diff --git a/.appveyor.yml b/.appveyor.yml
index 9c00d64b..c3d05d12 100644
--- a/.appveyor.yml
+++ b/.appveyor.yml
@@ -1,5 +1,9 @@
+services:
+- docker
+
 image:
 - Visual Studio 2017
+- Ubuntu
 
 install:
   - git submodule update --init
@@ -7,4 +11,10 @@ install:
   - cmd: C:\Python36-x64\python -m pip install jinja2 nose pycodestyle
   
 build_script:
-  - cmd: python scripts\build.py -t --python-path "C:\\Python36-x64\\python" --disable_java --require_dotnet --clean
+  - cmd: python scripts\build.py -t --python-path "C:\\Python36-x64\\python"
+  - sh: docker pull ffig/ffig-base
+  - sh: docker build . -t ffig-ci
+  - sh: docker run --cap-add SYS_PTRACE ffig-ci /bin/bash -c "./scripts/build.py -t --python-path python2 --venv"
+  - sh: docker run --cap-add SYS_PTRACE ffig-ci /bin/bash -c "./scripts/build.py -T \"CPP|MOCKS\" -c ASAN --python-path python2 --venv"
+  - sh: docker run --cap-add SYS_PTRACE ffig-ci /bin/bash -c "./scripts/build.py -t --python-path python3 --venv"
+  - sh: docker run --cap-add SYS_PTRACE ffig-ci /bin/bash -c "./scripts/build.py -T \"CPP|MOCKS\" -c ASAN --python-path python3 --venv"