diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index a81833d5698..e5ae08ce777 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -14,7 +14,7 @@
 # repository's registry will be used there as well.
 variables:
   UPSTREAM_REPO: mesa/mesa
-  DEBIAN_TAG: "2019-07-04"
+  DEBIAN_TAG: "2019-07-11"
   DEBIAN_VERSION: stretch-slim
   DEBIAN_IMAGE: "$CI_REGISTRY_IMAGE/debian/$DEBIAN_VERSION:$DEBIAN_TAG"
 
@@ -227,6 +227,71 @@ meson-vulkan:
     EXTRA_OPTION: >
       -D vulkan-overlay-layer=true
 
+.meson-cross:
+  extends: .meson-build
+  variables:
+    UNWIND: "false"
+    DRI_LOADERS: >
+      -D glx=disabled
+      -D gbm=false
+      -D egl=false
+      -D platforms=surfaceless
+      -D osmesa=none
+    GALLIUM_ST: >
+      -D dri3=false
+      -D gallium-vdpau=false
+      -D gallium-xvmc=false
+      -D gallium-omx=disabled
+      -D gallium-va=false
+      -D gallium-xa=false
+      -D gallium-nine=false
+      -D llvm=false
+    CROSS: >
+      --libdir lib
+      --cross /tmp/cross_file.txt
+
+  script:
+    - /usr/share/meson/debcrossgen --arch ${ARCH} -o /tmp/cross_file.txt
+    # Work around a bug in debcrossgen that should be fixed in the next release
+    - sed -i "s|cpu_family = 'i686'|cpu_family = 'x86'|g" /tmp/cross_file.txt
+    - .gitlab-ci/meson-build.sh
+
+meson-armhf:
+  extends: .meson-cross
+  variables:
+    ARCH: armhf
+    VULKAN_DRIVERS: freedreno
+    GALLIUM_DRIVERS: "etnaviv,freedreno,kmsro,lima,nouveau,panfrost,tegra,v3d,vc4"
+    # Disable the tests since we're cross compiling.
+    EXTRA_OPTION: >
+      -D build-tests=false
+      -D I-love-half-baked-turnips=true
+      -D vulkan-overlay-layer=true
+
+meson-arm64:
+  extends: .meson-cross
+  variables:
+    ARCH: arm64
+    VULKAN_DRIVERS: freedreno
+    GALLIUM_DRIVERS: "etnaviv,freedreno,kmsro,lima,nouveau,panfrost,tegra,v3d,vc4"
+    # Disable the tests since we're cross compiling.
+    EXTRA_OPTION: >
+      -D build-tests=false
+      -D I-love-half-baked-turnips=true
+      -D vulkan-overlay-layer=true
+
+meson-i386:
+  extends: .meson-cross
+  variables:
+    ARCH: i386
+    VULKAN_DRIVERS: intel
+    GALLIUM_DRIVERS: "swrast"
+    # Disable i386 tests, because u_format_tests gets precision
+    # failures in dxtn unpacking
+    EXTRA_OPTION: >
+      -D build-tests=false
+      -D vulkan-overlay-layer=true
+
 scons-nollvm:
   extends: .scons-build
   variables:
diff --git a/.gitlab-ci/debian-install.sh b/.gitlab-ci/debian-install.sh
index 1e4d3283be0..64f970fa81f 100644
--- a/.gitlab-ci/debian-install.sh
+++ b/.gitlab-ci/debian-install.sh
@@ -5,6 +5,11 @@ set -o xtrace
 
 export DEBIAN_FRONTEND=noninteractive
 
+CROSS_ARCHITECTURES="armhf arm64 i386"
+for arch in $CROSS_ARCHITECTURES; do
+    dpkg --add-architecture $arch
+done
+
 apt-get install -y \
       apt-transport-https \
       ca-certificates \
@@ -75,6 +80,22 @@ apt-get install -y \
       gettext \
       make
 
+# Cross-build Mesa deps
+for arch in $CROSS_ARCHITECTURES; do
+    apt-get install -y \
+            libdrm-dev:${arch} \
+            libexpat1-dev:${arch} \
+            libelf-dev:${arch}
+done
+apt-get install -y \
+        dpkg-dev \
+        gcc-aarch64-linux-gnu \
+        g++-aarch64-linux-gnu \
+        gcc-arm-linux-gnueabihf \
+        g++-arm-linux-gnueabihf \
+        gcc-i686-linux-gnu \
+        g++-i686-linux-gnu
+
 # for 64bit windows cross-builds
 apt-get install -y mingw-w64
 
@@ -185,7 +206,6 @@ apt-get install -y libxml2-utils
 apt-get purge -y \
       automake \
       libtool \
-      make \
       curl \
       unzip \
       wget \
diff --git a/.gitlab-ci/meson-build.sh b/.gitlab-ci/meson-build.sh
index ed188e34d98..2bf51de1cd6 100755
--- a/.gitlab-ci/meson-build.sh
+++ b/.gitlab-ci/meson-build.sh
@@ -16,6 +16,7 @@ fi
 
 rm -rf _build
 meson _build --native-file=native.file \
+      ${CROSS} \
       -D buildtype=debug \
       -D build-tests=true \
       -D libunwind=${UNWIND} \