diff --git a/benchmark/benchmark.py b/benchmark/benchmark.py
index e468945ed..ac4bf6d18 100644
--- a/benchmark/benchmark.py
+++ b/benchmark/benchmark.py
@@ -4,10 +4,11 @@
 import logging
 import os
 from os import path
+import signal
 import subprocess
 from subprocess import Popen
 import tempfile
-from typing import Optional
+from typing import List, Optional
 import urllib.request
 
 import hydra
@@ -237,6 +238,81 @@ def _get_ec2_instance_id() -> Optional[str]:
 
     return instance_id
 
+class ResourceMonitoring():
+    def __init__(self, with_bwm: bool):
+        """Resource monitoring setup.
+
+        with_bwm: Whether to start bandwidth monitor tool `bwm-ng`.  Optional because it's not available
+        in the default AL2023 distro so you have to install it first."""
+        self.mpstat_process = None
+        self.bwm_ng_process = None
+        self.with_bwm = with_bwm
+        self.output_files = []
+
+    def _start(self) -> None:
+        log.debug("Starting resource monitors...")
+        self.mpstat_process = self._start_mpstat()
+        if self.with_bwm:
+            self.bwm_ng_process = self._start_bwm_ng()
+
+    def _close(self) -> None:
+        log.debug("Shutting down resource monitors...")
+        for process in [self.mpstat_process, self.bwm_ng_process]:
+            self._stop_resource_monitor(process)
+
+        for output_file in self.output_files:
+            self._close_output_file(output_file)
+
+    def _close_output_file(self, output_file):
+        try:
+            output_file.close()
+        except Exception:
+            log.error("Error closing {output_file}:", exc_info=True)
+
+    def _stop_resource_monitor(self, process):
+        try:
+            if process:
+                process.send_signal(signal.SIGINT)
+                process.wait()
+        except Exception:
+            log.error("Error shutting down monitoring:", exc_info=True)
+
+    def _start_monitor_with_builtin_repeat(self, process_args: List[str], output_file) -> any:
+        """Start process_args with output to output_file.
+
+        Used for starting processes in the background to do monitoring; good for tools that repeat the
+        measurement themselves so only need to be started once, and that can write their output to stdout.
+        """
+        f = open(output_file, 'w')
+        self.output_files.append(f)
+        log.debug(f"Starting monitoring tool {''.join(process_args)}")
+        return subprocess.Popen(process_args, stdout=f)
+
+    def _start_mpstat(self) -> any:
+        return self._start_monitor_with_builtin_repeat([
+                "/usr/bin/mpstat",
+                "-P", "ALL", # cores
+                "-o", "JSON",
+                "1", # interval
+            ], 'mpstat.json')
+
+    def _start_bwm_ng(self) -> any:
+        """Starts bwm-ng, which probably needs to be installed.
+
+        https://www.gropp.org/?id=projects&sub=bwm-ng"""
+        return self._start_monitor_with_builtin_repeat([
+            '/usr/local/bin/bwm-ng',
+            '-o', 'csv'
+            ], 'bwm-ng.csv')
+
+    @contextmanager
+    def managed(with_bwm=False):
+        resource = ResourceMonitoring(with_bwm)
+        try:
+            resource._start()
+            yield resource
+        finally:
+            resource._close()
 
 @hydra.main(version_base=None, config_path="conf", config_name="config")
 def run_experiment(cfg: DictConfig) -> None:
@@ -258,8 +334,8 @@ def run_experiment(cfg: DictConfig) -> None:
         metadata.update(mount_metadata)
         mount_dir = mount_metadata["mount_dir"]
         try:
-            # TODO: Add resource monitoring during FIO job
-            _run_fio(cfg, mount_dir)
+            with ResourceMonitoring.managed(cfg['with_bwm']):
+                _run_fio(cfg, mount_dir)
             metadata["success"] = True
         except Exception as e:
             log.error(f"Error running experiment: {e}")
diff --git a/benchmark/conf/config.yaml b/benchmark/conf/config.yaml
index ce987a65c..d2c9281a7 100644
--- a/benchmark/conf/config.yaml
+++ b/benchmark/conf/config.yaml
@@ -32,6 +32,9 @@ upload_checksums: !!null
 mountpoint_max_background: !!null
 mountpoint_congestion_threshold: !!null
 
+# For monitoring network bandwidth
+with_bwm: false
+
 iterations: 1
 
 hydra: