diff --git a/CMakeLists.txt b/CMakeLists.txt
index 85ef0f3..2e9d2d4 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -128,12 +128,20 @@ add_custom_command(TARGET loot_api POST_BUILD
 
 install(TARGETS loot_api
         DESTINATION "."
-        CONFIGURATIONS Release)
+        CONFIGURATIONS Release RelWithDebInfo)
 
 install(FILES "${LOOT_API_EXTRACTED_PATH}/${LOOT_API_SHARED_LIBRARY}"
         "${CMAKE_SOURCE_DIR}/docs/README.md"
         DESTINATION "."
-        CONFIGURATIONS Release)
+        CONFIGURATIONS Release RelWithDebInfo)
+
+IF (MSVC)
+    install(FILES $<TARGET_PDB_FILE:loot_api>
+            DESTINATION .
+            OPTIONAL
+            CONFIGURATIONS RelWithDebInfo
+            RENAME loot_api_python.pdb)
+ENDIF ()
 
 ########################################
 # CPack
diff --git a/appveyor.yml b/appveyor.yml
index e58a744..c5ced6d 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -2,7 +2,7 @@ os: Visual Studio 2015
 
 version: "{build}-{branch}"
 
-configuration: Release
+configuration: RelWithDebInfo
 
 environment:
   bintray_auth_token:
@@ -22,12 +22,12 @@ build:
   project: 'c:\projects\loot-api-python\build\loot_api_python.sln'
 
 test_script:
-  - cd %APPVEYOR_BUILD_FOLDER%\build\Release
+  - cd %APPVEYOR_BUILD_FOLDER%\build\%CONFIGURATION%
   - python -m unittest test
 
 after_test:
   - cd %APPVEYOR_BUILD_FOLDER%\build
-  - cpack
+  - cpack -C %CONFIGURATION%
   # AppVeyor checks out a specific commit, but that means the archive script
   # can't tell which branch it's on, so rename the 7z archives.
   - ps: $env:GIT_DESCRIBE = ((git describe --tags --long --always) | Out-String) -replace "`n|`r", ""