diff --git a/dev-tools/kubernetes/filebeat/Dockerfile.debug b/dev-tools/kubernetes/filebeat/Dockerfile.debug
index 661ac535c40..96458cbffbe 100644
--- a/dev-tools/kubernetes/filebeat/Dockerfile.debug
+++ b/dev-tools/kubernetes/filebeat/Dockerfile.debug
@@ -1,4 +1,4 @@
-FROM golang:alpine3.15 as builder
+FROM golang:1.19.10 as builder
 
 ENV PATH=/usr/bin:/bin:/usr/sbin:/sbin:/usr/local/bin:/go/bin:/usr/local/go/bin
 
diff --git a/dev-tools/kubernetes/heartbeat/Dockerfile.debug b/dev-tools/kubernetes/heartbeat/Dockerfile.debug
index cf61a85af40..bacfa95ca35 100644
--- a/dev-tools/kubernetes/heartbeat/Dockerfile.debug
+++ b/dev-tools/kubernetes/heartbeat/Dockerfile.debug
@@ -1,4 +1,4 @@
-FROM golang:alpine3.15 as builder
+FROM golang:1.19.10 as builder
 
 ENV PATH=/usr/bin:/bin:/usr/sbin:/sbin:/usr/local/bin:/go/bin:/usr/local/go/bin
 
diff --git a/dev-tools/kubernetes/metricbeat/Dockerfile.debug b/dev-tools/kubernetes/metricbeat/Dockerfile.debug
index 1462bc18b59..da68b4fb5d1 100644
--- a/dev-tools/kubernetes/metricbeat/Dockerfile.debug
+++ b/dev-tools/kubernetes/metricbeat/Dockerfile.debug
@@ -1,4 +1,4 @@
-FROM golang:alpine3.15 as builder
+FROM golang:1.19.10 as builder
 
 ENV PATH=/usr/bin:/bin:/usr/sbin:/sbin:/usr/local/bin:/go/bin:/usr/local/go/bin
 
diff --git a/metricbeat/module/http/_meta/Dockerfile b/metricbeat/module/http/_meta/Dockerfile
index 650c1c7c062..8565b542b1a 100644
--- a/metricbeat/module/http/_meta/Dockerfile
+++ b/metricbeat/module/http/_meta/Dockerfile
@@ -1,4 +1,4 @@
-FROM golang:1.16.5
+FROM golang:1.19.10
 
 COPY test/main.go main.go
 
diff --git a/metricbeat/module/nats/_meta/Dockerfile b/metricbeat/module/nats/_meta/Dockerfile
index 24757de5400..bbc62eaa888 100644
--- a/metricbeat/module/nats/_meta/Dockerfile
+++ b/metricbeat/module/nats/_meta/Dockerfile
@@ -2,16 +2,16 @@ ARG NATS_VERSION=2.0.4
 FROM nats:$NATS_VERSION
 
 # build stage
-FROM golang:1.13-alpine3.11 AS build-env
-RUN apk --no-cache add build-base git mercurial gcc
-RUN cd src && go get -d github.com/nats-io/nats.go/
-RUN cd src/github.com/nats-io/nats.go/examples/nats-bench && git checkout tags/v1.10.0 && go build .
+FROM golang:1.19.10 AS build-env
+RUN apt-get install git mercurial gcc
+RUN git clone https://github.com/nats-io/nats.go.git /nats-go
+RUN cd /nats-go/examples/nats-bench && git checkout tags/v1.10.0 && go build .
 
 # create an enhanced container with nc command available since nats is based
 # on scratch image making healthcheck impossible
 FROM alpine:latest
 COPY --from=0 / /opt/nats
-COPY --from=build-env /go/src/github.com/nats-io/nats.go/examples/nats-bench/nats-bench /nats-bench
+COPY --from=build-env /nats-go/examples/nats-bench/nats-bench /nats-bench
 COPY run.sh /run.sh
 # Expose client, management, and cluster ports
 EXPOSE 4222 8222 6222
diff --git a/metricbeat/module/vsphere/_meta/Dockerfile b/metricbeat/module/vsphere/_meta/Dockerfile
index d003155c7f7..c2a157cab08 100644
--- a/metricbeat/module/vsphere/_meta/Dockerfile
+++ b/metricbeat/module/vsphere/_meta/Dockerfile
@@ -1,7 +1,7 @@
 ARG VSPHERE_GOLANG_VERSION
-FROM golang:${VSPHERE_GOLANG_VERSION}-alpine
+FROM golang:${VSPHERE_GOLANG_VERSION}
 
-RUN apk add --no-cache curl git
+RUN apt-get install curl git
 RUN go install github.com/vmware/govmomi/vcsim@v0.30.4
 
 HEALTHCHECK --interval=1s --retries=60 --timeout=10s CMD curl http://localhost:8989/
diff --git a/x-pack/metricbeat/module/stan/_meta/Dockerfile b/x-pack/metricbeat/module/stan/_meta/Dockerfile
index 030427a7c00..db00a41578f 100644
--- a/x-pack/metricbeat/module/stan/_meta/Dockerfile
+++ b/x-pack/metricbeat/module/stan/_meta/Dockerfile
@@ -2,17 +2,17 @@ ARG STAN_VERSION=0.15.1
 FROM nats-streaming:$STAN_VERSION
 
 # build stage
-FROM golang:1.13-alpine3.11 AS build-env
-RUN apk --no-cache add build-base git mercurial gcc
-RUN cd src && go get -d github.com/nats-io/stan.go/
-RUN cd src/github.com/nats-io/stan.go/examples/stan-bench && git checkout tags/v0.5.2 && go build .
+FROM golang:1.19.10 AS build-env
+RUN apt-get install git mercurial gcc
+RUN git clone https://github.com/nats-io/stan.go.git /stan-go
+RUN cd /stan-go/examples/stan-bench && git checkout tags/v0.5.2 && go build .
 
 # create an enhanced container with nc command available since nats is based
 # on scratch image making healthcheck impossible
 FROM alpine:latest
 RUN apk add --no-cache --upgrade bash
 COPY --from=0 nats-streaming-server /nats-streaming-server
-COPY --from=build-env /go/src/github.com/nats-io/stan.go/examples/stan-bench/stan-bench /stan-bench
+COPY --from=build-env /stan-go/examples/stan-bench/stan-bench /stan-bench
 # Expose client, management, and cluster ports
 EXPOSE 4222 8222
 ADD healthcheck.sh /healthcheck.sh