diff --git a/CHANGELOG.md b/CHANGELOG.md
index fe941d552e76a9e014ba4f7723842d17ad040b4b..60490a67e0cb710b453c4382a32b96a0cc564899 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,14 @@
 
 ## Unreleased
 
+### Added
+-
+
+### Changed
+-
+
+## [0.3.6] 2019-02-10
+
 ### Added
 - Added the PolyChord sampler, which can be accessed by using `sampler='pypolychord'` in `run_sampler`
 - `emcee` now writes all progress to disk and can resume from a previous run.
diff --git a/containers/Singularity.0.3.6 b/containers/Singularity.0.3.6
new file mode 100644
index 0000000000000000000000000000000000000000..72642267ab552d8d20f21f8bcc66acbf7dd42c72
--- /dev/null
+++ b/containers/Singularity.0.3.6
@@ -0,0 +1,15 @@
+Bootstrap: docker
+From: bilbydev/bilby-test-suite-python37
+
+%help
+A singularity container for running bilby scripts. To use, simply execute the
+container, providing the bilby_script and any additional arguments. E.g.,
+
+./name_of_this_container.simg run_script.py
+
+%post
+export PATH="/opt/conda/bin:$PATH"
+pip install bilby==0.3.6
+
+%runscript
+exec /opt/conda/bin/python "$@"
diff --git a/setup.py b/setup.py
index 9e1dc01e76cbab54466368b046f7846dee1e9671..dd1852d21888cf74549e37c9b86f3b9433b79aea 100644
--- a/setup.py
+++ b/setup.py
@@ -57,7 +57,7 @@ def readfile(filename):
     return filecontents
 
 
-VERSION = '0.3.5'
+VERSION = '0.3.6'
 version_file = write_version_file(VERSION)
 long_description = get_long_description()