diff --git a/.gitlab/ci/gitaly.images.yml b/.gitlab/ci/gitaly.images.yml
index 867c21c..315f338 100644
--- a/.gitlab/ci/gitaly.images.yml
+++ b/.gitlab/ci/gitaly.images.yml
@@ -9,6 +9,4 @@ gitaly:
       - OS: ['debian:bullseye']
         RUBY: ['2.7', '3.0']
         GOLANG: ['1.17', '1.18']
-        GIT: ['2.33']
-        PGBOUNCER: ['1.14', '']
-        POSTGRESQL: ['11', '12', '13'] # We only use the postgresql-client
+        GIT: ['2.36']
diff --git a/Dockerfile.custom b/Dockerfile.custom
index 90065f6..9adc458 100644
--- a/Dockerfile.custom
+++ b/Dockerfile.custom
@@ -79,12 +79,6 @@ ARG BUILDX_DOWNLOAD_SHA256
 
 RUN if [ -n "$BUILDX_VERSION" ]; then /scripts/install-buildx $BUILDX_VERSION $BUILDX_DOWNLOAD_SHA256; fi
 
-# PgBouncer
-ARG PGBOUNCER_VERSION
-ARG PGBOUNCER_DOWNLOAD_SHA256
-
-RUN if [ -n "$PGBOUNCER_VERSION" ] ; then /scripts/install-pgbouncer $PGBOUNCER_VERSION $PGBOUNCER_DOWNLOAD_SHA256; fi
-
 # Bazelisk
 ARG BAZELISK_VERSION
 ARG BAZELISK_DOWNLOAD_SHA256
@@ -127,7 +121,6 @@ ENV RUBY_VERSION=${RUBY_VERSION} \
   POSTGRES_VERSION=${POSTGRES_VERSION} \
   GRAPHISMAGICK_VERSION=${GRAPHISMAGICK_VERSION} \
   DOCKER_VERSION=${DOCKER_VERSION} \
-  PGBOUNCER_VERSION=${PGBOUNCER_VERSION} \
   BAZELISK_VERSION=${BAZELISK_VERSION} \
   GCLOUD_VERSION=${GCLOUD_VERSION} \
   KUBECTL_VERSION=${KUBECTL_VERSION} \
diff --git a/README.md b/README.md
index 3036baf..1a0c778 100644
--- a/README.md
+++ b/README.md
@@ -55,7 +55,6 @@ options are:
 1. `graphicsmagick`
 1. `lfs`
 1. `node`
-1. `pgbouncer`
 1. `postgresql`
 1. `ruby`
 1. `yarn`
diff --git a/scripts/install-pgbouncer b/scripts/install-pgbouncer
deleted file mode 100755
index 9c7c35f..0000000
--- a/scripts/install-pgbouncer
+++ /dev/null
@@ -1,18 +0,0 @@
-#!/bin/bash
-
-set -xeuo pipefail
-
-PGBOUNCER_VERSION=${1}
-PGBOUNCER_DOWNLOAD_SHA256=${2}
-PGBOUNCER_DOWNLOAD_URL="https://pgbouncer.github.io/downloads/files/$PGBOUNCER_VERSION/pgbouncer-$PGBOUNCER_VERSION.tar.gz"
-
-curl -o pgbouncer.tar.gz -fsSL $PGBOUNCER_DOWNLOAD_URL \
-    && echo "${PGBOUNCER_DOWNLOAD_SHA256} pgbouncer.tar.gz" | sha256sum -c - \
-    && tar xfz pgbouncer.tar.gz \
-    && rm -f pgbouncer.tar.gz \
-    && cd pgbouncer-${PGBOUNCER_VERSION} \
-    && ./configure --prefix=/usr/local \
-    && make \
-    && cp pgbouncer /usr/local/bin \
-    && cd .. \
-    && rm -rf pgbouncer-${PGBOUNCER_VERSION}
diff --git a/scripts/lib/custom-docker-build b/scripts/lib/custom-docker-build
index e045d4a..a5056d6 100755
--- a/scripts/lib/custom-docker-build
+++ b/scripts/lib/custom-docker-build
@@ -172,19 +172,6 @@ function print_graphicsmagick_args() {
     printf -- "--build-arg GRAPHISMAGICK_DOWNLOAD_SHA256=%s " "$GRAPHISMAGICK_DOWNLOAD_SHA256"
 }
 
-function print_pgbouncer_args() {
-    case "$1" in
-       1.14)
-            PGBOUNCER_VERSION=1.14.0
-            PGBOUNCER_DOWNLOAD_SHA256=a0c13d10148f557e36ff7ed31793abb7a49e1f8b09aa2d4695d1c28fa101fee7
-            ;;
-        *) echo "Unknown pgbouncer version $1"; exit 1;
-    esac
-
-    printf -- "--build-arg PGBOUNCER_VERSION=%s " "$PGBOUNCER_VERSION"
-    printf -- "--build-arg PGBOUNCER_DOWNLOAD_SHA256=%s " "$PGBOUNCER_DOWNLOAD_SHA256"
-}
-
 function print_bazelisk_args() {
     case "$1" in
         1.9.0)
@@ -340,7 +327,6 @@ function parse_arguments() {
                 YARN) print_yarn_args $version ;;
                 POSTGRESQL) print_postgres_args $version ;;
                 GRAPHICSMAGICK) print_graphicsmagick_args $version ;;
-                PGBOUNCER) print_pgbouncer_args $version ;;
                 BAZELISK) print_bazelisk_args $version ;;
                 GCLOUD) print_gcloud_args $version ;;
                 KUBECTL) print_kubectl_args $version ;;
diff --git a/scripts/lib/custom-docker.sh b/scripts/lib/custom-docker.sh
index 57ddc8e..b64a877 100644
--- a/scripts/lib/custom-docker.sh
+++ b/scripts/lib/custom-docker.sh
@@ -2,7 +2,7 @@
 # various variable operations used in this script.
 
 PATH_TOOLS=(OS RUBY GOLANG NODE POSTGRESQL)
-TAG_TOOLS=(BUNDLER RUBYGEMS GIT LFS CHROME YARN GRAPHICSMAGICK PGBOUNCER BAZELISK DOCKER BUILDX GCLOUD KUBECTL HELM)
+TAG_TOOLS=(BUNDLER RUBYGEMS GIT LFS CHROME YARN GRAPHICSMAGICK BAZELISK DOCKER BUILDX GCLOUD KUBECTL HELM)
 
 # Generate the docker image path using the components that were specified via
 # variables.
@@ -11,7 +11,6 @@ TAG_TOOLS=(BUNDLER RUBYGEMS GIT LFS CHROME YARN GRAPHICSMAGICK PGBOUNCER BAZELIS
 # RUBY: 2.7
 # GOLANG: 1.16
 # GIT: 2.33
-# PGBOUNCER: 1.14
 # POSTGRESQL: 11
 # With the above variables, this function will return
 # `debian-bullseye-ruby-2.7-golang-1.16-postgresql-11`
@@ -46,10 +45,9 @@ function get_image_path() {
 # RUBY: 2.7
 # GOLANG: 1.16
 # GIT: 2.33
-# PGBOUNCER: 1.14
 # POSTGRESQL: 11
 # For that job, this function will return
-# `git-2.33-pgbouncer-1.14`
+# `git-2.33`
 function get_image_tag() {
     local tag
     tag=""