diff --git a/CMakeLists.txt b/CMakeLists.txt
index 716c6cf0..88b61fbe 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -331,8 +331,9 @@ IF (CMAKE_COMPILER_IS_GNUCXX OR CMAKE_CXX_COMPILER_ID MATCHES "Clang")
 ENDIF ()
 
 IF (MSVC)
-    # Set /bigobj to allow building Debug tests
+    # Set /bigobj to allow building Debug and RelWithDebInfo tests
     set(CMAKE_CXX_FLAGS_DEBUG "${CMAKE_CXX_FLAGS_DEBUG} /bigobj")
+    set(CMAKE_CXX_FLAGS_RELWITHDEBINFO "${CMAKE_CXX_FLAGS_RELWITHDEBINFO} /bigobj")
 
     # Update compiler flags.
     IF (MSVC_STATIC_RUNTIME)
@@ -421,6 +422,13 @@ add_custom_command(TARGET loot_api_tests POST_BUILD
 install(TARGETS loot_api
         DESTINATION ".")
 
+IF (MSVC)
+    install(FILES $<TARGET_PDB_FILE:loot_api>
+    DESTINATION .
+    OPTIONAL
+    CONFIGURATIONS RelWithDebInfo)
+ENDIF ()
+
 install(DIRECTORY "${CMAKE_SOURCE_DIR}/include"
         DESTINATION ".")
 
diff --git a/appveyor.yml b/appveyor.yml
index e910cf61..bd9f95d4 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -2,7 +2,7 @@ os: Visual Studio 2015
 
 version: "{build}-{branch}"
 
-configuration: Release
+configuration: RelWithDebInfo
 
 platform:
   - Win32
@@ -55,7 +55,7 @@ after_test:
   - C:\Python27\Scripts\sphinx-build -b html docs build\docs\html
   - ps:  $env:GIT_DESCRIBE = ((git describe --tags --long --always --abbrev=7) | Out-String) -replace "`n|`r", ""
   - cd build
-  - cpack
+  - cpack -C %CONFIGURATION%
 
 artifacts:
   - path: build\package\loot_api-$(GIT_DESCRIBE)_$(APPVEYOR_REPO_BRANCH)-win$(ADDRESS_MODEL).7z