diff --git a/loki-build-image/Dockerfile b/loki-build-image/Dockerfile
index ec35fbb249f4f..9cfbc5b4d6a14 100644
--- a/loki-build-image/Dockerfile
+++ b/loki-build-image/Dockerfile
@@ -5,8 +5,10 @@
 # See ../docs/sources/community/maintaining/release-loki-build-image.md for instructions
 # on how to publish a new build image.
 ARG GO_VERSION=1.23
+ARG GOLANG_BASE_IMAGE=${GO_VERSION}-bullseye
+
 # Install helm (https://helm.sh/) and helm-docs (https://github.com/norwoodj/helm-docs) for generating Helm Chart reference.
-FROM golang:${GO_VERSION}-bookworm AS helm
+FROM ${GOLANG_BASE_IMAGE} AS helm
 ARG TARGETARCH
 ARG HELM_VER="v3.2.3"
 RUN curl -L "https://get.helm.sh/helm-${HELM_VER}-linux-$TARGETARCH.tar.gz" | tar zx && \
@@ -38,7 +40,7 @@ RUN apk add --no-cache curl && \
 FROM alpine:3.20.3 AS docker
 RUN apk add --no-cache docker-cli docker-cli-buildx
 
-FROM golang:${GO_VERSION}-bookworm AS drone
+FROM ${GOLANG_BASE_IMAGE} AS drone
 ARG TARGETARCH
 RUN curl -L "https://github.com/drone/drone-cli/releases/download/v1.7.0/drone_linux_$TARGETARCH".tar.gz | tar zx && \
     install -t /usr/local/bin drone
@@ -48,35 +50,35 @@ RUN curl -L "https://github.com/drone/drone-cli/releases/download/v1.7.0/drone_l
 # Error:
 # github.com/fatih/faillint@v1.5.0 requires golang.org/x/tools@v0.0.0-20200207224406-61798d64f025
 #   (not golang.org/x/tools@v0.0.0-20190918214920-58d531046acd from golang.org/x/tools/cmd/goyacc@58d531046acdc757f177387bc1725bfa79895d69)
-FROM golang:${GO_VERSION}-bookworm AS faillint
+FROM ${GOLANG_BASE_IMAGE} AS faillint
 RUN GO111MODULE=on go install github.com/fatih/faillint@v1.12.0
 RUN GO111MODULE=on go install golang.org/x/tools/cmd/goimports@v0.7.0
 
-FROM golang:${GO_VERSION}-bookworm AS delve
+FROM ${GOLANG_BASE_IMAGE} AS delve
 RUN GO111MODULE=on go install github.com/go-delve/delve/cmd/dlv@latest
 
 # Install ghr used to push binaries and template the release
 # This collides with the version of go tools used in the base image, thus we install it in its own image and copy it over.
-FROM golang:${GO_VERSION}-bookworm AS ghr
+FROM ${GOLANG_BASE_IMAGE} AS ghr
 RUN GO111MODULE=on go install github.com/tcnksm/ghr@9349474
 
 # Install nfpm (https://nfpm.goreleaser.com) for creating .deb and .rpm packages.
-FROM golang:${GO_VERSION}-bookworm AS nfpm
+FROM ${GOLANG_BASE_IMAGE} AS nfpm
 RUN GO111MODULE=on go install github.com/goreleaser/nfpm/v2/cmd/nfpm@v2.11.3
 
 # Install gotestsum
-FROM golang:${GO_VERSION}-bookworm AS gotestsum
+FROM ${GOLANG_BASE_IMAGE} AS gotestsum
 RUN GO111MODULE=on go install gotest.tools/gotestsum@v1.8.2
 
 # Install tools used to compile jsonnet.
-FROM golang:${GO_VERSION}-bookworm AS jsonnet
+FROM ${GOLANG_BASE_IMAGE} AS jsonnet
 RUN GO111MODULE=on go install github.com/jsonnet-bundler/jsonnet-bundler/cmd/jb@v0.5.1
 RUN GO111MODULE=on go install github.com/monitoring-mixins/mixtool/cmd/mixtool@16dc166166d91e93475b86b9355a4faed2400c18
 RUN GO111MODULE=on go install github.com/google/go-jsonnet/cmd/jsonnet@v0.20.0
 
 FROM aquasec/trivy AS trivy
 
-FROM golang:${GO_VERSION}-bookworm
+FROM ${GOLANG_BASE_IMAGE}
 RUN apt-get update && \
     apt-get install -qy \
     musl gnupg ragel \