diff --git a/docker/base/Dockerfile.j2 b/docker/base/Dockerfile.j2
index 79fc0fdffa..bd75f6a90c 100644
--- a/docker/base/Dockerfile.j2
+++ b/docker/base/Dockerfile.j2
@@ -409,18 +409,21 @@ COPY curlrc /root/.curlrc
 
 {% if base_arch == 'x86_64' %}
 
-RUN curl -sSL https://github.com/Yelp/dumb-init/releases/download/v1.1.3/dumb-init_1.1.3_amd64 -o /usr/local/bin/dumb-init \
+RUN curl -sSL https://github.com/Yelp/dumb-init/releases/download/v1.2.2/dumb-init_1.2.2_{{debian_arch}} -o /usr/local/bin/dumb-init \
     && chmod +x /usr/local/bin/dumb-init
 
 {% else %}
 
 {{ macros.install_packages(base_compiler_packages) }}
 
-RUN curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py \
-    && python get-pip.py \
-    && rm get-pip.py \
-    && pip --no-cache-dir install  --prefix='/usr/local' dumb-init==1.1.3 \
-    && chmod +x /usr/local/bin/dumb-init
+{% set dumb_init_package_name = "dumb-init_1.2.2-1.1_" + debian_arch + ".deb" %}
+
+RUN curl -sSL http://deb.debian.org/debian/pool/main/d/dumb-init/{{dumb_init_package_name}} -o {{dumb_init_package_name}} \
+    && ar -x {{dumb_init_package_name}} data.tar.xz \
+    && tar xf data.tar.xz ./usr/bin/dumb-init \
+    && install -d -m 0755 /usr/local/bin \
+    && mv usr/bin/dumb-init /usr/local/bin/dumb-init \
+    && rm data.tar.xz {{dumb_init_package_name}}
 
 {% endif %}