diff --git a/.github/workflows/packages.yml b/.github/workflows/packages.yml
index a15261d52..076ad288e 100644
--- a/.github/workflows/packages.yml
+++ b/.github/workflows/packages.yml
@@ -27,7 +27,6 @@ jobs:
       - name: Upload artifacts
         uses: actions/upload-artifact@v3
         with:
-          name: packages_sdist
           path: |
             dist/*/*.tar.gz
 
@@ -95,7 +94,6 @@ jobs:
       - name: Upload artifacts
         uses: actions/upload-artifact@v3
         with:
-          name: packages_${{ matrix.tag }}_${{ matrix.arch }}
           path: |
             dist/*/*${{ matrix.tag }}_${{ matrix.arch }}.whl
 
@@ -117,30 +115,33 @@ jobs:
   build-macos:
     runs-on: macos-latest
     if: true
+
     strategy:
       fail-fast: false
       matrix:
-        python-version: ['3.6', '3.7', '3.8', '3.9', '3.10', '3.11']
+        # These archs require an Apple M1 runner: [arm64, universal2]
+        arch: [x86_64]
+        pyver: [cp37, cp38, cp39, cp310, cp311]
 
     steps:
       - name: Checkout repos
         uses: actions/checkout@v3
 
-      - name: Set up Python
-        uses: actions/setup-python@v4
-        with:
-          python-version: ${{ matrix.python-version }}
-
-      - name: Build packages
-        run: ./scripts/build/build_macos.sh
+      - name: Build wheels
+        uses: pypa/cibuildwheel@v2.12.1
         env:
-          PACKAGE_NAME: psycopg2-binary
-          PSYCOPG2_TESTDB: postgres
-          PSYCOPG2_TEST_FAST: 1
+          CIBW_BUILD: ${{matrix.pyver}}-macosx_${{matrix.arch}}
+          CIBW_ARCHS_MACOS: x86_64
+          CIBW_BEFORE_ALL_MACOS: ./scripts/build/wheel_macos_before_all.sh
+          CIBW_TEST_COMMAND: >-
+            export PYTHONPATH={project} &&
+            python -c "import tests; tests.unittest.main(defaultTest='tests.test_suite')"
+          CIBW_ENVIRONMENT: >-
+            PACKAGE_NAME=psycopg2-binary
+            PSYCOPG2_TESTDB=postgres
+            PSYCOPG2_TEST_FAST=1
 
       - name: Upload artifacts
         uses: actions/upload-artifact@v3
         with:
-          name: packages_macos
-          path: |
-            dist/*/*${{ matrix.platform }}.whl
+          path: ./wheelhouse/*.whl
diff --git a/scripts/build/build_macos.sh b/scripts/build/build_macos.sh
deleted file mode 100755
index 73b6d7755..000000000
--- a/scripts/build/build_macos.sh
+++ /dev/null
@@ -1,82 +0,0 @@
-#!/bin/bash
-
-# Create macOS wheels for psycopg2
-#
-# Following instructions from https://github.com/MacPython/wiki/wiki/Spinning-wheels
-# Cargoculting pieces of implementation from https://github.com/matthew-brett/multibuild
-
-set -euo pipefail
-set -x
-
-dir="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
-prjdir="$( cd "${dir}/../.." && pwd )"
-
-brew update
-brew install gnu-sed postgresql@14
-# Fetch 14.1 if 14.0 is still the default  version
-brew reinstall postgresql
-
-# Start the database for testing
-brew services start postgresql
-
-for i in $(seq 10 -1 0); do
-  eval pg_isready && break
-  if [ $i == 0 ]; then
-      echo "PostgreSQL service not ready, giving up"
-      exit 1
-  fi
-  echo "PostgreSQL service not ready, waiting a bit, attempts left: $i"
-  sleep 5
-done
-
-# Find psycopg version
-version=$(grep -e ^PSYCOPG_VERSION "${prjdir}/setup.py" | gsed "s/.*'\(.*\)'/\1/")
-# A gratuitous comment to fix broken vim syntax file: '")
-distdir="${prjdir}/dist/psycopg2-$version"
-mkdir -p "$distdir"
-
-# Install required python packages
-pip install -U pip wheel delocate
-
-# Replace the package name
-if [[ "${PACKAGE_NAME:-}" ]]; then
-    gsed -i "s/^setup(name=\"psycopg2\"/setup(name=\"${PACKAGE_NAME}\"/" \
-        "${prjdir}/setup.py"
-fi
-
-# Build the wheels
-wheeldir="${prjdir}/wheels"
-pip wheel -w ${wheeldir} .
-delocate-listdeps ${wheeldir}/*.whl
-
-# Check where is the libpq. I'm gonna kill it for testing
-if [[ -z "${LIBPQ:-}" ]]; then
-    export LIBPQ=$(delocate-listdeps ${wheeldir}/*.whl | grep libpq)
-fi
-
-delocate-wheel ${wheeldir}/*.whl
-# https://github.com/MacPython/wiki/wiki/Spinning-wheels#question-will-pip-give-me-a-broken-wheel
-delocate-addplat --rm-orig -x 10_9 -x 10_10 ${wheeldir}/*.whl
-cp ${wheeldir}/*.whl ${distdir}
-
-# kill the libpq to make sure tests don't depend on it
-mv "$LIBPQ" "${LIBPQ}-bye"
-
-# Install and test the built wheel
-pip install ${PACKAGE_NAME:-psycopg2} --no-index -f "$distdir"
-
-# Print psycopg and libpq versions
-python -c "import psycopg2; print(psycopg2.__version__)"
-python -c "import psycopg2; print(psycopg2.__libpq_version__)"
-python -c "import psycopg2; print(psycopg2.extensions.libpq_version())"
-
-# fail if we are not using the expected libpq library
-# Disabled as we just use what's available on the system on macOS
-# if [[ "${WANT_LIBPQ:-}" ]]; then
-#     python -c "import psycopg2, sys; sys.exit(${WANT_LIBPQ} != psycopg2.extensions.libpq_version())"
-# fi
-
-python -c "import tests; tests.unittest.main(defaultTest='tests.test_suite')"
-
-# just because I'm a boy scout
-mv "${LIBPQ}-bye" "$LIBPQ"
diff --git a/scripts/build/wheel_macos_before_all.sh b/scripts/build/wheel_macos_before_all.sh
new file mode 100755
index 000000000..febb12d1e
--- /dev/null
+++ b/scripts/build/wheel_macos_before_all.sh
@@ -0,0 +1,32 @@
+#!/bin/bash
+
+# Configure the environment needed to build wheel packages on Mac OS.
+# This script is designed to be used by cibuildwheel as CIBW_BEFORE_ALL_MACOS
+
+set -euo pipefail
+set -x
+
+dir="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
+prjdir="$( cd "${dir}/../.." && pwd )"
+
+brew install gnu-sed postgresql@15
+
+# Start the database for testing
+brew services start postgresql
+
+# Wait for postgres to come up
+for i in $(seq 10 -1 0); do
+  eval pg_isready && break
+  if [ $i == 0 ]; then
+      echo "PostgreSQL service not ready, giving up"
+      exit 1
+  fi
+  echo "PostgreSQL service not ready, waiting a bit, attempts left: $i"
+  sleep 5
+done
+
+# Replace the package name
+if [[ "${PACKAGE_NAME:-}" ]]; then
+    gsed -i "s/^setup(name=\"psycopg2\"/setup(name=\"${PACKAGE_NAME}\"/" \
+        "${prjdir}/setup.py"
+fi