diff --git a/.circleci/config.yml b/.circleci/config.yml
index 5718e58c..ebd40317 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -169,14 +169,34 @@ jobs:
           command: Install-Module Microsoft.PowerShell.Archive -MinimumVersion 1.2.3.0 -Repository PSGallery -Force
       - attach_workspace:
           at: .\repos
-      - run: .\repos\win_scripts\build_kaleido.ps1
+      - run: .\repos\win_scripts\build_kaleido.ps1 x64
       - run: dir .\repos\build\kaleido
       - run: dir .\repos\kaleido\py\dist
       - store_artifacts:
           path: ./repos/build/kaleido_win.zip
       - store_artifacts:
           path: ./repos/kaleido/py/kaleido_wheel.zip
-      
+
+  windows_build-32:
+    executor:
+      name: win/default
+      size: "xlarge"
+      shell: powershell.exe
+    steps:
+      - checkout
+      - run:
+          name: Update PowerShell.Archive to fix slash direction
+          command: Install-Module Microsoft.PowerShell.Archive -MinimumVersion 1.2.3.0 -Repository PSGallery -Force
+      - attach_workspace:
+          at: .\repos
+      - run: .\repos\win_scripts\build_kaleido.ps1 x86
+      - run: dir .\repos\build\kaleido
+      - run: dir .\repos\kaleido\py\dist
+      - store_artifacts:
+          path: ./repos/build/kaleido_win.zip
+      - store_artifacts:
+          path: ./repos/kaleido/py/kaleido_wheel.zip
+
 workflows:
   build-windows:
     jobs:
@@ -184,7 +204,12 @@ workflows:
       - windows_build:
           requires:
             - windows_fetch
-
+  build-windows-32:
+    jobs:
+      - windows_fetch
+      - windows_build-32:
+          requires:
+            - windows_fetch
   build-mac:
     jobs:
       - mac_fetch
diff --git a/repos/kaleido/py/setup.py b/repos/kaleido/py/setup.py
index 897f63be..95eced3b 100644
--- a/repos/kaleido/py/setup.py
+++ b/repos/kaleido/py/setup.py
@@ -129,6 +129,13 @@ def run(self):
         # Use current platform as plat_name, but replace linux with manylinux2014
         cmd_obj.plat_name = distutils.util.get_platform().replace("linux-", "manylinux1-")
 
+        # Handle windows 32-bit cross compilation
+        print(os.environ.get("KALEIDO_ARCH", "x64"))
+        if cmd_obj.plat_name.startswith("win-"):
+            arch = os.environ.get("KALEIDO_ARCH", "x64")
+            if arch == "x86":
+                cmd_obj.plat_name = "win32"
+        print(cmd_obj.plat_name)
         # Set macos platform to 10.10 to match chromium build target (See build/config/mac/mac_sdk.gni)
         # rather than Python environment
         if cmd_obj.plat_name.startswith("macosx"):
diff --git a/repos/win_scripts/args.gn b/repos/win_scripts/args_x64.gn
similarity index 92%
rename from repos/win_scripts/args.gn
rename to repos/win_scripts/args_x64.gn
index fbd6d732..efcbc374 100644
--- a/repos/win_scripts/args.gn
+++ b/repos/win_scripts/args_x64.gn
@@ -14,3 +14,5 @@ symbol_level=0
 blink_symbol_level=0
 is_debug=false
 is_component_build=false
+
+target_cpu = "x64"
\ No newline at end of file
diff --git a/repos/win_scripts/args_x86.gn b/repos/win_scripts/args_x86.gn
new file mode 100644
index 00000000..19aad93d
--- /dev/null
+++ b/repos/win_scripts/args_x86.gn
@@ -0,0 +1,18 @@
+# Copied windows compatible options from //build/args/headless.gn
+# Embed resource.pak into binary to simplify deployment.
+headless_use_embedded_resources = true
+
+# Use embedded data instead external files for headless in order
+# to simplify deployment.
+v8_use_external_startup_data = false
+
+enable_nacl = false
+enable_remoting = false
+
+# Debug / symbols
+symbol_level=0
+blink_symbol_level=0
+is_debug=false
+is_component_build=false
+
+target_cpu = "x86"
\ No newline at end of file
diff --git a/repos/win_scripts/build_kaleido.ps1 b/repos/win_scripts/build_kaleido.ps1
index 92c20a02..e5613211 100644
--- a/repos/win_scripts/build_kaleido.ps1
+++ b/repos/win_scripts/build_kaleido.ps1
@@ -1,4 +1,8 @@
-& {
+$arch = $args[0]
+echo $arch
+if (-not ($arch -eq "x86" -or $arch -eq "x64")) {
+    throw "Invalid architecture,: must be one of x86 or x64: received $arch"
+}
 
 # cd to repos directory
 cd $PSScriptRoot\..
@@ -29,12 +33,12 @@ $env:DEPOT_TOOLS_WIN_TOOLCHAIN=0
 cd src
 
 # Make output directory
-if (-Not (Test-Path out\Kaleido_win)) {
-    New-Item -Path out\Kaleido_win -ItemType "directory" -ErrorAction Ignore
+if (-Not (Test-Path out\Kaleido_win_$arch)) {
+    New-Item -Path out\Kaleido_win_$arch -ItemType "directory" -ErrorAction Ignore
 }
 
 # Write out/Kaleido_win/args.gn
-Copy-Item ..\win_scripts\args.gn -Destination out\Kaleido_win
+Copy-Item ..\win_scripts\args_$arch.gn -Destination out\Kaleido_win_$arch\args.gn
 
 # Copy kaleido/kaleido.cc to src/headless/app/kaleido.cc
 if (Test-Path headless\app\scopes) {
@@ -43,8 +47,8 @@ if (Test-Path headless\app\scopes) {
 Copy-Item ..\kaleido\cc\* -Destination headless\app\ -Recurse 
 
 # Perform build, result will be out/Kaleido_win/kaleido
-gn gen out\Kaleido_win
-ninja -C out\Kaleido_win -j 16 kaleido
+gn gen out\Kaleido_win_$arch
+ninja -C out\Kaleido_win_$arch -j 16 kaleido
 
 # Copy build files
 if (-Not (Test-Path ..\build\kaleido)) {
@@ -53,8 +57,8 @@ if (-Not (Test-Path ..\build\kaleido)) {
 Remove-Item -Recurse -Force ..\build\kaleido\* -ErrorAction Ignore
 New-Item -Path ..\build\kaleido\bin -ItemType "directory"
 
-Copy-Item out\Kaleido_win\kaleido.exe -Destination ..\build\kaleido\bin -Recurse
-Copy-Item out\Kaleido_win\swiftshader -Destination ..\build\kaleido\bin -Recurse
+Copy-Item out\Kaleido_win_$arch\kaleido.exe -Destination ..\build\kaleido\bin -Recurse
+Copy-Item out\Kaleido_win_$arch\swiftshader -Destination ..\build\kaleido\bin -Recurse
 
 # version
 cp ..\kaleido\version ..\build\kaleido\
@@ -63,7 +67,7 @@ cp ..\kaleido\version ..\build\kaleido\
 cp ..\kaleido\LICENSE.txt ..\build\kaleido\
 
 # Copy icudtl.dat
-Copy-Item .\out\Kaleido_win\icudtl.dat -Destination ..\build\kaleido\bin
+Copy-Item .\out\Kaleido_win_$arch\icudtl.dat -Destination ..\build\kaleido\bin
 
 # Copy javascript
 cd ..\kaleido\js\
@@ -86,6 +90,7 @@ Copy-Item ..\win_scripts\kaleido.cmd -Destination ..\build\kaleido\
 
 # Build python wheel
 cd ../kaleido/py
+$env:KALEIDO_ARCH=$arch
 python setup.py package
 
 # Change up to kaleido/ directory
@@ -101,6 +106,4 @@ Compress-Archive -Path ..\build\kaleido -DestinationPath ..\build\kaleido_win.zi
 if (Test-Path ..\kaleido\py\kaleido_wheel.zip) {
     Remove-Item -Recurse -Force ..\kaleido\py\kaleido_wheel.zip
 }
-Compress-Archive -Path ..\kaleido\py\dist -DestinationPath ..\kaleido\py\kaleido_wheel.zip
-
-}
\ No newline at end of file
+Compress-Archive -Path ..\kaleido\py\dist -DestinationPath ..\kaleido\py\kaleido_wheel.zip
\ No newline at end of file