diff --git a/appveyor.yml b/appveyor.yml
index 91fcf2089..28ffb1e0a 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -25,10 +25,14 @@ build_script:
 - cmd: >-
     appveyor DownloadFile https://github.com/acoustid/chromaprint/releases/download/v%CHROMAPRINT_FPCALC_VERSION%/chromaprint-fpcalc-%CHROMAPRINT_FPCALC_VERSION%-windows-i686.zip -FileName fpcalc.zip
 
+    appveyor DownloadFile https://indy.fulgan.com/SSL/openssl-%OPENSSL_VERSION%-x64_86-win64.zip -FileName openssl.zip
+
     7z x fpcalc.zip -y
 
     copy /Y chromaprint-fpcalc-%CHROMAPRINT_FPCALC_VERSION%-windows-i686\fpcalc.exe %PYTHON%
 
+    7z x openssl.zip -y
+
     pip install pyqt5 mutagen pyinstaller
 
     python setup.py build
@@ -36,7 +40,11 @@ build_script:
     python setup.py test -v
 
     pyinstaller picard.spec
+
+    copy /Y ssleay32.dll dist
+
+    copy /Y libeay32.dll dist
+
 artifacts:
-- path: build\picard
-- path: dist/*.exe
+- path: dist
 deploy: off
diff --git a/picard.spec b/picard.spec
index bf321f016..298f5ba1f 100644
--- a/picard.spec
+++ b/picard.spec
@@ -3,6 +3,7 @@
 import os
 import glob
 
+
 def _picard_get_locale_files():
     locales = []
     path_domain = {
@@ -26,13 +27,15 @@ def get_locale_messages():
              os.path.join("locale", locale[1], "LC_MESSAGES")))
     return data_files
 
-block_cipher = None
 
 
+block_cipher = None
+data_files = get_locale_messages()
+
 a = Analysis(['tagger.py'],
              pathex=['picard'],
              binaries=[],
-             datas=get_locale_messages(),
+             datas=data_files,
              hiddenimports=[],
              hookspath=[],
              runtime_hooks=[],