diff --git a/Dockerfile b/Dockerfile
index e3ccf89152..a5741efdcf 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -55,6 +55,7 @@ RUN apt-get update && apt-get install -y \
 	libltdl-dev \
 	libsqlite3-dev \
 	libsystemd-journal-dev \
+	libtool \
 	mercurial \
 	parallel \
 	pkg-config \
@@ -125,6 +126,23 @@ RUN set -x \
 	&& UNATTENDED=yes OSX_VERSION_MIN=10.6 ${OSXCROSS_PATH}/build.sh
 ENV PATH /osxcross/target/bin:$PATH
 
+# install seccomp
+# this can be changed to the ubuntu package libseccomp-dev if dockerinit is removed,
+# we need libseccomp.a (which the package does not provide) for dockerinit
+ENV SECCOMP_VERSION v2.2.3
+RUN set -x \
+	&& export SECCOMP_PATH=$(mktemp -d) \
+	&& git clone https://github.com/seccomp/libseccomp.git "$SECCOMP_PATH" \
+	&& ( \
+		cd "$SECCOMP_PATH" \
+		&& git checkout "$SECCOMP_VERSION" \
+		&& ./autogen.sh \
+		&& ./configure --prefix=/usr \
+		&& make \
+		&& make install \
+	) \
+	&& rm -rf "$SECCOMP_PATH"
+
 # Install registry
 ENV REGISTRY_COMMIT ec87e9b6971d831f0eff752ddb54fb64693e51cd
 RUN set -x \
@@ -168,7 +186,7 @@ RUN useradd --create-home --gid docker unprivilegeduser
 
 VOLUME /var/lib/docker
 WORKDIR /go/src/github.com/docker/docker
-ENV DOCKER_BUILDTAGS apparmor selinux
+ENV DOCKER_BUILDTAGS apparmor seccomp selinux
 
 # Let us use a .bashrc file
 RUN ln -sfv $PWD/.bashrc ~/.bashrc