diff --git a/deployment/centos-package-x64/Dockerfile b/deployment/centos-package-x64/Dockerfile
index 855b0a4797..3e2d674351 100644
--- a/deployment/centos-package-x64/Dockerfile
+++ b/deployment/centos-package-x64/Dockerfile
@@ -13,13 +13,12 @@ RUN yum update -y \
  && yum install -y epel-release
 
 # Install build dependencies
-RUN yum install -y @buildsys-build rpmdevtools yum-plugins-core libcurl-devel fontconfig-devel freetype-devel openssl-devel glibc-devel libicu-devel wget git
+RUN yum install -y @buildsys-build rpmdevtools yum-plugins-core libcurl-devel fontconfig-devel freetype-devel openssl-devel glibc-devel libicu-devel git
 
 # Install recent NodeJS and Yarn
-RUN wget -O- https://raw.githubusercontent.com/creationix/nvm/v0.35.0/install.sh | /bin/bash \
- && source "$HOME/.nvm/nvm.sh" \
- && nvm install v8 \
- && npm install -g yarn
+RUN curl -fSsLo /etc/yum.repos.d/yarn.repo https://dl.yarnpkg.com/rpm/yarn.repo \
+ && rpm -i https://rpm.nodesource.com/pub_8.x/el/7/x86_64/nodesource-release-el7-1.noarch.rpm \
+ && yum install -y yarn
 
 # Install DotNET SDK
 RUN rpm -Uvh https://packages.microsoft.com/config/rhel/7/packages-microsoft-prod.rpm \
diff --git a/deployment/centos-package-x64/docker-build.sh b/deployment/centos-package-x64/docker-build.sh
index b4e5df8f0d..62dd144e50 100755
--- a/deployment/centos-package-x64/docker-build.sh
+++ b/deployment/centos-package-x64/docker-build.sh
@@ -8,17 +8,9 @@ set -o xtrace
 # Move to source directory
 pushd ${SOURCE_DIR}
 
-# Prepare the source
-source "$HOME/.nvm/nvm.sh"
-nvm use v8
+# Build RPM
 make -f .copr/Makefile srpm outdir=/root/rpmbuild/SRPMS
-
-# Remove dep for nodejs/yarn since our build env won't have these (NVM instead)
-sed -i '/BuildRequires:  nodejs >= 8 yarn/d' SPECS/jellyfin.spec
-
-# Build the RPMs
-rpmbuild -bs SPECS/jellyfin.spec --define "_sourcedir ${SOURCE_DIR}/SOURCES/pkg-src/"
-rpmbuild -bb SPECS/jellyfin.spec --define "_sourcedir ${SOURCE_DIR}/SOURCES/pkg-src/"
+rpmbuild --rebuild -bb /root/rpmbuild/SRPMS/jellyfin-*.src.rpm
 
 # Move the artifacts out
 mkdir -p ${ARTIFACT_DIR}/rpm