diff --git a/.gitlab/image_build/docker_windows.yml b/.gitlab/image_build/docker_windows.yml
index 0f0622f1c5fd2..b5822eadb539b 100644
--- a/.gitlab/image_build/docker_windows.yml
+++ b/.gitlab/image_build/docker_windows.yml
@@ -65,7 +65,7 @@
   needs: ["windows_msi_and_bosh_zip_x64-a7", "build_windows_container_entrypoint"]
   variables:
     AGENT_ZIP: "datadog-agent-7*-x86_64.zip"
-    BUILD_ARG: "--build-arg BASE_IMAGE=mcr.microsoft.com/powershell:nanoserver-${VARIANT} --build-arg WITH_JMX=${WITH_JMX} --build-arg VARIANT=${VARIANT}"
+    BUILD_ARG: "--build-arg BASE_IMAGE=mcr.microsoft.com/powershell:nanoserver-${VARIANT} --build-arg NETAPI32_IMAGE=mcr.microsoft.com/powershell:windowsservercore-${VARIANT} --build-arg WITH_JMX=${WITH_JMX} --build-arg VARIANT=${VARIANT}"
     TARGET_TAG: "${IMAGE}:v${CI_PIPELINE_ID}-${CI_COMMIT_SHORT_SHA}${TAG_SUFFIX}-win${VARIANT}-amd64"
 
 .docker_build_agent6_windows_common:
@@ -77,21 +77,21 @@
   needs: ["windows_msi_x64-a6", "build_windows_container_entrypoint"]
   variables:
     AGENT_ZIP: "datadog-agent-6*-x86_64.zip"
-    BUILD_ARG: "--build-arg BASE_IMAGE=mcr.microsoft.com/powershell:nanoserver-${VARIANT} --build-arg WITH_JMX=${WITH_JMX} --build-arg VARIANT=${VARIANT}"
+    BUILD_ARG: "--build-arg BASE_IMAGE=mcr.microsoft.com/powershell:nanoserver-${VARIANT} --build-arg NETAPI32_IMAGE=mcr.microsoft.com/powershell:windowsservercore-${VARIANT} --build-arg WITH_JMX=${WITH_JMX} --build-arg VARIANT=${VARIANT}"
     TARGET_TAG: "${IMAGE}:v${CI_PIPELINE_ID}-${CI_COMMIT_SHORT_SHA}${TAG_SUFFIX}-win${VARIANT}-amd64"
 
 .docker_build_agent6_windows_servercore_common:
   extends:
     - .docker_build_agent6_windows_common
   variables:
-    BUILD_ARG: "--build-arg BASE_IMAGE=mcr.microsoft.com/powershell:windowsservercore-${VARIANT} --build-arg WITH_JMX=${WITH_JMX} --build-arg VARIANT=${VARIANT}"
+    BUILD_ARG: "--build-arg BASE_IMAGE=mcr.microsoft.com/powershell:windowsservercore-${VARIANT} --build-arg NETAPI32_IMAGE=mcr.microsoft.com/powershell:windowsservercore-${VARIANT} --build-arg WITH_JMX=${WITH_JMX} --build-arg VARIANT=${VARIANT}"
     TARGET_TAG: "${IMAGE}:v${CI_PIPELINE_ID}-${CI_COMMIT_SHORT_SHA}${TAG_SUFFIX}-win${VARIANT}-servercore-amd64"
 
 .docker_build_agent7_windows_servercore_common:
   extends:
     - .docker_build_agent7_windows_common
   variables:
-    BUILD_ARG: "--build-arg BASE_IMAGE=mcr.microsoft.com/powershell:windowsservercore-${VARIANT} --build-arg WITH_JMX=${WITH_JMX} --build-arg VARIANT=${VARIANT}"
+    BUILD_ARG: "--build-arg BASE_IMAGE=mcr.microsoft.com/powershell:windowsservercore-${VARIANT} --build-arg NETAPI32_IMAGE=mcr.microsoft.com/powershell:windowsservercore-${VARIANT} --build-arg WITH_JMX=${WITH_JMX} --build-arg VARIANT=${VARIANT}"
     TARGET_TAG: "${IMAGE}:v${CI_PIPELINE_ID}-${CI_COMMIT_SHORT_SHA}${TAG_SUFFIX}-win${VARIANT}-servercore-amd64"
 
 include:
diff --git a/Dockerfiles/agent/windows/amd64/Dockerfile b/Dockerfiles/agent/windows/amd64/Dockerfile
index 3b9e48c698937..9a0cba84d1378 100755
--- a/Dockerfiles/agent/windows/amd64/Dockerfile
+++ b/Dockerfiles/agent/windows/amd64/Dockerfile
@@ -1,5 +1,11 @@
 ARG BASE_IMAGE=mcr.microsoft.com/powershell:lts-windowsservercore-1809
-FROM ${BASE_IMAGE}
+ARG NETAPI32_IMAGE=mcr.microsoft.com/powershell:lts-windowsservercore-1809
+
+FROM ${NETAPI32_IMAGE} AS netapi32
+
+FROM ${BASE_IMAGE} AS final
+# This "copy netapi32.dll" hack can be reverted once https://github.com/microsoft/Windows-Containers/issues/72 is fixed.
+COPY --from=netapi32 /Windows/System32/netapi32.dll /netapi32.dll
 
 ARG WITH_JMX="false"
 ARG VARIANT="unknown"
@@ -10,6 +16,12 @@ USER ContainerAdministrator
 
 SHELL ["pwsh", "-Command", "$ErrorActionPreference = 'Stop';"]
 
+RUN if (-not (Test-Path /Windows/System32/netapi32.dll)) { \
+        Move-Item /netapi32.dll -Destination /Windows/System32/netapi32.dll \
+    } else { \
+        Remove-Item /netapi32.dll \
+    }
+
 COPY datadog-agent-latest.amd64.zip install.ps1 ./
 RUN . ./install.ps1