[dict] = None
+        self, input: dict[str, Any], extra_input: dict | None = None
     ) -> dict:
         """Perform maps aggregation.
 
diff --git a/junifer/markers/temporal_snr/temporal_snr_parcels.py b/junifer/markers/temporal_snr/temporal_snr_parcels.py
index ef7dac8bf0..6e6e58ed0e 100644
--- a/junifer/markers/temporal_snr/temporal_snr_parcels.py
+++ b/junifer/markers/temporal_snr/temporal_snr_parcels.py
@@ -3,7 +3,7 @@
 # Authors: Leonard Sasse <l.sasse@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 from ...api.decorators import register_marker
 from ..parcel_aggregation import ParcelAggregation
@@ -40,11 +40,11 @@ class TemporalSNRParcels(TemporalSNRBase):
 
     def __init__(
         self,
-        parcellation: Union[str, list[str]],
+        parcellation: str | list[str],
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         self.parcellation = parcellation
         super().__init__(
@@ -55,7 +55,7 @@ def __init__(
         )
 
     def aggregate(
-        self, input: dict[str, Any], extra_input: Optional[dict] = None
+        self, input: dict[str, Any], extra_input: dict | None = None
     ) -> dict:
         """Perform parcel aggregation.
 
diff --git a/junifer/markers/temporal_snr/temporal_snr_spheres.py b/junifer/markers/temporal_snr/temporal_snr_spheres.py
index f24038c416..ef0cf433dd 100644
--- a/junifer/markers/temporal_snr/temporal_snr_spheres.py
+++ b/junifer/markers/temporal_snr/temporal_snr_spheres.py
@@ -3,7 +3,7 @@
 # Authors: Leonard Sasse <l.sasse@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Optional, Union
+from typing import Any
 
 from ...api.decorators import register_marker
 from ..sphere_aggregation import SphereAggregation
@@ -50,12 +50,12 @@ class TemporalSNRSpheres(TemporalSNRBase):
     def __init__(
         self,
         coords: str,
-        radius: Optional[float] = None,
+        radius: float | None = None,
         allow_overlap: bool = False,
         agg_method: str = "mean",
-        agg_method_params: Optional[dict] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
-        name: Optional[str] = None,
+        agg_method_params: dict | None = None,
+        masks: str | dict | list[dict | str] | None = None,
+        name: str | None = None,
     ) -> None:
         self.coords = coords
         self.radius = radius
@@ -70,7 +70,7 @@ def __init__(
         )
 
     def aggregate(
-        self, input: dict[str, Any], extra_input: Optional[dict] = None
+        self, input: dict[str, Any], extra_input: dict | None = None
     ) -> dict:
         """Perform sphere aggregation.
 
diff --git a/junifer/markers/utils.py b/junifer/markers/utils.py
index 3cca2a5e35..c3ab4ef332 100644
--- a/junifer/markers/utils.py
+++ b/junifer/markers/utils.py
@@ -8,7 +8,7 @@
 #          Amir Omidvarnia <a.omidvarnia@fz-juelich.de>
 # License: AGPL
 
-from typing import Callable, Optional, Union
+from collections.abc import Callable
 
 import numpy as np
 import pandas as pd
@@ -19,8 +19,8 @@
 
 def _ets(
     bold_ts: np.ndarray,
-    roi_names: Union[None, list[str]] = None,
-) -> tuple[np.ndarray, Optional[list[str]]]:
+    roi_names: None | list[str] = None,
+) -> tuple[np.ndarray, list[str] | None]:
     """Compute the edge-wise time series based on BOLD time series.
 
     Take a timeseries of brain areas, and calculate timeseries for each
@@ -73,7 +73,8 @@ def _ets(
             )
         _roi_names = np.array(roi_names)
         edge_names = [
-            "~".join([x, y]) for x, y in zip(_roi_names[u], _roi_names[v])
+            "~".join([x, y])
+            for x, y in zip(_roi_names[u], _roi_names[v], strict=False)
         ]
         return ets, edge_names
 
@@ -81,7 +82,7 @@ def _ets(
 def _correlate_dataframes(
     df1: pd.DataFrame,
     df2: pd.DataFrame,
-    method: Union[str, Callable] = "pearson",
+    method: str | Callable = "pearson",
 ) -> pd.DataFrame:
     """Column-wise correlations between two dataframes.
 
diff --git a/junifer/onthefly/_brainprint.py b/junifer/onthefly/_brainprint.py
index 2f87433693..0e736eeecb 100644
--- a/junifer/onthefly/_brainprint.py
+++ b/junifer/onthefly/_brainprint.py
@@ -3,8 +3,6 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional
-
 import numpy as np
 import pandas as pd
 
@@ -17,7 +15,7 @@
 
 def normalize(
     storage: StorageLike,
-    features: dict[str, dict[str, Optional[str]]],
+    features: dict[str, dict[str, str | None]],
     kind: str,
 ) -> pd.DataFrame:  # pragma: no cover
     """Read stored brainprint data and normalize either surfaces or volumes.
@@ -87,8 +85,8 @@ def normalize(
 
 def reweight(
     storage: StorageLike,
-    feature_name: Optional[str] = None,
-    feature_md5: Optional[str] = None,
+    feature_name: str | None = None,
+    feature_md5: str | None = None,
 ) -> pd.DataFrame:  # pragma: no cover
     """Read stored brainprint data and reweight eigenvalues.
 
diff --git a/junifer/onthefly/read_transform.py b/junifer/onthefly/read_transform.py
index 1c8940b04e..051c164af2 100644
--- a/junifer/onthefly/read_transform.py
+++ b/junifer/onthefly/read_transform.py
@@ -3,8 +3,6 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional
-
 import numpy as np
 import pandas as pd
 
@@ -18,11 +16,11 @@
 def read_transform(
     storage: StorageLike,
     transform: str,
-    feature_name: Optional[str] = None,
-    feature_md5: Optional[str] = None,
-    nan_policy: Optional[str] = "bypass",
-    transform_args: Optional[tuple] = None,
-    transform_kw_args: Optional[dict] = None,
+    feature_name: str | None = None,
+    feature_md5: str | None = None,
+    nan_policy: str | None = "bypass",
+    transform_args: tuple | None = None,
+    transform_kw_args: dict | None = None,
 ) -> pd.DataFrame:
     """Read stored feature and transform to specific statistical output.
 
diff --git a/junifer/pipeline/marker_collection.py b/junifer/pipeline/marker_collection.py
index 9e25b40e85..62da4511ec 100644
--- a/junifer/pipeline/marker_collection.py
+++ b/junifer/pipeline/marker_collection.py
@@ -6,7 +6,6 @@
 
 from collections import Counter
 from pathlib import Path
-from typing import Optional
 
 from ..datareader import DefaultDataReader
 from ..pipeline import DataObjectDumper, PipelineStepMixin, WorkDirManager
@@ -41,9 +40,9 @@ class MarkerCollection:
     def __init__(
         self,
         markers: list[MarkerLike],
-        datareader: Optional[PipelineStepMixin] = None,
-        preprocessors: Optional[list[PreprocessorLike]] = None,
-        storage: Optional[StorageLike] = None,
+        datareader: PipelineStepMixin | None = None,
+        preprocessors: list[PreprocessorLike] | None = None,
+        storage: StorageLike | None = None,
     ):
         # Check that the markers have different names
         marker_names = [m.name for m in markers]
@@ -60,7 +59,7 @@ def __init__(
         self._preprocessors = preprocessors
         self._storage = storage
 
-    def fit(self, input: dict[str, dict]) -> Optional[dict]:
+    def fit(self, input: dict[str, dict]) -> dict | None:
         """Fit the pipeline.
 
         Parameters
diff --git a/junifer/pipeline/pipeline_component_registry.py b/junifer/pipeline/pipeline_component_registry.py
index 7ac530b37f..d931c5b0ea 100644
--- a/junifer/pipeline/pipeline_component_registry.py
+++ b/junifer/pipeline/pipeline_component_registry.py
@@ -7,7 +7,6 @@
 
 import importlib
 from collections.abc import Mapping
-from typing import Optional, Union
 
 from ..typing import DataGrabberLike, MarkerLike, PreprocessorLike, StorageLike
 from ..utils import logger, raise_error
@@ -119,7 +118,7 @@ def steps(self) -> list[str]:
         return self._steps
 
     @property
-    def components(self) -> Mapping[str, Mapping[str, Union[str, type]]]:
+    def components(self) -> Mapping[str, Mapping[str, str | type]]:
         """Get registered components for valid pipeline steps."""
         return self._components
 
@@ -238,8 +237,8 @@ def build_component_instance(
         step: str,
         name: str,
         baseclass: type,
-        init_params: Optional[dict] = None,
-    ) -> Union[DataGrabberLike, PreprocessorLike, MarkerLike, StorageLike]:
+        init_params: dict | None = None,
+    ) -> DataGrabberLike | PreprocessorLike | MarkerLike | StorageLike:
         """Build an instance of class registered as ``name``.
 
         Parameters
diff --git a/junifer/pipeline/tests/test_data_object_dumper.py b/junifer/pipeline/tests/test_data_object_dumper.py
index 7cfefa659c..0472fc59ef 100644
--- a/junifer/pipeline/tests/test_data_object_dumper.py
+++ b/junifer/pipeline/tests/test_data_object_dumper.py
@@ -5,7 +5,6 @@
 
 import pickle
 from pathlib import Path
-from typing import Union
 
 import nibabel
 import pytest
@@ -36,9 +35,9 @@
     ],
 )
 def test_dispatcher_addition_errors(
-    dispatcher: Union[AssetDumperDispatcher, AssetLoaderDispatcher],
-    inbuilt_key: Union[str, type],
-    ext_key: Union[str, type],
+    dispatcher: AssetDumperDispatcher | AssetLoaderDispatcher,
+    inbuilt_key: str | type,
+    ext_key: str | type,
     val: type,
 ) -> None:
     """Test asset dumper / loader addition errors.
@@ -70,9 +69,9 @@ def test_dispatcher_addition_errors(
     ],
 )
 def test_dispatcher_removal_errors(
-    dispatcher: Union[AssetDumperDispatcher, AssetLoaderDispatcher],
-    inbuilt_key: Union[str, type],
-    ext_key: Union[str, type],
+    dispatcher: AssetDumperDispatcher | AssetLoaderDispatcher,
+    inbuilt_key: str | type,
+    ext_key: str | type,
 ) -> None:
     """Test asset dumper / loader removal errors.
 
diff --git a/junifer/pipeline/tests/test_update_meta_mixin.py b/junifer/pipeline/tests/test_update_meta_mixin.py
index 2aed1478c8..9370197a87 100644
--- a/junifer/pipeline/tests/test_update_meta_mixin.py
+++ b/junifer/pipeline/tests/test_update_meta_mixin.py
@@ -4,8 +4,6 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Union
-
 import pytest
 
 from junifer.pipeline.update_meta_mixin import UpdateMetaMixin
@@ -23,7 +21,7 @@
 def test_UpdateMetaMixin(
     input: dict,
     step_name: str,
-    dependencies: Union[set, list, str, None],
+    dependencies: set | list | str | None,
     expected: set,
 ) -> None:
     """Test UpdateMetaMixin.
diff --git a/junifer/pipeline/update_meta_mixin.py b/junifer/pipeline/update_meta_mixin.py
index 29b905e9e9..4b2c6c93a7 100644
--- a/junifer/pipeline/update_meta_mixin.py
+++ b/junifer/pipeline/update_meta_mixin.py
@@ -4,9 +4,6 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Union
-
-
 __all__ = ["UpdateMetaMixin"]
 
 
@@ -15,7 +12,7 @@ class UpdateMetaMixin:
 
     def update_meta(
         self,
-        input: Union[dict, list[dict]],
+        input: dict | list[dict],
         step_name: str,
     ) -> None:
         """Update metadata.
@@ -51,6 +48,6 @@ def update_meta(
             # Update step dependencies
             dependencies = getattr(self, "_DEPENDENCIES", set())
             if dependencies is not None:
-                if not isinstance(dependencies, (set, list)):
+                if not isinstance(dependencies, set | list):
                     dependencies = {dependencies}
                 entry["meta"]["dependencies"].update(dependencies)
diff --git a/junifer/pipeline/utils.py b/junifer/pipeline/utils.py
index 66dd433d7d..46b23fae8c 100644
--- a/junifer/pipeline/utils.py
+++ b/junifer/pipeline/utils.py
@@ -5,7 +5,7 @@
 # License: AGPL
 
 import subprocess
-from typing import Any, Optional
+from typing import Any
 
 from junifer.utils.logging import raise_error, warn_with_log
 
@@ -71,7 +71,7 @@ def check_ext_dependencies(
     return found
 
 
-def _check_afni(commands: Optional[list[str]] = None) -> bool:
+def _check_afni(commands: list[str] | None = None) -> bool:
     """Check if AFNI is present in the system.
 
     Parameters
@@ -131,7 +131,7 @@ def _check_afni(commands: Optional[list[str]] = None) -> bool:
     return afni_found
 
 
-def _check_fsl(commands: Optional[list[str]] = None) -> bool:
+def _check_fsl(commands: list[str] | None = None) -> bool:
     """Check if FSL is present in the system.
 
     Parameters
@@ -195,7 +195,7 @@ def _check_fsl(commands: Optional[list[str]] = None) -> bool:
     return fsl_found
 
 
-def _check_ants(commands: Optional[list[str]] = None) -> bool:
+def _check_ants(commands: list[str] | None = None) -> bool:
     """Check if ANTs is present in the system.
 
     Parameters
@@ -255,7 +255,7 @@ def _check_ants(commands: Optional[list[str]] = None) -> bool:
     return ants_found
 
 
-def _check_freesurfer(commands: Optional[list[str]] = None) -> bool:
+def _check_freesurfer(commands: list[str] | None = None) -> bool:
     """Check if FreeSurfer is present in the system.
 
     Parameters
diff --git a/junifer/pipeline/workdir_manager.py b/junifer/pipeline/workdir_manager.py
index 2c8ca515c4..30abaaa2e9 100644
--- a/junifer/pipeline/workdir_manager.py
+++ b/junifer/pipeline/workdir_manager.py
@@ -7,7 +7,6 @@
 import shutil
 import tempfile
 from pathlib import Path
-from typing import Optional, Union
 
 from ..utils import logger
 from ..utils.singleton import Singleton
@@ -46,7 +45,7 @@ class WorkDirManager(metaclass=Singleton):
     """
 
     def __init__(
-        self, workdir: Optional[Union[str, Path]] = None, cleanup: bool = True
+        self, workdir: str | Path | None = None, cleanup: bool = True
     ) -> None:
         """Initialize the class."""
         self._workdir = Path(workdir) if isinstance(workdir, str) else workdir
@@ -97,7 +96,7 @@ def workdir(self) -> Path:
         return self._workdir  # type: ignore
 
     @workdir.setter
-    def workdir(self, path: Union[str, Path]) -> None:
+    def workdir(self, path: str | Path) -> None:
         """Set working directory.
 
         The directory path is created if it doesn't exist yet.
@@ -130,7 +129,7 @@ def elementdir(self) -> Path:
         return self._elementdir  # type: ignore
 
     def get_element_tempdir(
-        self, prefix: Optional[str] = None, suffix: Optional[str] = None
+        self, prefix: str | None = None, suffix: str | None = None
     ) -> Path:
         """Get an element-scoped temporary directory.
 
@@ -203,12 +202,12 @@ def cleanup_elementdir(self) -> None:
             self._elementdir = None
 
     @property
-    def root_tempdir(self) -> Optional[Path]:
+    def root_tempdir(self) -> Path | None:
         """Get root temporary directory."""
         return self._root_tempdir
 
     def get_tempdir(
-        self, prefix: Optional[str] = None, suffix: Optional[str] = None
+        self, prefix: str | None = None, suffix: str | None = None
     ) -> Path:
         """Get a component-scoped temporary directory.
 
diff --git a/junifer/preprocess/_temporal_filter.py b/junifer/preprocess/_temporal_filter.py
index 517bfd6ca8..efe052af71 100644
--- a/junifer/preprocess/_temporal_filter.py
+++ b/junifer/preprocess/_temporal_filter.py
@@ -8,8 +8,6 @@
 from typing import (
     Any,
     ClassVar,
-    Optional,
-    Union,
 )
 
 import nibabel as nib
@@ -61,10 +59,10 @@ def __init__(
         self,
         detrend: bool = True,
         standardize: bool = True,
-        low_pass: Optional[float] = None,
-        high_pass: Optional[float] = None,
-        t_r: Optional[float] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
+        low_pass: float | None = None,
+        high_pass: float | None = None,
+        t_r: float | None = None,
+        masks: str | dict | list[dict | str] | None = None,
     ) -> None:
         """Initialize the class."""
         self.detrend = detrend
@@ -129,8 +127,8 @@ def _validate_data(
     def preprocess(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
-    ) -> tuple[dict[str, Any], Optional[dict[str, dict[str, Any]]]]:
+        extra_input: dict[str, Any] | None = None,
+    ) -> tuple[dict[str, Any], dict[str, dict[str, Any]] | None]:
         """Preprocess.
 
         Parameters
diff --git a/junifer/preprocess/_temporal_slicer.py b/junifer/preprocess/_temporal_slicer.py
index bd82d36407..bec3236b94 100644
--- a/junifer/preprocess/_temporal_slicer.py
+++ b/junifer/preprocess/_temporal_slicer.py
@@ -3,7 +3,7 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, ClassVar, Optional
+from typing import Any, ClassVar
 
 import nibabel as nib
 import nilearn.image as nimg
@@ -49,9 +49,9 @@ class TemporalSlicer(BasePreprocessor):
     def __init__(
         self,
         start: float,
-        stop: Optional[float],
-        duration: Optional[float] = None,
-        t_r: Optional[float] = None,
+        stop: float | None,
+        duration: float | None = None,
+        t_r: float | None = None,
     ) -> None:
         """Initialize the class."""
         if start < 0:
@@ -95,8 +95,8 @@ def get_output_type(self, input_type: str) -> str:
     def preprocess(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
-    ) -> tuple[dict[str, Any], Optional[dict[str, dict[str, Any]]]]:
+        extra_input: dict[str, Any] | None = None,
+    ) -> tuple[dict[str, Any], dict[str, dict[str, Any]] | None]:
         """Preprocess.
 
         Parameters
diff --git a/junifer/preprocess/base.py b/junifer/preprocess/base.py
index 875590548f..7ce4f4b585 100644
--- a/junifer/preprocess/base.py
+++ b/junifer/preprocess/base.py
@@ -5,7 +5,7 @@
 # License: AGPL
 
 from abc import ABC, abstractmethod
-from typing import Any, Optional, Union
+from typing import Any
 
 from ..pipeline import PipelineStepMixin, UpdateMetaMixin
 from ..utils import logger, raise_error
@@ -38,8 +38,8 @@ class BasePreprocessor(ABC, PipelineStepMixin, UpdateMetaMixin):
 
     def __init__(
         self,
-        on: Optional[Union[list[str], str]] = None,
-        required_data_types: Optional[Union[list[str], str]] = None,
+        on: list[str] | str | None = None,
+        required_data_types: list[str] | str | None = None,
     ) -> None:
         """Initialize the class."""
         # Use all data types if not provided
@@ -129,8 +129,8 @@ def get_output_type(self, input_type: str) -> str:
     def preprocess(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
-    ) -> tuple[dict[str, Any], Optional[dict[str, dict[str, Any]]]]:
+        extra_input: dict[str, Any] | None = None,
+    ) -> tuple[dict[str, Any], dict[str, dict[str, Any]] | None]:
         """Preprocess.
 
         Parameters
diff --git a/junifer/preprocess/confounds/fmriprep_confound_remover.py b/junifer/preprocess/confounds/fmriprep_confound_remover.py
index 9bdf665333..cef679c0b6 100644
--- a/junifer/preprocess/confounds/fmriprep_confound_remover.py
+++ b/junifer/preprocess/confounds/fmriprep_confound_remover.py
@@ -8,8 +8,6 @@
 from typing import (
     Any,
     ClassVar,
-    Optional,
-    Union,
 )
 
 import nibabel as nib
@@ -178,17 +176,17 @@ class fMRIPrepConfoundRemover(BasePreprocessor):
 
     def __init__(
         self,
-        strategy: Optional[dict[str, Union[str, bool]]] = None,
-        spike: Optional[float] = None,
-        scrub: Optional[int] = None,
-        fd_threshold: Optional[float] = None,
-        std_dvars_threshold: Optional[float] = None,
+        strategy: dict[str, str | bool] | None = None,
+        spike: float | None = None,
+        scrub: int | None = None,
+        fd_threshold: float | None = None,
+        std_dvars_threshold: float | None = None,
         detrend: bool = True,
         standardize: bool = True,
-        low_pass: Optional[float] = None,
-        high_pass: Optional[float] = None,
-        t_r: Optional[float] = None,
-        masks: Union[str, dict, list[Union[dict, str]], None] = None,
+        low_pass: float | None = None,
+        high_pass: float | None = None,
+        t_r: float | None = None,
+        masks: str | dict | list[dict | str] | None = None,
     ) -> None:
         """Initialize the class."""
         if strategy is None:
@@ -620,8 +618,8 @@ def _validate_data(
     def preprocess(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
-    ) -> tuple[dict[str, Any], Optional[dict[str, dict[str, Any]]]]:
+        extra_input: dict[str, Any] | None = None,
+    ) -> tuple[dict[str, Any], dict[str, dict[str, Any]] | None]:
         """Preprocess.
 
         Parameters
diff --git a/junifer/preprocess/confounds/tests/test_fmriprep_confound_remover.py b/junifer/preprocess/confounds/tests/test_fmriprep_confound_remover.py
index 2ed820fb1a..1bc3e15296 100644
--- a/junifer/preprocess/confounds/tests/test_fmriprep_confound_remover.py
+++ b/junifer/preprocess/confounds/tests/test_fmriprep_confound_remover.py
@@ -90,7 +90,7 @@ def test_fMRIPrepConfoundRemover__map_adhoc_to_fmriprep() -> None:
     ]
 
     # Build mappings dictionary
-    mappings = dict(zip(adhoc_names, fmriprep_names))
+    mappings = dict(zip(adhoc_names, fmriprep_names, strict=False))
     input = {
         "mappings": {"fmriprep": mappings},
         "data": adhoc_df,
@@ -245,7 +245,7 @@ def test_fMRIPrepConfoundRemover__pick_confounds_adhoc() -> None:
     ]
 
     # Build mappings dictionary
-    mappings = dict(zip(adhoc_names, fmriprep_names))
+    mappings = dict(zip(adhoc_names, fmriprep_names, strict=False))
     input = {
         "mappings": {"fmriprep": mappings},
         "data": adhoc_df,
diff --git a/junifer/preprocess/smoothing/_afni_smoothing.py b/junifer/preprocess/smoothing/_afni_smoothing.py
index 53c14292f8..4039994c2a 100644
--- a/junifer/preprocess/smoothing/_afni_smoothing.py
+++ b/junifer/preprocess/smoothing/_afni_smoothing.py
@@ -6,7 +6,6 @@
 from typing import (
     Any,
     ClassVar,
-    Union,
 )
 
 import nibabel as nib
@@ -38,7 +37,7 @@ class AFNISmoothing:
     def preprocess(
         self,
         input: dict[str, Any],
-        fwhm: Union[int, float],
+        fwhm: int | float,
     ) -> dict[str, Any]:
         """Preprocess using AFNI.
 
diff --git a/junifer/preprocess/smoothing/_nilearn_smoothing.py b/junifer/preprocess/smoothing/_nilearn_smoothing.py
index cc6f5c3814..d9133624ce 100644
--- a/junifer/preprocess/smoothing/_nilearn_smoothing.py
+++ b/junifer/preprocess/smoothing/_nilearn_smoothing.py
@@ -7,7 +7,6 @@
     Any,
     ClassVar,
     Literal,
-    Union,
 )
 
 import nibabel as nib
@@ -34,7 +33,7 @@ class NilearnSmoothing:
     def preprocess(
         self,
         input: dict[str, Any],
-        fwhm: Union[int, float, ArrayLike, Literal["fast"], None],
+        fwhm: int | float | ArrayLike | Literal["fast"] | None,
     ) -> dict[str, Any]:
         """Preprocess using nilearn.
 
diff --git a/junifer/preprocess/smoothing/smoothing.py b/junifer/preprocess/smoothing/smoothing.py
index 810dcbb25a..3bb3794c52 100644
--- a/junifer/preprocess/smoothing/smoothing.py
+++ b/junifer/preprocess/smoothing/smoothing.py
@@ -3,7 +3,7 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, ClassVar, Optional, Union
+from typing import Any, ClassVar
 
 from ...api.decorators import register_preprocessor
 from ...typing import ConditionalDependencies
@@ -86,8 +86,8 @@ class Smoothing(BasePreprocessor):
     def __init__(
         self,
         using: str,
-        on: Union[list[str], str],
-        smoothing_params: Optional[dict] = None,
+        on: list[str] | str,
+        smoothing_params: dict | None = None,
     ) -> None:
         """Initialize the class."""
         # Validate `using` parameter
@@ -134,8 +134,8 @@ def get_output_type(self, input_type: str) -> str:
     def preprocess(
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
-    ) -> tuple[dict[str, Any], Optional[dict[str, dict[str, Any]]]]:
+        extra_input: dict[str, Any] | None = None,
+    ) -> tuple[dict[str, Any], dict[str, dict[str, Any]] | None]:
         """Preprocess.
 
         Parameters
diff --git a/junifer/preprocess/tests/test_temporal_filter.py b/junifer/preprocess/tests/test_temporal_filter.py
index 7efb64a7de..68992300cb 100644
--- a/junifer/preprocess/tests/test_temporal_filter.py
+++ b/junifer/preprocess/tests/test_temporal_filter.py
@@ -3,8 +3,6 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional
-
 import pytest
 
 from junifer.datareader import DefaultDataReader
@@ -60,10 +58,10 @@
 def test_TemporalFilter(
     detrend: bool,
     standardize: bool,
-    low_pass: Optional[float],
-    high_pass: Optional[float],
-    t_r: Optional[float],
-    masks: Optional[str],
+    low_pass: float | None,
+    high_pass: float | None,
+    t_r: float | None,
+    masks: str | None,
 ) -> None:
     """Test TemporalFilter.
 
diff --git a/junifer/preprocess/tests/test_temporal_slicer.py b/junifer/preprocess/tests/test_temporal_slicer.py
index ed2be4ef45..e904d7b753 100644
--- a/junifer/preprocess/tests/test_temporal_slicer.py
+++ b/junifer/preprocess/tests/test_temporal_slicer.py
@@ -4,7 +4,6 @@
 # License: AGPL
 
 from contextlib import AbstractContextManager, nullcontext
-from typing import Optional
 
 import pytest
 
@@ -95,9 +94,9 @@
 )
 def test_TemporalSlicer(
     start: float,
-    stop: Optional[float],
-    duration: Optional[float],
-    t_r: Optional[float],
+    stop: float | None,
+    duration: float | None,
+    t_r: float | None,
     expected_dim: int,
     expect: AbstractContextManager,
 ) -> None:
diff --git a/junifer/preprocess/warping/space_warper.py b/junifer/preprocess/warping/space_warper.py
index a85e6955b5..8e3665df88 100644
--- a/junifer/preprocess/warping/space_warper.py
+++ b/junifer/preprocess/warping/space_warper.py
@@ -3,7 +3,7 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, ClassVar, Optional, Union
+from typing import Any, ClassVar
 
 from templateflow import api as tflow
 
@@ -64,7 +64,7 @@ class SpaceWarper(BasePreprocessor):
     ]
 
     def __init__(
-        self, using: str, reference: str, on: Union[list[str], str]
+        self, using: str, reference: str, on: list[str] | str
     ) -> None:
         """Initialize the class."""
         # Validate `using` parameter
@@ -136,8 +136,8 @@ def get_output_type(self, input_type: str) -> str:
     def preprocess(  # noqa: C901
         self,
         input: dict[str, Any],
-        extra_input: Optional[dict[str, Any]] = None,
-    ) -> tuple[dict[str, Any], Optional[dict[str, dict[str, Any]]]]:
+        extra_input: dict[str, Any] | None = None,
+    ) -> tuple[dict[str, Any], dict[str, dict[str, Any]] | None]:
         """Preprocess.
 
         Parameters
diff --git a/junifer/stats.py b/junifer/stats.py
index 61a35bdca0..d15f52080f 100644
--- a/junifer/stats.py
+++ b/junifer/stats.py
@@ -4,7 +4,8 @@
 #          Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Any, Callable, Optional
+from collections.abc import Callable
+from typing import Any
 
 import numpy as np
 from scipy.stats import mode, trim_mean
@@ -17,7 +18,7 @@
 
 
 def get_aggfunc_by_name(
-    name: str, func_params: Optional[dict[str, Any]] = None
+    name: str, func_params: dict[str, Any] | None = None
 ) -> Callable:
     """Get an aggregation function by its name.
 
@@ -134,7 +135,7 @@ def count(data: np.ndarray, axis: int = 0) -> np.ndarray:
 
 
 def winsorized_mean(
-    data: np.ndarray, axis: Optional[int] = None, **win_params
+    data: np.ndarray, axis: int | None = None, **win_params
 ) -> np.ndarray:
     """Compute a winsorized mean by chaining winsorization and mean.
 
@@ -169,8 +170,8 @@ def winsorized_mean(
 def select(
     data: np.ndarray,
     axis: int = 0,
-    pick: Optional[list[int]] = None,
-    drop: Optional[list[int]] = None,
+    pick: list[int] | None = None,
+    drop: list[int] | None = None,
 ) -> np.ndarray:
     """Select a subset of the data.
 
diff --git a/junifer/storage/base.py b/junifer/storage/base.py
index fd6c879a70..9641a6e8df 100644
--- a/junifer/storage/base.py
+++ b/junifer/storage/base.py
@@ -7,7 +7,7 @@
 from abc import ABC, abstractmethod
 from collections.abc import Iterable
 from pathlib import Path
-from typing import Any, Optional, Union
+from typing import Any
 
 import numpy as np
 import pandas as pd
@@ -43,8 +43,8 @@ class BaseFeatureStorage(ABC):
 
     def __init__(
         self,
-        uri: Union[str, Path],
-        storage_types: Union[list[str], str],
+        uri: str | Path,
+        storage_types: list[str] | str,
         single_output: bool = True,
     ) -> None:
         self.uri = uri
@@ -118,11 +118,9 @@ def list_features(self) -> dict[str, dict[str, Any]]:
     @abstractmethod
     def read(
         self,
-        feature_name: Optional[str] = None,
-        feature_md5: Optional[str] = None,
-    ) -> dict[
-        str, Union[str, list[Union[int, str, dict[str, str]]], np.ndarray]
-    ]:
+        feature_name: str | None = None,
+        feature_md5: str | None = None,
+    ) -> dict[str, str | list[int | str | dict[str, str]] | np.ndarray]:
         """Read stored feature.
 
         Parameters
@@ -146,8 +144,8 @@ def read(
     @abstractmethod
     def read_df(
         self,
-        feature_name: Optional[str] = None,
-        feature_md5: Optional[str] = None,
+        feature_name: str | None = None,
+        feature_md5: str | None = None,
     ) -> pd.DataFrame:
         """Read feature into a pandas DataFrame.
 
@@ -236,8 +234,8 @@ def store_matrix(
         meta_md5: str,
         element: dict,
         data: np.ndarray,
-        col_names: Optional[Iterable[str]] = None,
-        row_names: Optional[Iterable[str]] = None,
+        col_names: Iterable[str] | None = None,
+        row_names: Iterable[str] | None = None,
         matrix_kind: str = "full",
         diagonal: bool = True,
     ) -> None:
@@ -277,8 +275,8 @@ def store_vector(
         self,
         meta_md5: str,
         element: dict,
-        data: Union[np.ndarray, list],
-        col_names: Optional[Iterable[str]] = None,
+        data: np.ndarray | list,
+        col_names: Iterable[str] | None = None,
     ) -> None:
         """Store vector.
 
@@ -304,7 +302,7 @@ def store_timeseries(
         meta_md5: str,
         element: dict,
         data: np.ndarray,
-        col_names: Optional[Iterable[str]] = None,
+        col_names: Iterable[str] | None = None,
     ) -> None:
         """Store timeseries.
 
@@ -330,8 +328,8 @@ def store_timeseries_2d(
         meta_md5: str,
         element: dict,
         data: np.ndarray,
-        col_names: Optional[Iterable[str]] = None,
-        row_names: Optional[Iterable[str]] = None,
+        col_names: Iterable[str] | None = None,
+        row_names: Iterable[str] | None = None,
     ) -> None:
         """Store 2D timeseries.
 
@@ -359,9 +357,9 @@ def store_scalar_table(
         meta_md5: str,
         element: dict,
         data: np.ndarray,
-        col_names: Optional[Iterable[str]] = None,
-        row_names: Optional[Iterable[str]] = None,
-        row_header_col_name: Optional[str] = "feature",
+        col_names: Iterable[str] | None = None,
+        row_names: Iterable[str] | None = None,
+        row_header_col_name: str | None = "feature",
     ) -> None:
         """Store table with scalar values.
 
diff --git a/junifer/storage/hdf5.py b/junifer/storage/hdf5.py
index 99c2f406e8..d4e469bdb5 100644
--- a/junifer/storage/hdf5.py
+++ b/junifer/storage/hdf5.py
@@ -7,7 +7,7 @@
 from collections import defaultdict
 from collections.abc import Iterable
 from pathlib import Path
-from typing import Any, Optional, Union
+from typing import Any
 
 import numpy as np
 import pandas as pd
@@ -41,7 +41,7 @@ def _create_chunk(
     element_count: int,
     chunk_size: int,
     i_chunk: int,
-) -> Union[ChunkedArray, ChunkedList]:
+) -> ChunkedArray | ChunkedList:
     """Create chunked array or list.
 
     Parameters
@@ -137,9 +137,9 @@ class HDF5FeatureStorage(BaseFeatureStorage):
 
     def __init__(
         self,
-        uri: Union[str, Path],
+        uri: str | Path,
         single_output: bool = True,
-        overwrite: Union[bool, str] = "update",
+        overwrite: bool | str = "update",
         compression: int = 7,
         force_float32: bool = True,
         chunk_size: int = 100,
@@ -194,7 +194,7 @@ def get_valid_inputs(self) -> list[str]:
             "timeseries_2d",
         ]
 
-    def _fetch_correct_uri_for_io(self, element: Optional[dict]) -> str:
+    def _fetch_correct_uri_for_io(self, element: dict | None) -> str:
         """Return proper URI for I/O based on `element`.
 
         If `element` is None, will return `self.uri`.
@@ -227,7 +227,7 @@ def _fetch_correct_uri_for_io(self, element: Optional[dict]) -> str:
         return f"{self.uri.parent}/{prefix}{self.uri.name}"  # type: ignore
 
     def _read_metadata(
-        self, element: Optional[dict[str, str]] = None
+        self, element: dict[str, str] | None = None
     ) -> dict[str, dict[str, Any]]:
         """Read metadata (should not be called directly).
 
@@ -298,7 +298,7 @@ def list_features(self) -> dict[str, dict[str, Any]]:
         return metadata
 
     def _read_data(
-        self, md5: str, element: Optional[dict[str, str]] = None
+        self, md5: str, element: dict[str, str] | None = None
     ) -> dict[str, Any]:
         """Read data (should not be called directly).
 
@@ -353,11 +353,9 @@ def _read_data(
 
     def read(
         self,
-        feature_name: Optional[str] = None,
-        feature_md5: Optional[str] = None,
-    ) -> dict[
-        str, Union[str, list[Union[int, str, dict[str, str]]], np.ndarray]
-    ]:
+        feature_name: str | None = None,
+        feature_md5: str | None = None,
+    ) -> dict[str, str | list[int | str | dict[str, str]] | np.ndarray]:
         """Read stored feature.
 
         Parameters
@@ -453,8 +451,8 @@ def read(
 
     def read_df(
         self,
-        feature_name: Optional[str] = None,
-        feature_md5: Optional[str] = None,
+        feature_name: str | None = None,
+        feature_md5: str | None = None,
     ) -> pd.DataFrame:
         """Read feature into a pandas.DataFrame.
 
@@ -837,8 +835,8 @@ def store_matrix(
         meta_md5: str,
         element: dict[str, str],
         data: np.ndarray,
-        col_names: Optional[Iterable[str]] = None,
-        row_names: Optional[Iterable[str]] = None,
+        col_names: Iterable[str] | None = None,
+        row_names: Iterable[str] | None = None,
         matrix_kind: str = "full",
         diagonal: bool = True,
         row_header_col_name: str = "ROI",
@@ -915,8 +913,8 @@ def store_vector(
         self,
         meta_md5: str,
         element: dict[str, str],
-        data: Union[np.ndarray, list],
-        col_names: Optional[Iterable[str]] = None,
+        data: np.ndarray | list,
+        col_names: Iterable[str] | None = None,
     ) -> None:
         """Store vector.
 
@@ -959,7 +957,7 @@ def store_timeseries(
         meta_md5: str,
         element: dict[str, str],
         data: np.ndarray,
-        col_names: Optional[Iterable[str]] = None,
+        col_names: Iterable[str] | None = None,
     ) -> None:
         """Store timeseries.
 
@@ -989,8 +987,8 @@ def store_timeseries_2d(
         meta_md5: str,
         element: dict[str, str],
         data: np.ndarray,
-        col_names: Optional[Iterable[str]] = None,
-        row_names: Optional[Iterable[str]] = None,
+        col_names: Iterable[str] | None = None,
+        row_names: Iterable[str] | None = None,
     ) -> None:
         """Store a 2D timeseries.
 
@@ -1027,9 +1025,9 @@ def store_scalar_table(
         meta_md5: str,
         element: dict,
         data: np.ndarray,
-        col_names: Optional[Iterable[str]] = None,
-        row_names: Optional[Iterable[str]] = None,
-        row_header_col_name: Optional[str] = "feature",
+        col_names: Iterable[str] | None = None,
+        row_names: Iterable[str] | None = None,
+        row_header_col_name: str | None = "feature",
     ) -> None:
         """Store table with scalar values.
 
diff --git a/junifer/storage/pandas_base.py b/junifer/storage/pandas_base.py
index fbc66b9f41..f6b55b13a3 100644
--- a/junifer/storage/pandas_base.py
+++ b/junifer/storage/pandas_base.py
@@ -7,7 +7,6 @@
 import json
 from collections.abc import Iterable
 from pathlib import Path
-from typing import Optional, Union
 
 import numpy as np
 import pandas as pd
@@ -41,7 +40,7 @@ class PandasBaseFeatureStorage(BaseFeatureStorage):
     """
 
     def __init__(
-        self, uri: Union[str, Path], single_output: bool = True, **kwargs
+        self, uri: str | Path, single_output: bool = True, **kwargs
     ) -> None:
         super().__init__(uri=uri, single_output=single_output, **kwargs)
 
@@ -81,8 +80,8 @@ def _meta_row(self, meta: dict, meta_md5: str) -> pd.DataFrame:
 
     @staticmethod
     def element_to_index(
-        element: dict, n_rows: int = 1, rows_col_name: Optional[str] = None
-    ) -> Union[pd.Index, pd.MultiIndex]:
+        element: dict, n_rows: int = 1, rows_col_name: str | None = None
+    ) -> pd.Index | pd.MultiIndex:
         """Convert the element metadata to index.
 
         Parameters
@@ -130,7 +129,7 @@ def element_to_index(
         return index
 
     def store_df(
-        self, meta_md5: str, element: dict, df: Union[pd.DataFrame, pd.Series]
+        self, meta_md5: str, element: dict, df: pd.DataFrame | pd.Series
     ) -> None:
         """Implement pandas DataFrame storing.
 
@@ -159,9 +158,9 @@ def _store_2d(
         self,
         meta_md5: str,
         element: dict,
-        data: Union[np.ndarray, list],
-        col_names: Optional[Iterable[str]] = None,
-        rows_col_name: Optional[str] = None,
+        data: np.ndarray | list,
+        col_names: Iterable[str] | None = None,
+        rows_col_name: str | None = None,
     ) -> None:
         """Store 2D data.
 
@@ -198,8 +197,8 @@ def store_vector(
         self,
         meta_md5: str,
         element: dict,
-        data: Union[np.ndarray, list],
-        col_names: Optional[Iterable[str]] = None,
+        data: np.ndarray | list,
+        col_names: Iterable[str] | None = None,
     ) -> None:
         """Store vector.
 
@@ -237,7 +236,7 @@ def store_timeseries(
         meta_md5: str,
         element: dict,
         data: np.ndarray,
-        col_names: Optional[Iterable[str]] = None,
+        col_names: Iterable[str] | None = None,
     ) -> None:
         """Store timeseries.
 
diff --git a/junifer/storage/sqlite.py b/junifer/storage/sqlite.py
index 6c0fb03d36..d7b0c5be20 100644
--- a/junifer/storage/sqlite.py
+++ b/junifer/storage/sqlite.py
@@ -6,7 +6,7 @@
 
 import json
 from pathlib import Path
-from typing import TYPE_CHECKING, Any, Optional, Union
+from typing import TYPE_CHECKING, Any, Optional
 
 import numpy as np
 import pandas as pd
@@ -58,7 +58,7 @@ class SQLiteFeatureStorage(PandasBaseFeatureStorage):
 
     def __init__(
         self,
-        uri: Union[str, Path],
+        uri: str | Path,
         single_output: bool = True,
         upsert: str = "update",
         **kwargs: str,
@@ -92,7 +92,7 @@ def __init__(
         # Set upsert
         self._upsert = upsert
 
-    def get_engine(self, element: Optional[dict] = None) -> "Engine":
+    def get_engine(self, element: dict | None = None) -> "Engine":
         """Get engine.
 
         Parameters
@@ -122,7 +122,7 @@ def get_engine(self, element: Optional[dict] = None) -> "Engine":
 
     def _save_upsert(
         self,
-        df: Union[pd.DataFrame, pd.Series],
+        df: pd.DataFrame | pd.Series,
         name: str,
         engine: Optional["Engine"] = None,
         if_exists: str = "append",
@@ -238,11 +238,9 @@ def list_features(self) -> dict[str, dict[str, Any]]:
 
     def read(
         self,
-        feature_name: Optional[str] = None,
-        feature_md5: Optional[str] = None,
-    ) -> dict[
-        str, Union[str, list[Union[int, str, dict[str, str]]], np.ndarray]
-    ]:
+        feature_name: str | None = None,
+        feature_md5: str | None = None,
+    ) -> dict[str, str | list[int | str | dict[str, str]] | np.ndarray]:
         """Read stored feature.
 
         Parameters
@@ -270,8 +268,8 @@ def read(
 
     def read_df(
         self,
-        feature_name: Optional[str] = None,
-        feature_md5: Optional[str] = None,
+        feature_name: str | None = None,
+        feature_md5: str | None = None,
     ) -> pd.DataFrame:
         """Implement feature reading into a pandas DataFrame.
 
@@ -379,7 +377,7 @@ def store_metadata(self, meta_md5: str, element: dict, meta: dict) -> None:
             self._save_upsert(meta_df, "meta", engine)
 
     def store_df(
-        self, meta_md5: str, element: dict, df: Union[pd.DataFrame, pd.Series]
+        self, meta_md5: str, element: dict, df: pd.DataFrame | pd.Series
     ) -> None:
         """Implement pandas DataFrame storing.
 
@@ -434,8 +432,8 @@ def store_matrix(
         meta_md5: str,
         element: dict,
         data: np.ndarray,
-        col_names: Optional[list[str]] = None,
-        row_names: Optional[list[str]] = None,
+        col_names: list[str] | None = None,
+        row_names: list[str] | None = None,
         matrix_kind: str = "full",
         diagonal: bool = True,
     ) -> None:
diff --git a/junifer/storage/tests/test_sqlite.py b/junifer/storage/tests/test_sqlite.py
index 5f496733dc..1411ace611 100644
--- a/junifer/storage/tests/test_sqlite.py
+++ b/junifer/storage/tests/test_sqlite.py
@@ -5,7 +5,6 @@
 # License: AGPL
 
 from pathlib import Path
-from typing import Union
 
 import numpy as np
 import pandas as pd
@@ -56,7 +55,7 @@
 
 
 def _read_sql(
-    table_name: str, uri: str, index_col: Union[str, list[str]]
+    table_name: str, uri: str, index_col: str | list[str]
 ) -> pd.DataFrame:
     """Read database table into a pandas DataFrame.
 
diff --git a/junifer/storage/tests/test_utils.py b/junifer/storage/tests/test_utils.py
index a9555fb4b5..6bc9c27eb0 100644
--- a/junifer/storage/tests/test_utils.py
+++ b/junifer/storage/tests/test_utils.py
@@ -5,7 +5,6 @@
 # License: AGPL
 
 from collections.abc import Iterable
-from typing import Union
 
 import numpy as np
 import pytest
@@ -322,7 +321,7 @@ def test_element_to_prefix_invalid_type() -> None:
     ],
 )
 def test_store_matrix_checks(
-    params: dict[str, Union[str, bool, tuple[int, int], int]], err_msg: str
+    params: dict[str, str | bool | tuple[int, int] | int], err_msg: str
 ) -> None:
     """Test matrix storing parameter checks.
 
@@ -403,7 +402,7 @@ def test_store_matrix_checks(
     ],
 )
 def test_matrix_to_vector(
-    params: dict[str, Union[np.ndarray, Iterable[str], str, bool]],
+    params: dict[str, np.ndarray | Iterable[str] | str | bool],
     expected_data: np.ndarray,
     expected_columns: list[str],
 ) -> None:
diff --git a/junifer/storage/utils.py b/junifer/storage/utils.py
index 743a39d565..fe2fa0171b 100644
--- a/junifer/storage/utils.py
+++ b/junifer/storage/utils.py
@@ -318,7 +318,7 @@ def matrix_to_vector(
     # Generate flat 1D row X column names
     columns = [
         f"{row_names[i]}~{col_names[j]}"  # type: ignore
-        for i, j in zip(data_idx[0], data_idx[1])
+        for i, j in zip(data_idx[0], data_idx[1], strict=False)
     ]
 
     return flat_data, columns
diff --git a/junifer/tests/test_stats.py b/junifer/tests/test_stats.py
index a0f9f78285..87895cbe2e 100644
--- a/junifer/tests/test_stats.py
+++ b/junifer/tests/test_stats.py
@@ -3,8 +3,6 @@
 # Authors: Synchon Mandal <s.mandal@fz-juelich.de>
 # License: AGPL
 
-from typing import Optional
-
 import numpy as np
 import pytest
 from numpy.testing import assert_array_equal
@@ -25,7 +23,7 @@
         ("mode", {"keepdims": True}),
     ],
 )
-def test_get_aggfunc_by_name(name: str, params: Optional[dict]) -> None:
+def test_get_aggfunc_by_name(name: str, params: dict | None) -> None:
     """Test aggregation function retrieval by name.
 
     Parameters
diff --git a/junifer/typing/_typing.py b/junifer/typing/_typing.py
index df5fd646a3..456066b259 100644
--- a/junifer/typing/_typing.py
+++ b/junifer/typing/_typing.py
@@ -55,17 +55,12 @@
 ConditionalDependencies = Sequence[
     MutableMapping[
         str,
-        Union[
-            str,
-            PipelineComponent,
-            Sequence[str],
-            Sequence[PipelineComponent],
-        ],
+        str | PipelineComponent | Sequence[str] | Sequence[PipelineComponent],
     ]
 ]
-ExternalDependencies = Sequence[MutableMapping[str, Union[str, Sequence[str]]]]
+ExternalDependencies = Sequence[MutableMapping[str, str | Sequence[str]]]
 MarkerInOutMappings = MutableMapping[str, MutableMapping[str, str]]
-DataGrabberPatterns = dict[str, Union[dict[str, str], list[dict[str, str]]]]
-ConfigVal = Union[bool, int, float, str]
-Element = Union[str, tuple[str, ...]]
+DataGrabberPatterns = dict[str, dict[str, str] | list[dict[str, str]]]
+ConfigVal = bool | int | float | str
+Element = str | tuple[str, ...]
 Elements = Sequence[Element]
diff --git a/junifer/utils/_config.py b/junifer/utils/_config.py
index b2b8e4643c..0b47b4f664 100644
--- a/junifer/utils/_config.py
+++ b/junifer/utils/_config.py
@@ -5,7 +5,6 @@
 # License: AGPL
 
 import os
-from typing import Optional
 
 from ..typing import ConfigVal
 from .logging import logger
@@ -61,7 +60,7 @@ def _reload(self) -> None:
                 )
                 self._config[var_name] = var_value
 
-    def get(self, key: str, default: Optional[ConfigVal] = None) -> ConfigVal:
+    def get(self, key: str, default: ConfigVal | None = None) -> ConfigVal:
         """Get configuration parameter.
 
         Parameters
diff --git a/junifer/utils/logging.py b/junifer/utils/logging.py
index 6ac0d5b94c..17b63f8ea9 100644
--- a/junifer/utils/logging.py
+++ b/junifer/utils/logging.py
@@ -15,7 +15,7 @@
 import logging
 import logging.config
 import warnings
-from typing import NoReturn, Optional, Union
+from typing import NoReturn
 from warnings import warn
 
 import datalad
@@ -210,8 +210,8 @@ def log_versions() -> None:
 
 
 def configure_logging(
-    level: Union[int, str] = "WARNING",
-    level_datalad: Union[int, str, None] = None,
+    level: int | str = "WARNING",
+    level_datalad: int | str | None = None,
 ) -> None:
     """Configure the logging functionality.
 
@@ -246,7 +246,7 @@ def configure_logging(
 def raise_error(
     msg: str,
     klass: type[Exception] = ValueError,
-    exception: Optional[Exception] = None,
+    exception: Exception | None = None,
 ) -> NoReturn:
     """Raise error, but first log it.
 
@@ -268,7 +268,7 @@ def raise_error(
 
 
 def warn_with_log(
-    msg: str, category: Optional[type[Warning]] = RuntimeWarning
+    msg: str, category: type[Warning] | None = RuntimeWarning
 ) -> None:
     """Warn, but first log it.
 
diff --git a/pyproject.toml b/pyproject.toml
index b104d91c66..a5cd7d9646 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,7 @@ build-backend = "setuptools.build_meta"
 name = "junifer"
 description = "JUelich NeuroImaging FEature extractoR"
 readme = "README.md"
-requires-python = ">=3.9"
+requires-python = ">=3.10"
 license = {text = "AGPL-3.0-only"}
 authors = [
     { name = "Fede Raimondo", email = "f.raimondo@fz-juelich.de" },
@@ -29,24 +29,24 @@ classifiers = [
     "Topic :: Scientific/Engineering",
     "Topic :: Scientific/Engineering :: Bio-Informatics",
     "Operating System :: OS Independent",
-    "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3.13",
+    "Programming Language :: Python :: 3.14",
 ]
 dependencies = [
     "click>=8.1.3,<8.2",
-    "numpy>=1.26.0,<2.0.0",
-    "scipy>=1.10.0,<=1.15.0",
-    "datalad>=1.0.0,<1.2.0",
-    "pandas>=2.0.0,<2.3.0",
+    "numpy>=1.26.0,<2.4.0",
+    "scipy>=1.10.0,<1.17.0",
+    "datalad>=1.0.0,<1.3.0",
+    "pandas>=2.0.0,<2.4.0",
     "nibabel>=5.2.0,<5.4.0",
     "nilearn>=0.10.3,<=0.10.4",
     "sqlalchemy>=2.0.25,<=2.1.0",
     "ruamel.yaml>=0.17,<0.19",
     "h5py>=3.10",
-    "tqdm>=4.66.1,<4.67.0",
+    "tqdm>=4.66.1,<4.68.0",
     "templateflow>=23.0.0,<25.0.0",
     "lapy>=1.0.0,<2.0.0",
     "lazy_loader==0.4",
@@ -84,15 +84,15 @@ dev = [
 ]
 docs = [
     "seaborn>=0.13.0,<0.14.0",
-    "sphinx>=7.3.0,<8.1.0",
-    "sphinx-gallery>=0.17.0,<0.18.0",
-    "furo>=2024.4.27,<2024.9.0",
-    "numpydoc>=1.6.0,<1.9.0",
+    "sphinx>=7.3.0,<8.4.0",
+    "sphinx-gallery>=0.17.0,<0.20.0",
+    "furo>=2024.4.27,<2025.10.0",
+    "numpydoc>=1.6.0,<=1.9.0",
     "julearn==0.3.3",
     "sphinx-copybutton>=0.5.1,<0.5.3",
-    "towncrier>=23.10.0,<24.7.0",
-    "sphinxcontrib-mermaid>=0.8.1,<0.10",
-    "sphinxcontrib-towncrier==0.4.0a0",
+    "towncrier>=24.7.0,<=25.8.0",
+    "sphinxcontrib-mermaid>=0.8.1,<=1.0.0",
+    "sphinxcontrib-towncrier==0.5.0a0",
     "setuptools-scm>=8",
 ]
 
@@ -114,7 +114,7 @@ local_scheme = "no-local-version"
 write_to = "junifer/_version.py"
 
 [tool.codespell]
-skip = "*/auto_examples/*,*.html,.git/,*.pyc,*/_build/*,*/h5io/*,*/BrainPrint/*"
+skip = "*/auto_examples/*,*.html,.git/,*.pyc,*/_build/*,*/h5io/*,*/BrainPrint/*,uv.lock"
 count = ""
 quiet-level = 3
 ignore-words = "ignore_words.txt"
@@ -132,7 +132,6 @@ extend-exclude = [
     "examples",
     "tools",
 ]
-target-version = "py39"
 
 [tool.ruff.lint]
 select = [
diff --git a/tox.ini b/tox.ini
index a61fc48e37..d484ea24aa 100644
--- a/tox.ini
+++ b/tox.ini
@@ -7,16 +7,16 @@ env_list =
     test,
     coverage,
     codespell,
-    py3{9,10,11,12,13}
+    py3{10,11,12,13,14}
 isolated_build = true
 
 [gh-actions]
 python =
-    3.9: py39
     3.10: py310
     3.11: py311
-    3.12: coverage
-    3.13: py313
+    3.12: py312
+    3.13: coverage
+    3.14: py314
 
 [testenv]
 skip_install = false
@@ -41,10 +41,8 @@ commands =
 [testenv:changelog]
 description = show changelog
 skip_install = true
-# See https://github.com/sphinx-contrib/sphinxcontrib-towncrier/issues/92
-# Pin also present in pyproject.toml
 deps =
-    towncrier<24.7
+    towncrier
     lazy_loader==0.4
 commands =
     towncrier build --draft
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000000..2610e8e5fd
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,3309 @@
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