diff --git a/.ci/run-repository.sh b/.ci/run-repository.sh
index 869ace82..9aa913c7 100755
--- a/.ci/run-repository.sh
+++ b/.ci/run-repository.sh
@@ -35,4 +35,4 @@ docker run \
   --name eland-test-runner \
   --rm \
   elastic/eland \
-  ./run_build.sh
+  nox -s test
diff --git a/noxfile.py b/noxfile.py
new file mode 100644
index 00000000..748b9695
--- /dev/null
+++ b/noxfile.py
@@ -0,0 +1,30 @@
+import nox
+
+
+SOURCE_FILES = (
+    "setup.py",
+    "noxfile.py",
+    "eland/",
+    "docs/",
+)
+
+
+@nox.session(reuse_venv=True)
+def blacken(session):
+    session.install("black")
+    session.run("black", "--target-version=py36", *SOURCE_FILES)
+    lint(session)
+
+
+@nox.session(reuse_venv=True)
+def lint(session):
+    session.install("black", "flake8")
+    session.run("black", "--check", "--target-version=py36", *SOURCE_FILES)
+    session.run("flake8", "--ignore=E501,W503,E402,E712", *SOURCE_FILES)
+
+
+@nox.session(python=["3.6", "3.7", "3.8"])
+def test(session):
+    session.install("-r", "requirements-dev.txt")
+    session.run("python", "-m", "eland.tests.setup_tests")
+    session.run("pytest", "eland/tests/")
diff --git a/run_build.sh b/run_build.sh
index 32e40762..99b27bdf 100755
--- a/run_build.sh
+++ b/run_build.sh
@@ -1,4 +1,4 @@
 #!/usr/bin/env bash
 
-python -m eland.tests.setup_tests
-pytest 
+python -m pip install nox
+nox -s lint test
diff --git a/setup.py b/setup.py
index 0759cbf3..feae0de9 100644
--- a/setup.py
+++ b/setup.py
@@ -12,6 +12,8 @@
 #      See the License for the specific language governing permissions and
 #      limitations under the License.
 
+# flake8: noqa
+
 from codecs import open
 from os import path
 
@@ -19,7 +21,7 @@
 
 here = path.abspath(path.dirname(__file__))
 about = {}
-with open(path.join(here, 'eland', '_version.py'), 'r', 'utf-8') as f:
+with open(path.join(here, "eland", "_version.py"), "r", "utf-8") as f:
     exec(f.read(), about)
 
 CLASSIFIERS = [
@@ -36,16 +38,16 @@
     "Topic :: Scientific/Engineering",
 ]
 
-LONG_DESCRIPTION="""
+LONG_DESCRIPTION = """
 # What is it?
 
-eland is a Elasticsearch client Python package to analyse, explore and manipulate data that resides in Elasticsearch. 
-Where possible the package uses existing Python APIs and data structures to make it easy to switch between numpy, 
-pandas, scikit-learn to their Elasticsearch powered equivalents. In general, the data resides in Elasticsearch and 
+eland is a Elasticsearch client Python package to analyse, explore and manipulate data that resides in Elasticsearch.
+Where possible the package uses existing Python APIs and data structures to make it easy to switch between numpy,
+pandas, scikit-learn to their Elasticsearch powered equivalents. In general, the data resides in Elasticsearch and
 not in memory, which allows eland to access large datasets stored in Elasticsearch.
 
-For example, to explore data in a large Elasticsearch index, simply create an eland DataFrame from an Elasticsearch 
-index pattern, and explore using an API that mirrors a subset of the pandas.DataFrame API: 
+For example, to explore data in a large Elasticsearch index, simply create an eland DataFrame from an Elasticsearch
+index pattern, and explore using an API that mirrors a subset of the pandas.DataFrame API:
 
 ```
 >>> import eland as ed
@@ -171,22 +173,18 @@
 """
 
 setup(
-    name=about['__title__'],
-    version=about['__version__'],
-    description=about['__description__'],
+    name=about["__title__"],
+    version=about["__version__"],
+    description=about["__description__"],
     long_description=LONG_DESCRIPTION,
-    long_description_content_type='text/markdown',
-    url=about['__url__'],
-    maintainer=about['__maintainer__'],
-    maintainer_email=about['__maintainer_email__'],
-    license='Apache-2.0',
+    long_description_content_type="text/markdown",
+    url=about["__url__"],
+    maintainer=about["__maintainer__"],
+    maintainer_email=about["__maintainer_email__"],
+    license="Apache-2.0",
     classifiers=CLASSIFIERS,
-    keywords='elastic eland pandas python',
+    keywords="elastic eland pandas python",
     packages=find_packages(include=["eland", "eland.*"]),
-    install_requires=[
-        'elasticsearch>=7.0.5, <8',
-        'pandas==0.25.3',
-        'matplotlib'
-    ],
+    install_requires=["elasticsearch>=7.0.5, <8", "pandas==0.25.3", "matplotlib"],
     python_requires=">=3.6",
 )