diff --git a/cluster_tools/cluster_tools/__init__.py b/cluster_tools/cluster_tools/__init__.py
index e698c9276..9c091f860 100644
--- a/cluster_tools/cluster_tools/__init__.py
+++ b/cluster_tools/cluster_tools/__init__.py
@@ -2,6 +2,7 @@
 
 from typing_extensions import Literal
 
+from cluster_tools.executors.dask import DaskExecutor
 from cluster_tools.executors.debug_sequential import DebugSequentialExecutor
 from cluster_tools.executors.multiprocessing_ import MultiprocessingExecutor
 from cluster_tools.executors.pickle_ import PickleExecutor
@@ -70,6 +71,11 @@ def get_executor(
     ...
 
 
+@overload
+def get_executor(environment: Literal["dask"], **kwargs: Any) -> DaskExecutor:
+    ...
+
+
 @overload
 def get_executor(
     environment: Literal["multiprocessing"], **kwargs: Any
@@ -105,6 +111,8 @@ def get_executor(environment: str, **kwargs: Any) -> "Executor":
         return PBSExecutor(**kwargs)
     elif environment == "kubernetes":
         return KubernetesExecutor(**kwargs)
+    elif environment == "dask":
+        return DaskExecutor(**kwargs)
     elif environment == "multiprocessing":
         global did_start_test_multiprocessing
         if not did_start_test_multiprocessing:
@@ -121,4 +129,4 @@ def get_executor(environment: str, **kwargs: Any) -> "Executor":
     raise Exception("Unknown executor: {}".format(environment))
 
 
-Executor = Union[ClusterExecutor, MultiprocessingExecutor]
+Executor = Union[ClusterExecutor, MultiprocessingExecutor, DaskExecutor]
diff --git a/cluster_tools/cluster_tools/executors/dask.py b/cluster_tools/cluster_tools/executors/dask.py
new file mode 100644
index 000000000..7aa66f152
--- /dev/null
+++ b/cluster_tools/cluster_tools/executors/dask.py
@@ -0,0 +1,103 @@
+import os
+from concurrent import futures
+from concurrent.futures import Future
+from functools import partial
+from typing import Any, Callable, Iterable, Iterator, List, Optional, TypeVar, cast
+
+from dask.distributed import Client, as_completed
+from typing_extensions import ParamSpec
+
+from cluster_tools._utils.warning import enrich_future_with_uncaught_warning
+from cluster_tools.executors.multiprocessing_ import CFutDict, MultiprocessingExecutor
+
+_T = TypeVar("_T")
+_P = ParamSpec("_P")
+_S = TypeVar("_S")
+
+
+class DaskExecutor(futures.Executor):
+    client: Client
+
+    def __init__(
+        self,
+        **kwargs: Any,
+    ) -> None:
+        self.client = Client(**kwargs)
+
+    @classmethod
+    def as_completed(cls, futures: List[Future[_T]]) -> Iterator[Future[_T]]:
+        return as_completed(futures)
+
+    def submit(  # type: ignore[override]
+        self,
+        __fn: Callable[_P, _T],
+        *args: _P.args,
+        **kwargs: _P.kwargs,
+    ) -> "Future[_T]":
+        if "__cfut_options" in kwargs:
+            output_pickle_path = cast(CFutDict, kwargs["__cfut_options"])[
+                "output_pickle_path"
+            ]
+            del kwargs["__cfut_options"]
+
+            __fn = partial(
+                MultiprocessingExecutor._execute_and_persist_function,
+                output_pickle_path,
+                __fn,
+            )
+        fut = self.client.submit(partial(__fn, *args, **kwargs))
+
+        enrich_future_with_uncaught_warning(fut)
+        return fut
+
+    def map_unordered(self, fn: Callable[_P, _T], args: Any) -> Iterator[_T]:
+        futs: List["Future[_T]"] = self.map_to_futures(fn, args)
+
+        # Return a separate generator to avoid that map_unordered
+        # is executed lazily (otherwise, jobs would be submitted
+        # lazily, as well).
+        def result_generator() -> Iterator:
+            for fut in as_completed(futs):
+                yield fut.result()
+
+        return result_generator()
+
+    def map_to_futures(
+        self,
+        fn: Callable[[_S], _T],
+        args: Iterable[_S],  # TODO change: allow more than one arg per call
+        output_pickle_path_getter: Optional[Callable[[_S], os.PathLike]] = None,
+    ) -> List["Future[_T]"]:
+        if output_pickle_path_getter is not None:
+            futs = [
+                self.submit(  # type: ignore[call-arg]
+                    fn,
+                    arg,
+                    __cfut_options={
+                        "output_pickle_path": output_pickle_path_getter(arg)
+                    },
+                )
+                for arg in args
+            ]
+        else:
+            futs = [self.submit(fn, arg) for arg in args]
+
+        return futs
+
+    def map(
+        self,
+        fn: Callable[[_S], _T],
+        args: Iterable[_S],  # TODO change: allow more than one arg per call,
+        timeout=None,
+        chunksize=1,
+    ):
+        return list(super().map(fn, args, timeout=timeout, chunksize=chunksize))
+
+    def forward_log(self, fut: "Future[_T]") -> _T:
+        return fut.result()
+
+    def shutdown(self, wait: bool = True, *, cancel_futures: bool = False) -> None:
+        if wait:
+            self.client.close(timeout=60 * 60 * 24)
+        else:
+            self.client.close()
diff --git a/cluster_tools/cluster_tools/executors/multiprocessing_.py b/cluster_tools/cluster_tools/executors/multiprocessing_.py
index 4532c186a..d02e55d2c 100644
--- a/cluster_tools/cluster_tools/executors/multiprocessing_.py
+++ b/cluster_tools/cluster_tools/executors/multiprocessing_.py
@@ -85,6 +85,10 @@ def __init__(
         else:
             self._mp_logging_handler_pool = _MultiprocessingLoggingHandlerPool()
 
+    @classmethod
+    def as_completed(cls, futures: List[Future[_T]]) -> Iterator[Future[_T]]:
+        return futures.as_completed(futures)
+
     def submit(  # type: ignore[override]
         self,
         __fn: Callable[_P, _T],
diff --git a/cluster_tools/cluster_tools/schedulers/cluster_executor.py b/cluster_tools/cluster_tools/schedulers/cluster_executor.py
index e5945f142..662d438f4 100644
--- a/cluster_tools/cluster_tools/schedulers/cluster_executor.py
+++ b/cluster_tools/cluster_tools/schedulers/cluster_executor.py
@@ -140,6 +140,10 @@ def __init__(
         if "logging_setup_fn" in kwargs:
             self.meta_data["logging_setup_fn"] = kwargs["logging_setup_fn"]
 
+    @classmethod
+    def as_completed(cls, futures: List[Future[_T]]) -> Iterator[Future[_T]]:
+        return futures.as_completed(futures)
+
     @classmethod
     @abstractmethod
     def executor_key(cls) -> str:
diff --git a/cluster_tools/poetry.lock b/cluster_tools/poetry.lock
index 2eaad71dc..15902bac9 100644
--- a/cluster_tools/poetry.lock
+++ b/cluster_tools/poetry.lock
@@ -156,6 +156,17 @@ files = [
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
+[[package]]
+name = "cloudpickle"
+version = "2.2.1"
+description = "Extended pickling support for Python objects"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "cloudpickle-2.2.1-py3-none-any.whl", hash = "sha256:61f594d1f4c295fa5cd9014ceb3a1fc4a70b0de1164b94fbc2d854ccba056f9f"},
+    {file = "cloudpickle-2.2.1.tar.gz", hash = "sha256:d89684b8de9e34a2a43b3460fbca07d09d6e25ce858df4d5a44240403b6178f5"},
+]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -167,6 +178,36 @@ files = [
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
 
+[[package]]
+name = "dask"
+version = "2023.9.1"
+description = "Parallel PyData with Task Scheduling"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "dask-2023.9.1-py3-none-any.whl", hash = "sha256:2b1085ef3a54cb8b96cb8651a803e644d77d992198bda2954715fd4fd6cb434c"},
+    {file = "dask-2023.9.1.tar.gz", hash = "sha256:782825bbe52c23c5698166aa0cf95cfed02dcb9afa59b0814b69ae58e1bc9686"},
+]
+
+[package.dependencies]
+click = ">=8.0"
+cloudpickle = ">=1.5.0"
+distributed = {version = "2023.9.1", optional = true, markers = "extra == \"distributed\""}
+fsspec = ">=2021.09.0"
+importlib-metadata = ">=4.13.0"
+packaging = ">=20.0"
+partd = ">=1.2.0"
+pyyaml = ">=5.3.1"
+toolz = ">=0.10.0"
+
+[package.extras]
+array = ["numpy (>=1.21)"]
+complete = ["dask[array,dataframe,diagnostics,distributed]", "lz4 (>=4.3.2)", "pyarrow (>=7.0)"]
+dataframe = ["dask[array]", "pandas (>=1.3)"]
+diagnostics = ["bokeh (>=2.4.2)", "jinja2 (>=2.10.3)"]
+distributed = ["distributed (==2023.9.1)"]
+test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
+
 [[package]]
 name = "dill"
 version = "0.3.6"
@@ -181,6 +222,34 @@ files = [
 [package.extras]
 graph = ["objgraph (>=1.7.2)"]
 
+[[package]]
+name = "distributed"
+version = "2023.9.1"
+description = "Distributed scheduler for Dask"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "distributed-2023.9.1-py3-none-any.whl", hash = "sha256:ce40397544945dadc218df858e1f0caa4ce95bb7fb432bf0d7358f977543f8db"},
+    {file = "distributed-2023.9.1.tar.gz", hash = "sha256:8a786539c7c5b211f2a8443d912659fb9611e2162e6195465d6f56596983addf"},
+]
+
+[package.dependencies]
+click = ">=8.0"
+cloudpickle = ">=1.5.0"
+dask = "2023.9.1"
+jinja2 = ">=2.10.3"
+locket = ">=1.0.0"
+msgpack = ">=1.0.0"
+packaging = ">=20.0"
+psutil = ">=5.7.2"
+pyyaml = ">=5.3.1"
+sortedcontainers = ">=2.0.5"
+tblib = ">=1.6.0"
+toolz = ">=0.10.0"
+tornado = ">=6.0.4"
+urllib3 = ">=1.24.3"
+zict = ">=3.0.0"
+
 [[package]]
 name = "exceptiongroup"
 version = "1.1.0"
@@ -209,6 +278,41 @@ files = [
 [package.extras]
 tests = ["asttokens", "littleutils", "pytest", "rich"]
 
+[[package]]
+name = "fsspec"
+version = "2023.9.0"
+description = "File-system specification"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "fsspec-2023.9.0-py3-none-any.whl", hash = "sha256:d55b9ab2a4c1f2b759888ae9f93e40c2aa72c0808132e87e282b549f9e6c4254"},
+    {file = "fsspec-2023.9.0.tar.gz", hash = "sha256:4dbf0fefee035b7c6d3bbbe6bc99b2f201f40d4dca95b67c2b719be77bcd917f"},
+]
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+devel = ["pytest", "pytest-cov"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+tqdm = ["tqdm"]
+
 [[package]]
 name = "google-auth"
 version = "2.16.1"
@@ -309,25 +413,42 @@ pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib"
 plugins = ["setuptools"]
 requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
+[[package]]
+name = "jinja2"
+version = "3.1.2"
+description = "A very fast and expressive template engine."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "Jinja2-3.1.2-py3-none-any.whl", hash = "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"},
+    {file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
 [[package]]
 name = "kubernetes"
-version = "23.6.0"
+version = "27.2.0"
 description = "Kubernetes python client"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "kubernetes-23.6.0-py2.py3-none-any.whl", hash = "sha256:dd58e286a53071bc8e32041f07f3c2236b3ed8ca5b9f57794a5077358f7ccb06"},
-    {file = "kubernetes-23.6.0.tar.gz", hash = "sha256:cadb1cd7c44eae5b39b50316313343c0f2aff94529f067ec2ba44d38411158e3"},
+    {file = "kubernetes-27.2.0-py2.py3-none-any.whl", hash = "sha256:0f9376329c85cf07615ed6886bf9bf21eb1cbfc05e14ec7b0f74ed8153cd2815"},
+    {file = "kubernetes-27.2.0.tar.gz", hash = "sha256:d479931c6f37561dbfdf28fc5f46384b1cb8b28f9db344ed4a232ce91990825a"},
 ]
 
 [package.dependencies]
 certifi = ">=14.05.14"
 google-auth = ">=1.0.1"
+oauthlib = ">=3.2.2"
 python-dateutil = ">=2.5.3"
 pyyaml = ">=5.4.1"
 requests = "*"
 requests-oauthlib = "*"
-setuptools = ">=21.0.0"
 six = ">=1.9.0"
 urllib3 = ">=1.24.2"
 websocket-client = ">=0.32.0,<0.40.0 || >0.40.0,<0.41.dev0 || >=0.43.dev0"
@@ -380,6 +501,76 @@ files = [
     {file = "lazy_object_proxy-1.9.0-cp39-cp39-win_amd64.whl", hash = "sha256:db1c1722726f47e10e0b5fdbf15ac3b8adb58c091d12b3ab713965795036985f"},
 ]
 
+[[package]]
+name = "locket"
+version = "1.0.0"
+description = "File-based locks for Python on Linux and Windows"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "locket-1.0.0-py2.py3-none-any.whl", hash = "sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3"},
+    {file = "locket-1.0.0.tar.gz", hash = "sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632"},
+]
+
+[[package]]
+name = "markupsafe"
+version = "2.1.3"
+description = "Safely add untrusted strings to HTML/XML markup."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "MarkupSafe-2.1.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:cd0f502fe016460680cd20aaa5a76d241d6f35a1c3350c474bac1273803893fa"},
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 version = "0.7.0"
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+]
+
 [[package]]
 name = "mypy"
 version = "1.3.0"
@@ -476,6 +739,24 @@ files = [
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 ]
 
+[[package]]
+name = "partd"
+version = "1.4.0"
+description = "Appendable key-value storage"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.dependencies]
+locket = "*"
+toolz = "*"
+
+[package.extras]
+complete = ["blosc", "numpy (>=1.9.0)", "pandas (>=0.19.0)", "pyzmq"]
+
 [[package]]
 name = "pathspec"
 version = "0.11.0"
@@ -523,6 +804,32 @@ importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
+[[package]]
+name = "psutil"
+version = "5.9.5"
+description = "Cross-platform lib for process and system monitoring in Python."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "psutil-5.9.5-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:be8929ce4313f9f8146caad4272f6abb8bf99fc6cf59344a3167ecd74f4f203f"},
+    {file = "psutil-5.9.5-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:ab8ed1a1d77c95453db1ae00a3f9c50227ebd955437bcf2a574ba8adbf6a74d5"},
+    {file = "psutil-5.9.5-cp27-cp27m-manylinux2010_x86_64.whl", hash = "sha256:4aef137f3345082a3d3232187aeb4ac4ef959ba3d7c10c33dd73763fbc063da4"},
+    {file = "psutil-5.9.5-cp27-cp27mu-manylinux2010_i686.whl", hash = "sha256:ea8518d152174e1249c4f2a1c89e3e6065941df2fa13a1ab45327716a23c2b48"},
+    {file = "psutil-5.9.5-cp27-cp27mu-manylinux2010_x86_64.whl", hash = "sha256:acf2aef9391710afded549ff602b5887d7a2349831ae4c26be7c807c0a39fac4"},
+    {file = "psutil-5.9.5-cp27-none-win32.whl", hash = "sha256:5b9b8cb93f507e8dbaf22af6a2fd0ccbe8244bf30b1baad6b3954e935157ae3f"},
+    {file = "psutil-5.9.5-cp27-none-win_amd64.whl", hash = "sha256:8c5f7c5a052d1d567db4ddd231a9d27a74e8e4a9c3f44b1032762bd7b9fdcd42"},
+    {file = "psutil-5.9.5-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:3c6f686f4225553615612f6d9bc21f1c0e305f75d7d8454f9b46e901778e7217"},
+    {file = "psutil-5.9.5-cp36-abi3-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7a7dd9997128a0d928ed4fb2c2d57e5102bb6089027939f3b722f3a210f9a8da"},
+    {file = "psutil-5.9.5-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:89518112647f1276b03ca97b65cc7f64ca587b1eb0278383017c2a0dcc26cbe4"},
+    {file = "psutil-5.9.5-cp36-abi3-win32.whl", hash = "sha256:104a5cc0e31baa2bcf67900be36acde157756b9c44017b86b2c049f11957887d"},
+    {file = "psutil-5.9.5-cp36-abi3-win_amd64.whl", hash = "sha256:b258c0c1c9d145a1d5ceffab1134441c4c5113b2417fafff7315a917a026c3c9"},
+    {file = "psutil-5.9.5-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:c607bb3b57dc779d55e1554846352b4e358c10fff3abf3514a7a6601beebdb30"},
+    {file = "psutil-5.9.5.tar.gz", hash = "sha256:5410638e4df39c54d957fc51ce03048acd8e6d60abc0f5107af51e5fb566eb3c"},
+]
+
+[package.extras]
+test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
+
 [[package]]
 name = "pyasn1"
 version = "0.4.8"
@@ -730,22 +1037,6 @@ files = [
 [package.dependencies]
 pyasn1 = ">=0.1.3"
 
-[[package]]
-name = "setuptools"
-version = "67.3.2"
-description = "Easily download, build, install, upgrade, and uninstall Python packages"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "setuptools-67.3.2-py3-none-any.whl", hash = "sha256:bb6d8e508de562768f2027902929f8523932fcd1fb784e6d573d2cafac995a48"},
-    {file = "setuptools-67.3.2.tar.gz", hash = "sha256:95f00380ef2ffa41d9bba85d95b27689d923c93dfbafed4aecd7cf988a25e012"},
-]
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
-testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
-
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -757,6 +1048,28 @@ files = [
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
 
+[[package]]
+name = "sortedcontainers"
+version = "2.4.0"
+description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
+optional = false
+python-versions = "*"
+files = [
+    {file = "sortedcontainers-2.4.0-py2.py3-none-any.whl", hash = "sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0"},
+    {file = "sortedcontainers-2.4.0.tar.gz", hash = "sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88"},
+]
+
+[[package]]
+name = "tblib"
+version = "2.0.0"
+description = "Traceback serialization library."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tblib-2.0.0-py3-none-any.whl", hash = "sha256:9100bfa016b047d5b980d66e7efed952fbd20bd85b56110aaf473cb97d18709a"},
+    {file = "tblib-2.0.0.tar.gz", hash = "sha256:a6df30f272c08bf8be66e0775fad862005d950a6b8449b94f7c788731d70ecd7"},
+]
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -779,6 +1092,37 @@ files = [
     {file = "tomlkit-0.11.6.tar.gz", hash = "sha256:71b952e5721688937fb02cf9d354dbcf0785066149d2855e44531ebdd2b65d73"},
 ]
 
+[[package]]
+name = "toolz"
+version = "0.12.0"
+description = "List processing tools and functional utilities"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "toolz-0.12.0-py3-none-any.whl", hash = "sha256:2059bd4148deb1884bb0eb770a3cde70e7f954cfbbdc2285f1f2de01fd21eb6f"},
+    {file = "toolz-0.12.0.tar.gz", hash = "sha256:88c570861c440ee3f2f6037c4654613228ff40c93a6c25e0eba70d17282c6194"},
+]
+
+[[package]]
+name = "tornado"
+version = "6.3.3"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+optional = false
+python-versions = ">= 3.8"
+files = [
+    {file = "tornado-6.3.3-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:502fba735c84450974fec147340016ad928d29f1e91f49be168c0a4c18181e1d"},
+    {file = "tornado-6.3.3-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:805d507b1f588320c26f7f097108eb4023bbaa984d63176d1652e184ba24270a"},
+    {file = "tornado-6.3.3-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1bd19ca6c16882e4d37368e0152f99c099bad93e0950ce55e71daed74045908f"},
+    {file = "tornado-6.3.3-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7ac51f42808cca9b3613f51ffe2a965c8525cb1b00b7b2d56828b8045354f76a"},
+    {file = "tornado-6.3.3-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:71a8db65160a3c55d61839b7302a9a400074c9c753040455494e2af74e2501f2"},
+    {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:ceb917a50cd35882b57600709dd5421a418c29ddc852da8bcdab1f0db33406b0"},
+    {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:7d01abc57ea0dbb51ddfed477dfe22719d376119844e33c661d873bf9c0e4a16"},
+    {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:9dc4444c0defcd3929d5c1eb5706cbe1b116e762ff3e0deca8b715d14bf6ec17"},
+    {file = "tornado-6.3.3-cp38-abi3-win32.whl", hash = "sha256:65ceca9500383fbdf33a98c0087cb975b2ef3bfb874cb35b8de8740cf7f41bd3"},
+    {file = "tornado-6.3.3-cp38-abi3-win_amd64.whl", hash = "sha256:22d3c2fa10b5793da13c807e6fc38ff49a4f6e1e3868b0a6f4164768bb8e20f5"},
+    {file = "tornado-6.3.3.tar.gz", hash = "sha256:e7d8db41c0181c80d76c982aacc442c0783a2c54d6400fe028954201a2e032fe"},
+]
+
 [[package]]
 name = "typed-ast"
 version = "1.5.4"
@@ -928,6 +1272,17 @@ files = [
     {file = "wrapt-1.14.1.tar.gz", hash = "sha256:380a85cf89e0e69b7cfbe2ea9f765f004ff419f34194018a6827ac0e3edfed4d"},
 ]
 
+[[package]]
+name = "zict"
+version = "3.0.0"
+description = "Mutable mapping tools"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zict-3.0.0-py2.py3-none-any.whl", hash = "sha256:5796e36bd0e0cc8cf0fbc1ace6a68912611c1dbd74750a3f3026b9b9d6a327ae"},
+    {file = "zict-3.0.0.tar.gz", hash = "sha256:e321e263b6a97aafc0790c3cfb3c04656b7066e6738c37fffcca95d803c9fba5"},
+]
+
 [[package]]
 name = "zipp"
 version = "3.14.0"
@@ -946,4 +1301,4 @@ testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools"
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.7.2"
-content-hash = "5629ed0095a2ec545f4110e3d8cab55ed4d339ae59e3653ec4259f049fd3981e"
+content-hash = "fa43b8309c516922389e570910c7027c461113043a32677c5d8416dbc8e38b12"
diff --git a/cluster_tools/pyproject.toml b/cluster_tools/pyproject.toml
index dac8bd06c..df2bece88 100644
--- a/cluster_tools/pyproject.toml
+++ b/cluster_tools/pyproject.toml
@@ -9,7 +9,8 @@ repository = "https://github.com/scalableminds/webknossos-libs"
 
 [tool.poetry.dependencies]
 python = ">=3.7.2"
-kubernetes = "^23.3.0"
+dask = { version = "^2023.9.1", python = ">=3.9", extras = ["distributed"] }
+kubernetes = "^27.2.0"
 typing-extensions = "^4.4.0"
 
 [tool.poetry.dev-dependencies]
diff --git a/cluster_tools/tests/test_all.py b/cluster_tools/tests/test_all.py
index 84962e757..f5ecfad8d 100644
--- a/cluster_tools/tests/test_all.py
+++ b/cluster_tools/tests/test_all.py
@@ -6,11 +6,13 @@
 from enum import Enum
 from functools import partial
 from pathlib import Path
-from typing import List
+from typing import List, Optional
 
 import pytest
+from dask.distributed import LocalCluster
 
 import cluster_tools
+from cluster_tools.executors.dask import DaskExecutor
 
 
 # "Worker" functions.
@@ -25,6 +27,8 @@ def sleep(duration: float) -> float:
 
 logging.basicConfig()
 
+_dask_cluster: Optional[LocalCluster] = None
+
 
 def raise_if(msg: str, _bool: bool) -> None:
     if _bool:
@@ -32,9 +36,11 @@ def raise_if(msg: str, _bool: bool) -> None:
 
 
 def get_executors(with_debug_sequential: bool = False) -> List[cluster_tools.Executor]:
+    global _dask_cluster
     executor_keys = {
         "slurm",
         "kubernetes",
+        "dask",
         "multiprocessing",
         "sequential",
         "test_pickling",
@@ -69,6 +75,10 @@ def get_executors(with_debug_sequential: bool = False) -> List[cluster_tools.Exe
         executors.append(cluster_tools.get_executor("multiprocessing", max_workers=5))
     if "sequential" in executor_keys:
         executors.append(cluster_tools.get_executor("sequential"))
+    if "dask" in executor_keys:
+        if not _dask_cluster:
+            _dask_cluster = LocalCluster()
+        executors.append(cluster_tools.get_executor("dask", address=_dask_cluster))
     if "test_pickling" in executor_keys:
         executors.append(cluster_tools.get_executor("test_pickling"))
     if "pbs" in executor_keys:
@@ -199,9 +209,7 @@ def test_unordered_sleep() -> None:
             futures = [exc.submit(sleep, n) for n in durations]
             if not isinstance(exc, cluster_tools.SequentialExecutor):
                 durations.sort()
-            for duration, future in zip(
-                durations, concurrent.futures.as_completed(futures)
-            ):
+            for duration, future in zip(durations, exc.as_completed(futures)):
                 assert future.result() == duration
 
 
@@ -226,7 +234,7 @@ def test_map_to_futures() -> None:
             futures = exc.map_to_futures(sleep, durations)
             results = []
 
-            for i, duration in enumerate(concurrent.futures.as_completed(futures)):
+            for i, duration in enumerate(exc.as_completed(futures)):
                 results.append(duration.result())
 
             if not isinstance(exc, cluster_tools.SequentialExecutor):
@@ -262,7 +270,7 @@ def test_map_to_futures_with_pickle_paths() -> None:
                 )
                 results = []
 
-                for i, duration in enumerate(concurrent.futures.as_completed(futures)):
+                for i, duration in enumerate(exc.as_completed(futures)):
                     results.append(duration.result())
 
                 assert 2 in results