diff --git a/Dockerfile b/Dockerfile
index 7946f78e404e82..2c31b5077f67ee 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -4,7 +4,7 @@ ARG BASE_IMAGE=docker.io/library/ubuntu:22.04@sha256:0bced47fffa3361afa981854fca
 # Initial stage which pulls prepares build dependencies and CLI tooling we need for our final image
 # Also used as the image in CI jobs so needs all dependencies
 ####################################################################################################
-FROM docker.io/library/golang:1.21.1@sha256:2270a408c4cb38f8459839082d89afa4a2870773c509adf7641e9558167d0030 AS builder
+FROM docker.io/library/golang:1.21.3@sha256:02d7116222536a5cf0fcf631f90b507758b669648e0f20186d2dc94a9b419a9b AS builder
 
 RUN echo 'deb http://deb.debian.org/debian buster-backports main' >> /etc/apt/sources.list
 
@@ -101,7 +101,7 @@ RUN HOST_ARCH=$TARGETARCH NODE_ENV='production' NODE_ONLINE_ENV='online' NODE_OP
 ####################################################################################################
 # Argo CD Build stage which performs the actual build of Argo CD binaries
 ####################################################################################################
-FROM --platform=$BUILDPLATFORM docker.io/library/golang:1.21.1@sha256:2270a408c4cb38f8459839082d89afa4a2870773c509adf7641e9558167d0030 AS argocd-build
+FROM --platform=$BUILDPLATFORM docker.io/library/golang:1.21.3@sha256:02d7116222536a5cf0fcf631f90b507758b669648e0f20186d2dc94a9b419a9b AS argocd-build
 
 WORKDIR /go/src/github.com/argoproj/argo-cd