diff --git a/MANIFEST.in b/MANIFEST.in
index 08f025a4..61e0ef4f 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,3 +1,6 @@
+recursive-include dask_jobqueue *.py
+recursive-include dask_jobqueue *.yaml
+
 include LICENSE.txt
 include README.rst
 
diff --git a/ci/none.sh b/ci/none.sh
index 333f18d7..1c67925e 100644
--- a/ci/none.sh
+++ b/ci/none.sh
@@ -7,6 +7,8 @@ function jobqueue_before_install {
   ./ci/conda_setup.sh
   export PATH="$HOME/miniconda/bin:$PATH"
   conda install --yes -c conda-forge python=$TRAVIS_PYTHON_VERSION dask distributed flake8 pytest docrep
+  pip install --no-cache-dir git+https://github.com/dask/dask.git --upgrade --no-deps
+  pip install --no-cache-dir git+https://github.com/dask/distributed.git --upgrade --no-deps
 }
 
 function jobqueue_install {
diff --git a/ci/pbs/Dockerfile b/ci/pbs/Dockerfile
index 59e74ebd..60d3011d 100644
--- a/ci/pbs/Dockerfile
+++ b/ci/pbs/Dockerfile
@@ -31,6 +31,8 @@ RUN curl -o miniconda.sh https://repo.continuum.io/miniconda/Miniconda3-latest-L
     /opt/anaconda/bin/conda clean -tipy && \
     rm -f miniconda.sh
 RUN conda install --yes -c conda-forge python=3.6 dask distributed flake8 pytest docrep
+RUN pip install --no-cache-dir git+https://github.com/dask/dask.git --upgrade --no-deps
+RUN pip install --no-cache-dir git+https://github.com/dask/distributed.git --upgrade --no-deps
 
 # Copy entrypoint and other needed scripts
 COPY ./*.sh /
diff --git a/ci/sge/Dockerfile-master b/ci/sge/Dockerfile-master
index 515b59ae..b5789514 100644
--- a/ci/sge/Dockerfile-master
+++ b/ci/sge/Dockerfile-master
@@ -12,6 +12,8 @@ ENV PATH /opt/anaconda/bin:$PATH
 RUN conda install -n root conda=4.4.11 && conda clean -tipy
 RUN conda install -c conda-forge dask distributed blas pytest mock ipython pip psutil && conda clean -tipy
 RUN pip install --no-cache-dir drmaa
+RUN pip install --no-cache-dir git+https://github.com/dask/dask.git --upgrade --no-deps
+RUN pip install --no-cache-dir git+https://github.com/dask/distributed.git --upgrade --no-deps
 
 COPY ./*.sh /
 COPY ./*.txt /
diff --git a/ci/sge/Dockerfile-slave b/ci/sge/Dockerfile-slave
index 516eb940..587b1adb 100644
--- a/ci/sge/Dockerfile-slave
+++ b/ci/sge/Dockerfile-slave
@@ -12,6 +12,8 @@ ENV PATH /opt/anaconda/bin:$PATH
 RUN conda install -n root conda=4.4.11 && conda clean -tipy
 RUN conda install -c conda-forge dask distributed blas pytest mock ipython pip psutil && conda clean -tipy
 RUN pip install --no-cache-dir drmaa
+RUN pip install --no-cache-dir git+https://github.com/dask/dask.git --upgrade --no-deps
+RUN pip install --no-cache-dir git+https://github.com/dask/distributed.git --upgrade --no-deps
 
 COPY ./setup-slave.sh /
 COPY ./*.sh /
diff --git a/ci/slurm/Dockerfile b/ci/slurm/Dockerfile
index 814cf792..be0f22d0 100644
--- a/ci/slurm/Dockerfile
+++ b/ci/slurm/Dockerfile
@@ -6,6 +6,8 @@ RUN curl -o miniconda.sh https://repo.continuum.io/miniconda/Miniconda3-latest-L
     rm -f miniconda.sh
 ENV PATH /opt/anaconda/bin:$PATH
 RUN conda install --yes -c conda-forge python=3.6 dask distributed flake8 pytest docrep
+RUN pip install --no-cache-dir git+https://github.com/dask/dask.git --upgrade --no-deps
+RUN pip install --no-cache-dir git+https://github.com/dask/distributed.git --upgrade --no-deps
 
 ENV LC_ALL en_US.UTF-8
 
diff --git a/dask_jobqueue/__init__.py b/dask_jobqueue/__init__.py
index 996e9c12..12f870c1 100644
--- a/dask_jobqueue/__init__.py
+++ b/dask_jobqueue/__init__.py
@@ -1,4 +1,5 @@
 # flake8: noqa
+from . import config
 from .core import JobQueueCluster
 from .pbs import PBSCluster
 from .slurm import SLURMCluster
diff --git a/dask_jobqueue/config.py b/dask_jobqueue/config.py
new file mode 100644
index 00000000..7ab63bb3
--- /dev/null
+++ b/dask_jobqueue/config.py
@@ -0,0 +1,15 @@
+from __future__ import print_function, division, absolute_import
+
+import os
+
+import dask
+import yaml
+
+
+fn = os.path.join(os.path.dirname(__file__), 'jobqueue.yaml')
+dask.config.ensure_file(source=fn)
+
+with open(fn) as f:
+    defaults = yaml.load(f)
+
+dask.config.update(dask.config.config, defaults, priority='old')
diff --git a/dask_jobqueue/core.py b/dask_jobqueue/core.py
index 37c1a67f..d2e6a53d 100644
--- a/dask_jobqueue/core.py
+++ b/dask_jobqueue/core.py
@@ -6,6 +6,7 @@
 import sys
 from contextlib import contextmanager
 
+import dask
 import docrep
 from distributed import LocalCluster
 from distributed.deploy import Cluster
@@ -78,15 +79,15 @@ class JobQueueCluster(Cluster):
     cancel_command = None
 
     def __init__(self,
-                 name='dask-worker',
-                 threads=2,
-                 processes=4,
-                 memory='8GB',
-                 interface=None,
-                 death_timeout=60,
-                 local_directory=None,
-                 extra='',
-                 env_extra=[],
+                 name=dask.config.get('jobqueue.name'),
+                 threads=dask.config.get('jobqueue.threads'),
+                 processes=dask.config.get('jobqueue.processes'),
+                 memory=dask.config.get('jobqueue.memory'),
+                 interface=dask.config.get('jobqueue.interface'),
+                 death_timeout=dask.config.get('jobqueue.death-timeout'),
+                 local_directory=dask.config.get('jobqueue.local-directory'),
+                 extra=dask.config.get('jobqueue.extra'),
+                 env_extra=dask.config.get('jobqueue.env-extra'),
                  **kwargs
                  ):
         """ """
diff --git a/dask_jobqueue/jobqueue.yaml b/dask_jobqueue/jobqueue.yaml
new file mode 100644
index 00000000..018936f4
--- /dev/null
+++ b/dask_jobqueue/jobqueue.yaml
@@ -0,0 +1,26 @@
+jobqueue:
+  name: dask-worker
+  threads: 2
+  processes: 4
+  memory: 8GB
+  interface: null
+  death-timeout: 60
+  local-directory: null
+  extra: ""
+  env-extra: []
+
+  queue: null
+  project: null
+  walltime: '00:30:00'
+
+  pbs:
+    resource-spec: null
+    job-extra: []
+
+  sge:
+    resource-spec: null
+
+  slurm:
+    job-cpu: null
+    job-mem: null
+    job-extra: {}
diff --git a/dask_jobqueue/pbs.py b/dask_jobqueue/pbs.py
index f7f490cf..350547ad 100644
--- a/dask_jobqueue/pbs.py
+++ b/dask_jobqueue/pbs.py
@@ -4,6 +4,8 @@
 import math
 import os
 
+import dask
+
 from .core import JobQueueCluster, docstrings
 
 logger = logging.getLogger(__name__)
@@ -58,11 +60,11 @@ class PBSCluster(JobQueueCluster):
     cancel_command = 'qdel'
 
     def __init__(self,
-                 queue=None,
-                 project=None,
-                 resource_spec=None,
-                 walltime='00:30:00',
-                 job_extra=[],
+                 queue=dask.config.get('jobqueue.queue'),
+                 project=dask.config.get('jobqueue.project'),
+                 resource_spec=dask.config.get('jobqueue.pbs.resource-spec'),
+                 walltime=dask.config.get('jobqueue.walltime'),
+                 job_extra=dask.config.get('jobqueue.pbs.job-extra'),
                  **kwargs):
 
         # Instantiate args and parameters from parent abstract class
diff --git a/dask_jobqueue/sge.py b/dask_jobqueue/sge.py
index 489a75ff..e6a2a841 100644
--- a/dask_jobqueue/sge.py
+++ b/dask_jobqueue/sge.py
@@ -1,5 +1,7 @@
 import logging
 
+import dask
+
 from .core import JobQueueCluster, docstrings
 
 logger = logging.getLogger(__name__)
@@ -42,10 +44,10 @@ class SGECluster(JobQueueCluster):
     cancel_command = 'qdel'
 
     def __init__(self,
-                 queue=None,
-                 project=None,
-                 resource_spec=None,
-                 walltime='0:30:00',
+                 queue=dask.config.get('jobqueue.queue'),
+                 project=dask.config.get('jobqueue.project'),
+                 resource_spec=dask.config.get('jobqueue.sge.resource-spec'),
+                 walltime=dask.config.get('jobqueue.walltime'),
                  **kwargs):
 
         super(SGECluster, self).__init__(**kwargs)
diff --git a/dask_jobqueue/slurm.py b/dask_jobqueue/slurm.py
index 13f1ad19..d4878315 100644
--- a/dask_jobqueue/slurm.py
+++ b/dask_jobqueue/slurm.py
@@ -5,6 +5,8 @@
 import os
 import sys
 
+import dask
+
 from .core import JobQueueCluster, docstrings
 
 logger = logging.getLogger(__name__)
@@ -58,12 +60,12 @@ class SLURMCluster(JobQueueCluster):
     cancel_command = 'scancel'
 
     def __init__(self,
-                 queue=None,
-                 project=None,
-                 walltime='00:30:00',
-                 job_cpu=None,
-                 job_mem=None,
-                 job_extra=[],
+                 queue=dask.config.get('jobqueue.queue'),
+                 project=dask.config.get('jobqueue.project'),
+                 walltime=dask.config.get('jobqueue.walltime'),
+                 job_cpu=dask.config.get('jobqueue.slurm.job-cpu'),
+                 job_mem=dask.config.get('jobqueue.slurm.job-mem'),
+                 job_extra=dask.config.get('jobqueue.slurm.job-extra'),
                  **kwargs):
 
         super(SLURMCluster, self).__init__(**kwargs)
diff --git a/setup.py b/setup.py
index 3747abf5..cfc19ddf 100755
--- a/setup.py
+++ b/setup.py
@@ -22,6 +22,7 @@
       url='https://github.com/dask/dask-jobqueue',
       license='BSD 3-Clause',
       packages=['dask_jobqueue'],
+      include_package_data=True,
       install_requires=install_requires,
       tests_require=['pytest >= 2.7.1'],
       long_description=long_description,