diff --git a/deployment/centos-package-x64/Dockerfile b/deployment/centos-package-x64/Dockerfile
index 38853f1738..61e998b70c 100644
--- a/deployment/centos-package-x64/Dockerfile
+++ b/deployment/centos-package-x64/Dockerfile
@@ -10,7 +10,7 @@ ENV ARTIFACT_DIR=/dist
 
 # Prepare CentOS build environment
 RUN yum update -y \
- && yum install -y @buildsys-build rpmdevtools yum-plugins-core libcurl-devel fontconfig-devel freetype-devel openssl-devel glibc-devel libicu-devel \
+ && yum install -y @buildsys-build rpmdevtools yum-plugins-core libcurl-devel fontconfig-devel freetype-devel openssl-devel glibc-devel libicu-devel nodejs \
  && rpm -Uvh https://packages.microsoft.com/config/rhel/7/packages-microsoft-prod.rpm \
  && rpmdev-setuptree \
  && yum install -y dotnet-sdk-${SDK_VERSION} \
@@ -20,6 +20,10 @@ RUN yum update -y \
  && mkdir -p ${SOURCE_DIR}/SOURCES \
  && ln -s ${PLATFORM_DIR}/pkg-src ${SOURCE_DIR}/SOURCES
 
+# Install yarn package manager
+RUN wget -q -O- https://dl.yarnpkg.com/rpm/yarn.repo | sudo tee /etc/yum.repos.d/yarn.repo \
+ && yum install -y yarn
+
 VOLUME ${ARTIFACT_DIR}/
 
 COPY . ${SOURCE_DIR}/
diff --git a/deployment/centos-package-x64/docker-build.sh b/deployment/centos-package-x64/docker-build.sh
index cefb1652e9..f08b5277d2 100755
--- a/deployment/centos-package-x64/docker-build.sh
+++ b/deployment/centos-package-x64/docker-build.sh
@@ -8,7 +8,19 @@ set -o xtrace
 # Move to source directory
 pushd ${SOURCE_DIR}
 
-ls -al SOURCES/pkg-src/
+# Clone down and build Web frontend
+web_build_dir="$( mktemp -d )"
+web_target="${SOURCE_DIR}/MediaBrowser.WebDashboard/jellyfin-web"
+git clone https://github.com/jellyfin/jellyfin-web.git ${web_build_dir}/
+pushd ${web_build_dir}
+if [[ -n ${web_branch} ]]; then
+    checkout -b origin/${web_branch}
+fi
+yarn install
+yarn build
+mkdir -p ${web_target}
+mv dist/* ${web_target}/
+popd
 
 # Build RPM
 spectool -g -R SPECS/jellyfin.spec
diff --git a/deployment/centos-package-x64/package.sh b/deployment/centos-package-x64/package.sh
index df5a665808..1b2d0bd733 100755
--- a/deployment/centos-package-x64/package.sh
+++ b/deployment/centos-package-x64/package.sh
@@ -2,6 +2,12 @@
 
 source ../common.build.sh
 
+args="${@}"
+declare -a docker_envvars
+for arg in ${args}; do
+    docker_envvars+=("-e ${arg}")
+done
+
 WORKDIR="$( pwd )"
 VERSION="$( grep '^Version:' ${WORKDIR}/pkg-src/jellyfin.spec | awk '{ print $NF }' )"
 
@@ -71,7 +77,7 @@ fi
 # Set up the build environment Docker image
 ${docker_sudo} docker build ../.. -t "${image_name}" -f ./Dockerfile
 # Build the RPMs and copy out to ${package_temporary_dir}
-${docker_sudo} docker run --rm -v "${package_temporary_dir}:/dist" "${image_name}"
+${docker_sudo} docker run --rm -v "${package_temporary_dir}:/dist" "${image_name}" ${docker_envvars}
 # Move the RPMs to the output directory
 mkdir -p "${output_dir}"
 mv "${package_temporary_dir}"/rpm/* "${output_dir}"