diff --git a/appveyor-clean-cache.txt b/appveyor-clean-cache.txt
new file mode 100644
index 000000000..d00491fd7
--- /dev/null
+++ b/appveyor-clean-cache.txt
@@ -0,0 +1 @@
+1
diff --git a/appveyor-run.cmd b/appveyor-run.cmd
new file mode 100644
index 000000000..80229b38d
--- /dev/null
+++ b/appveyor-run.cmd
@@ -0,0 +1,26 @@
+:: Execute etstool operation for every tookit in the argument list
+:: Options
+:: %1 -- operation
+:: %2 -- runtime
+:: %3... -- tookits
+::
+::
+SETLOCAL EnableDelayedExpansion
+
+SET counter=0
+
+FOR %%x IN (%*) DO (
+SET /A counter=!counter! + 1
+IF !counter! EQU 1 SET operation=%%x
+IF !counter! EQU 2 SET runtime=%%x
+IF !counter! GTR 2 CALL edm run -- python ci/edmtool.py !operation! --runtime=!runtime! --toolkit=%%x || GOTO error
+)
+GOTO end
+
+:error:
+ENDLOCAL
+EXIT /b %ERRORLEVEL%
+
+:end:
+ENDLOCAL
+ECHO.Done
diff --git a/appveyor.yml b/appveyor.yml
new file mode 100644
index 000000000..08844bea8
--- /dev/null
+++ b/appveyor.yml
@@ -0,0 +1,35 @@
+build: false
+shallow_clone: false
+skip_branch_with_pr: true
+environment:
+
+  global:
+    PYTHONUNBUFFERED: "1"
+    INSTALL_EDM_VERSION: "1.11.0"
+
+  matrix:
+    - RUNTIME: '2.7'
+      TOOLKITS: "null pyqt pyside wx"
+    - RUNTIME: '3.5'
+      TOOLKITS: "null pyqt"
+    - RUNTIME: '3.6'
+      TOOLKITS: "null pyqt"
+
+branches:
+  only:
+    - master
+
+cache:
+  - C:\Users\appveyor\.cache -> appveyor-clean-cache.txt
+  - C:\Users\appveyor\AppData\Local\pip\Cache -> appveyor-clean-cache.txt
+
+init:
+  - ps: $Env:path = "C:/Enthought/edm;" + $Env:path
+  - ps: md C:/Users/appveyor/.cache -Force
+
+install:
+  - install-edm-windows.cmd
+  - edm install -y wheel click coverage
+  - appveyor-run.cmd install %runtime% %toolkits%
+test_script:
+  - appveyor-run.cmd test %runtime% %toolkits%
diff --git a/install-edm-windows.cmd b/install-edm-windows.cmd
new file mode 100644
index 000000000..01316d913
--- /dev/null
+++ b/install-edm-windows.cmd
@@ -0,0 +1,26 @@
+@ECHO OFF
+
+SETLOCAL EnableDelayedExpansion
+
+FOR /F "tokens=1,2,3 delims=." %%a in ("%INSTALL_EDM_VERSION%") do (
+    SET MAJOR=%%a
+    SET MINOR=%%b
+    SET REVISION=%%c
+)
+
+SET EDM_MAJOR_MINOR=%MAJOR%.%MINOR%
+SET EDM_PACKAGE=edm_%INSTALL_EDM_VERSION%_x86_64.msi
+SET EDM_INSTALLER_PATH=%HOMEDRIVE%%HOMEPATH%\.cache\%EDM_PACKAGE%
+SET COMMAND="(new-object net.webclient).DownloadFile('https://package-data.enthought.com/edm/win_x86_64/%EDM_MAJOR_MINOR%/%EDM_PACKAGE%', '%EDM_INSTALLER_PATH%')"
+
+IF NOT EXIST %EDM_INSTALLER_PATH% CALL powershell.exe -Command %COMMAND% || GOTO error
+CALL msiexec /qn /i %EDM_INSTALLER_PATH% EDMAPPDIR=C:\Enthought\edm || GOTO error
+
+ENDLOCAL
+@ECHO.DONE
+EXIT
+
+:error:
+ENDLOCAL
+@ECHO.ERROR
+EXIT /b %ERRORLEVEL%