diff --git a/appveyor-build.bat b/appveyor-build.bat
index cf23226ab..90b5db01f 100644
--- a/appveyor-build.bat
+++ b/appveyor-build.bat
@@ -1,8 +1,15 @@
-REM Set up MSYS environment
-set PATH=C:\msys64\mingw64\bin;C:\msys64\usr\bin;%PATH%
+REM Set up Visual Studio x64 environment
+call "C:\Program Files (x86)\Microsoft Visual Studio\2017\Community\VC\Auxiliary\Build\vcvars64.bat"
 
-REM Run MSYS script
-bash -c ./appveyor-build.sh
+REM Install Open*IO libraries
+vcpkg install opencolorio
+vcpkg install openimageio
+
+REM Run cmake
+cmake -G "NMake Makefiles" .
+
+REM Build
+nmake
 
 REM Check if this build should set up a debugging session
 IF "%ENABLE_RDP%"=="1" (
diff --git a/appveyor.yml b/appveyor.yml
index aafe2b5b3..2afc08312 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -5,6 +5,11 @@ branches:
 image: Visual Studio 2015
 environment:
   TRAVIS_REPO_SLUG: olive-editor/olive
+install:
+- cd C:\Tools\vcpkg
+- git pull
+- .\bootstrap-vcpkg.bat
+- cd %APPVEYOR_BUILD_FOLDER%
 build_script:
 - cmd: appveyor-build.bat
 artifacts: