diff --git a/BUILDING.md b/BUILDING.md
index e190abe70db832..973c87b73ea1a5 100644
--- a/BUILDING.md
+++ b/BUILDING.md
@@ -246,8 +246,6 @@ Installation via Linux package manager can be achieved with:
 
 FreeBSD and OpenBSD users may also need to install `libexecinfo`.
 
-Python 3 users may also need to install `python3-distutils`.
-
 #### macOS prerequisites
 
 * Xcode Command Line Tools >= 11 for macOS
@@ -271,11 +269,6 @@ $ ./configure
 $ make -j4
 ```
 
-If you run into a `No module named 'distutils.spawn'` error when executing
-`./configure`, please try `python3 -m pip install --upgrade setuptools` or
-`sudo apt install python3-distutils -y`.
-For more information, see <https://github.com/nodejs/node/issues/30189>.
-
 The `-j4` option will cause `make` to run 4 simultaneous compilation jobs which
 may reduce build time. For more information, see the
 [GNU Make Documentation](https://www.gnu.org/software/make/manual/html_node/Parallel.html).
diff --git a/configure b/configure
index dbe28730902466..baf4b513da881b 100755
--- a/configure
+++ b/configure
@@ -15,7 +15,10 @@ exec python "$0" "$@"
 del _
 
 import sys
-from distutils.spawn import find_executable
+try:
+  from shutil import which
+except ImportError:
+  from distutils.spawn import find_executable as which
 
 print('Node.js configure: Found Python {}.{}.{}...'.format(*sys.version_info))
 acceptable_pythons = ((3, 9), (3, 8), (3, 7), (3, 6))
@@ -25,7 +28,7 @@ else:
   python_cmds = ['python{}.{}'.format(*vers) for vers in acceptable_pythons]
   sys.stderr.write('Please use {}.\n'.format(' or '.join(python_cmds)))
   for python_cmd in python_cmds:
-      python_cmd_path = find_executable(python_cmd)
+      python_cmd_path = which(python_cmd)
       if python_cmd_path and 'pyenv/shims' not in python_cmd_path:
         sys.stderr.write('\t{} {}\n'.format(python_cmd_path, ' '.join(sys.argv[:1])))
   sys.exit(1)
diff --git a/configure.py b/configure.py
index 6798b4a445c387..b877319841e1e2 100755
--- a/configure.py
+++ b/configure.py
@@ -14,7 +14,7 @@
 import bz2
 import io
 
-from distutils.spawn import find_executable as which
+from shutil import which
 from distutils.version import StrictVersion
 
 # If not run from node/, cd to node/.