diff --git a/.github/actions/win-postgres/action.yml b/.github/actions/win-postgres/action.yml
new file mode 100644
index 000000000..6bae12470
--- /dev/null
+++ b/.github/actions/win-postgres/action.yml
@@ -0,0 +1,26 @@
+name: Set up postgresql on Windows
+
+runs:
+  using: composite
+  steps:
+    - name: Download postgis
+      run: |
+        if (!(Test-Path "C:\postgis.zip")){(new-object net.webclient).DownloadFile("https://osm2pgsql.org/ci/winbuild/postgis-bundle-pg14-3.2.0x64.zip", "c:\postgis.zip")}
+        7z x c:\postgis.zip -oc:\postgis_archive
+      shell: pwsh
+    - name: Install postgis
+      run: |
+        echo "Root: $PGROOT, Bin: $PGBIN"
+        cp -r c:/postgis_archive/postgis-bundle-*/* "$PGROOT"
+      shell: bash
+    - name: Start PostgreSQL on Windows
+      run: |
+        $pgService = Get-Service -Name postgresql*
+        Set-Service -InputObject $pgService -Status running -StartupType automatic
+        Start-Process -FilePath "$env:PGBIN\pg_isready" -Wait -PassThru
+      shell: pwsh
+    - name: Create test tablespace
+      run: |
+        mkdir c:\tablespace
+        & $env:PGBIN\psql -c "CREATE TABLESPACE tablespacetest LOCATION 'c:/tablespace'"
+      shell: pwsh
diff --git a/.github/actions/win-test/action.yml b/.github/actions/win-test/action.yml
index 1db0557f3..7e24c6394 100644
--- a/.github/actions/win-test/action.yml
+++ b/.github/actions/win-test/action.yml
@@ -4,7 +4,7 @@ runs:
   using: composite
   steps:
     - name: Test
-      run: ctest --output-on-failure -C Release -L NoDB
+      run: ctest --output-on-failure -C Release
       shell: bash
       working-directory: build
 
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index dcc4f8242..1afa6f372 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -216,33 +216,75 @@ jobs:
       - uses: ./.github/actions/ubuntu-prerequisites
       - uses: ./.github/actions/build-and-test
 
-  windows-2019:
-    runs-on: windows-2019
+  windows:
+    strategy:
+      matrix:
+        os: [windows-2019, windows-2022]
+    runs-on: ${{ matrix.os }}
     env:
       GETOPT_INCLUDE_DIR: ${{ github.workspace }}/../wingetopt/src
       GETOPT_LIBRARY: ${{ github.workspace }}/../wingetopt/build/Release/wingetopt.lib
+      VCPKG_DEFAULT_BINARY_CACHE: C:/vcpkg_binary_cache
     steps:
       - uses: actions/checkout@v2
+      - uses: actions/cache@v2
         with:
-          submodules: true
+          path: |
+            C:/vcpkg_binary_cache
+          key: vcpkg-binary-cache-${{ matrix.os }}
+      - uses: actions/cache@v2
+        with:
+          path: |
+            C:/postgis.zip
+          key: postgis-cache
+      - name: Prepare cache
+        run: if [ ! -d C:/vcpkg_binary_cache ]; then mkdir C:/vcpkg_binary_cache; fi
+        shell: bash
+      - uses: ./.github/actions/win-postgres
       - uses: ./.github/actions/win-install
       - uses: ./.github/actions/win-getopt
       - uses: ./.github/actions/win-cmake
       - uses: ./.github/actions/win-build
       - uses: ./.github/actions/win-test
+      - name: Package osm2pgsql
+        run: |
+          mkdir c:/artifact/
+          mkdir c:/artifact/osm2pgsql-bin
+          cp -r Release/* ../README.md ../COPYING ../*.style ../scripts ../flex-config c:/artifact/osm2pgsql-bin/
+        shell: bash
+        working-directory: build
+        if: matrix.os == 'windows-2022'
+      - name: 'Upload Artifact'
+        uses: actions/upload-artifact@v2
+        with:
+          name: osm2pgsql-win64
+          path: c:/artifact
+        if: matrix.os == 'windows-2022'
 
-  windows-2022:
+  windows-package:
+    needs: windows
     runs-on: windows-2022
     env:
-      GETOPT_INCLUDE_DIR: ${{ github.workspace }}/../wingetopt/src
-      GETOPT_LIBRARY: ${{ github.workspace }}/../wingetopt/build/Release/wingetopt.lib
+      OSMURL: https://download.geofabrik.de/europe/monaco-latest.osm.bz2
     steps:
       - uses: actions/checkout@v2
+      - uses: actions/cache@v2
         with:
-          submodules: true
-      - uses: ./.github/actions/win-install
-      - uses: ./.github/actions/win-getopt
-      - uses: ./.github/actions/win-cmake
-      - uses: ./.github/actions/win-build
-      - uses: ./.github/actions/win-test
+          path: |
+            C:/postgis.zip
+          key: postgis-cache
+      - uses: actions/download-artifact@v2
+        with:
+          name: osm2pgsql-win64
+      - uses: ./.github/actions/win-postgres
+      - name: Set up database
+        run: |
+          & $env:PGBIN\createdb osm
+          & $env:PGBIN\psql -d osm -c "CREATE EXTENSION hstore; CREATE EXTENSION postgis;"
+        shell: pwsh
+      - name: Get test data
+        run: (new-object net.webclient).DownloadFile($env:OSMURL, "testfile.osm.bz2")
+      - name: Exceute osm2pgsql
+        run: ./osm2pgsql-bin/osm2pgsql --slim -d osm testfile.osm.bz2
+        shell: bash
 
diff --git a/appveyor.yml b/appveyor.yml
deleted file mode 100644
index c23492ccf..000000000
--- a/appveyor.yml
+++ /dev/null
@@ -1,125 +0,0 @@
-environment:
-  global:
-    BZIP2_VER: 1.0.8.0
-    EXPAT_VER: 2.4.1
-    PROJ_VER: 7.0.1
-    ZLIB_VER: 1.2.11
-    LUA_VER: 5.3.4
-    LUA_INCLUDE_DIR: C:\lua\include
-    LUA_LIBRARIES: C:\lua\lua53.lib
-    LUA_DLL: C:\lua\lua53.dll
-    WINGETOPT_VER: v0.95
-    GETOPT_INCLUDE_DIR: C:\wingetopt\src
-    GETOPT_LIBRARY: C:\wingetopt\build\wingetopt.lib
-    BZIP2_INCLUDE_DIR: C:\bzip2\dev
-    BZIP2_LIBRARY: C:\bzip2\dll
-    BOOST_PATH: C:\Libraries\boost_1_77_0
-    POSTGRESQL_VER: 11.2
-    TESTS_POSTGRESQL_ROOT: C:\Progra~1\PostgreSQL\9.6
-    POSTGIS_VER: 2.4.3
-    POSTGIS_URL: "https://osm2pgsql.org/ci/winbuild/postgis-bundle-pg96-2.4.3x64.zip"
-    PGUSER: postgres
-    PGPASSWORD: Password12!
-
-os: Visual Studio 2019
-
-services:
-  - postgresql96
-
-clone_folder: c:\osm2pgsql
-
-clone_depth: 1
-
-init:
-  - git config --global core.autocrlf input
-  - set bz2_dll_url=https://github.com/philr/bzip2-windows/releases/download/v%BZIP2_VER%/bzip2-dll-%BZIP2_VER%-win-x64.zip
-  - set bz2_dev_url=https://github.com/philr/bzip2-windows/releases/download/v%BZIP2_VER%/bzip2-dev-%BZIP2_VER%-win-x64.zip
-  - set vcvarsall_arg=amd64
-  - set conda_path=C:\Miniconda36-x64\Scripts
-  - set python_path=C:\Python38-x64
-  - set conda_library_path=C:\Miniconda36-x64\envs\osm2pgsql\Library
-  - set lua_url=https://osm2pgsql.org/ci/winbuild/lua_x64.zip
-  - set build_type=Release
-  - '"C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Auxiliary\Build\vcvars64.bat"'
-
-install:
-  - set PATH=%TESTS_POSTGRESQL_ROOT%\bin;%python_path%;%PATH%;%conda_path%
-  - cd c:\
-  - conda config --set always_yes yes
-  - conda create --name osm2pgsql
-  - activate osm2pgsql
-  - conda install expat=%EXPAT_VER% proj=%PROJ_VER% zlib=%ZLIB_VER% postgresql=%POSTGRESQL_VER%
-  - ps: if (!(Test-Path "C:\bzip2_dll_x64.zip")){(new-object net.webclient).DownloadFile($env:bz2_dll_url, "C:\bzip2_dll_x64.zip")}
-  - 7z x -y C:\bzip2_dll_x64.zip -o%BZIP2_LIBRARY%
-  - ps: if (!(Test-Path "C:\bzip2_dev_x64.zip")){(new-object net.webclient).DownloadFile($env:bz2_dev_url, "C:\bzip2_dev_x64.zip")}
-  - 7z x -y C:\bzip2_dev_x64.zip -o%BZIP2_INCLUDE_DIR%
-  - ps: if (!(Test-Path "C:\lua_x64.zip")){(new-object net.webclient).DownloadFile($env:lua_url, "C:\lua_x64.zip")}
-  - 7z x -y C:\lua_x64.zip -oC:\lua
-  - ps: if (!(Test-Path "C:\postgis.zip")){(new-object net.webclient).DownloadFile($env:POSTGIS_URL, "C:\postgis.zip")}
-  - 7z x C:\postgis.zip -oC:\postgis
-  - xcopy /e /y /q C:\postgis\postgis-bundle-pg96-2.4.3x64 %TESTS_POSTGRESQL_ROOT%
-  - git clone https://github.com/alex85k/wingetopt -b %WINGETOPT_VER% C:\wingetopt
-  - python -V
-  - python -m pip install psycopg2
-
-before_build:
-  - cd C:\wingetopt
-  - mkdir build
-  - cd build
-  - cmake .. -G "NMake Makefiles" -DCMAKE_BUILD_TYPE=%build_type%
-  - nmake
-
-build_script:
-  - mkdir c:\osm2pgsql\build
-  - cd c:\osm2pgsql\build
-  - >
-    cmake .. -LA -G "NMake Makefiles" -DCMAKE_BUILD_TYPE=%build_type% -DBUILD_TESTS=ON
-    -DLUA_INCLUDE_DIR=%LUA_INCLUDE_DIR% -DLUA_LIBRARIES=%LUA_LIBRARIES%
-    -DGETOPT_INCLUDE_DIR=%GETOPT_INCLUDE_DIR% -DGETOPT_LIBRARY=%GETOPT_LIBRARY%
-    -DBOOST_ROOT=%BOOST_PATH% -DBoost_USE_STATIC_LIBS=ON
-    -DBZIP2_INCLUDE_DIR=%BZIP2_INCLUDE_DIR%
-    -DBZIP2_LIBRARIES=%BZIP2_INCLUDE_DIR%\libbz2.lib
-  - nmake
-
-after_build:
-  - mkdir osm2pgsql-bin
-  - copy /y *.exe osm2pgsql-bin
-  - copy /y ..\*.style osm2pgsql-bin
-  - copy /y ..\*.lua osm2pgsql-bin
-  - copy /y %conda_library_path%\bin\libpq.dll osm2pgsql-bin
-  - copy /y %conda_library_path%\bin\zlib.dll osm2pgsql-bin
-  - copy /y %conda_library_path%\bin\expat.dll osm2pgsql-bin
-  - copy /y %conda_library_path%\bin\gssapi64.dll osm2pgsql-bin
-  - copy /y %conda_library_path%\bin\libcrypto-1_1-x64.dll osm2pgsql-bin
-  - copy /y %conda_library_path%\bin\libssl-1_1-x64.dll osm2pgsql-bin
-  - copy /y %conda_library_path%\bin\comerr64.dll osm2pgsql-bin
-  - copy /y %conda_library_path%\bin\krb5_64.dll osm2pgsql-bin
-  - copy /y %conda_library_path%\bin\k5sprt64.dll osm2pgsql-bin
-  - copy /y %conda_library_path%\bin\wshelp64.dll osm2pgsql-bin
-  - copy /y %BZIP2_LIBRARY%\libbz2.dll osm2pgsql-bin
-  - copy /y %LUA_DLL% osm2pgsql-bin
-  - 7z a c:\osm2pgsql\osm2pgsql_%build_type%_x64.zip osm2pgsql-bin -tzip
-
-before_test:
-  - cd c:\
-  - mkdir temp
-  - cacls temp /T /E /G Users:F
-  - cacls temp /T /E /G "Network Service":F
-  - |
-    psql -c "CREATE TABLESPACE tablespacetest LOCATION 'c:/temp'"
-  - set PATH=c:\osm2pgsql\build\osm2pgsql-bin;%PATH%
-  - set PROJ_LIB=%conda_library_path%\share\proj
-
-test_script:
-  - cd c:\osm2pgsql\build
-  #- ctest -VV -L NoDB
-  - ctest -VV -LE FlatNodes # enable when Postgis will be available
-
-artifacts:
-  - path: osm2pgsql_%build_type%_x64.zip
-
-cache:
-  - C:\lua_x64.zip -> appveyor.yml
-  - C:\bzip2_dev_x64.zip -> appveyor.yml
-  - C:\bzip2_dll_x64.zip -> appveyor.yml
-  - C:\postgis.zip -> appveyor.yml
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index bc4989051..3d56d4478 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -131,6 +131,7 @@ if (PYTHONINTERP_FOUND)
     set_tests_properties(regression-test-pbf PROPERTIES TIMEOUT ${TESTING_TIMEOUT})
     set_tests_properties(regression-test-pbf
                          PROPERTIES FIXTURES_REQUIRED Tablespace)
+    set_tests_properties(regression-test-pbf PROPERTIES ENVIRONMENT OSM2PGSQL_BINARY=$<TARGET_FILE:osm2pgsql>)
     message(STATUS "Added test: regression-test-pbf (needs Python with psycopg2 module)")
 else()
     message(WARNING "Can not find python, regression test disabled")
diff --git a/tests/regression-test.py.in b/tests/regression-test.py.in
index 7235cf18a..48ec948cc 100755
--- a/tests/regression-test.py.in
+++ b/tests/regression-test.py.in
@@ -1,5 +1,6 @@
 #! @PYTHON_EXECUTABLE@ -B
 
+import os
 import sys
 import unittest
 
@@ -7,7 +8,7 @@ sys.path.insert(1, '@CMAKE_CURRENT_SOURCE_DIR@')
 
 from regression import *
 
-CONFIG['executable'] = '@osm2pgsql_BINARY_DIR@/osm2pgsql'
+CONFIG['executable'] = os.environ['OSM2PGSQL_BINARY']
 CONFIG['test_data_path'] = '@CMAKE_CURRENT_SOURCE_DIR@/data'
 CONFIG['default_data_path'] = '@osm2pgsql_SOURCE_DIR@'
 CONFIG['have_lua'] = '@HAVE_LUA@' == '1'