diff --git a/benchcab/comparison.py b/benchcab/comparison.py
index 0c181f3b..8676d9b8 100644
--- a/benchcab/comparison.py
+++ b/benchcab/comparison.py
@@ -1,7 +1,7 @@
 """A module containing functions and data structures for running comparison tasks."""
 
 import multiprocessing
-import queue
+import operator
 from pathlib import Path
 from subprocess import CalledProcessError
 
@@ -62,27 +62,6 @@ def run_comparisons_in_parallel(
     verbose=False,
 ) -> None:
     """Runs bitwise comparison tasks in parallel across multiple processes."""
-    task_queue: multiprocessing.Queue = multiprocessing.Queue()
-    for task in comparison_tasks:
-        task_queue.put(task)
-
-    processes = []
-    for _ in range(n_processes):
-        proc = multiprocessing.Process(
-            target=worker_comparison, args=[task_queue, verbose]
-        )
-        proc.start()
-        processes.append(proc)
-
-    for proc in processes:
-        proc.join()
-
-
-def worker_comparison(task_queue: multiprocessing.Queue, verbose=False) -> None:
-    """Runs bitwise comparison tasks in `task_queue` until the queue is emptied."""
-    while True:
-        try:
-            task = task_queue.get_nowait()
-        except queue.Empty:
-            return
-        task.run(verbose=verbose)
+    run_task = operator.methodcaller("run", verbose=verbose)
+    with multiprocessing.Pool(n_processes) as pool:
+        pool.map(run_task, comparison_tasks, chunksize=1)
diff --git a/benchcab/fluxsite.py b/benchcab/fluxsite.py
index a96f6552..46dd7f1a 100644
--- a/benchcab/fluxsite.py
+++ b/benchcab/fluxsite.py
@@ -1,7 +1,7 @@
 """A module containing functions and data structures for running fluxsite tasks."""
 
 import multiprocessing
-import queue
+import operator
 import shutil
 from pathlib import Path
 from subprocess import CalledProcessError
@@ -134,7 +134,9 @@ def setup_task(self, verbose=False):
 
         mkdir(
             internal.FLUXSITE_DIRS["TASKS"] / self.get_task_name(),
-            verbose=verbose, parents=True, exist_ok=True
+            verbose=verbose,
+            parents=True,
+            exist_ok=True,
         )
 
         self.clean_task(verbose=verbose)
@@ -204,7 +206,9 @@ def clean_task(self, verbose=False):
         if verbose:
             print("  Cleaning task")
 
-        task_dir = self.root_dir / internal.FLUXSITE_DIRS["TASKS"] / self.get_task_name()
+        task_dir = (
+            self.root_dir / internal.FLUXSITE_DIRS["TASKS"] / self.get_task_name()
+        )
 
         cable_exe = task_dir / internal.CABLE_EXE
         if cable_exe.exists():
@@ -223,12 +227,16 @@ def clean_task(self, verbose=False):
             cable_soil_nml.unlink()
 
         output_file = (
-            self.root_dir / internal.FLUXSITE_DIRS["OUTPUT"] / self.get_output_filename()
+            self.root_dir
+            / internal.FLUXSITE_DIRS["OUTPUT"]
+            / self.get_output_filename()
         )
         if output_file.exists():
             output_file.unlink()
 
-        log_file = self.root_dir / internal.FLUXSITE_DIRS["LOG"] / self.get_log_filename()
+        log_file = (
+            self.root_dir / internal.FLUXSITE_DIRS["LOG"] / self.get_log_filename()
+        )
         if log_file.exists():
             log_file.unlink()
 
@@ -241,7 +249,9 @@ def fetch_files(self, verbose=False):
         - copies contents of 'namelists' directory to 'runs/fluxsite/tasks/<task_name>' directory.
         - copies cable executable from source to 'runs/fluxsite/tasks/<task_name>' directory.
         """
-        task_dir = self.root_dir / internal.FLUXSITE_DIRS["TASKS"] / self.get_task_name()
+        task_dir = (
+            self.root_dir / internal.FLUXSITE_DIRS["TASKS"] / self.get_task_name()
+        )
 
         if verbose:
             print(
@@ -282,6 +292,10 @@ def run(self, verbose=False):
             self.run_cable(verbose=verbose)
             self.add_provenance_info(verbose=verbose)
         except CableError:
+            # Note: here we suppress CABLE specific errors so that `benchcab`
+            # exits successfully. This then allows us to run bitwise comparisons
+            # checks on whatever output files were produced without having any
+            # sort of task dependence between CABLE tasks and comparison tasks.
             return
 
     def run_cable(self, verbose=False):
@@ -311,7 +325,9 @@ def add_provenance_info(self, verbose=False):
         the namelist file used to run cable.
         """
         nc_output_path = (
-            self.root_dir / internal.FLUXSITE_DIRS["OUTPUT"] / self.get_output_filename()
+            self.root_dir
+            / internal.FLUXSITE_DIRS["OUTPUT"]
+            / self.get_output_filename()
         )
         nml = f90nml.read(
             self.root_dir
@@ -369,28 +385,9 @@ def run_tasks_in_parallel(
     tasks: list[Task], n_processes=internal.FLUXSITE_DEFAULT_PBS["ncpus"], verbose=False
 ):
     """Runs tasks in `tasks` in parallel across multiple processes."""
-    task_queue: multiprocessing.Queue = multiprocessing.Queue()
-    for task in tasks:
-        task_queue.put(task)
-
-    processes = []
-    for _ in range(n_processes):
-        proc = multiprocessing.Process(target=worker_run, args=[task_queue, verbose])
-        proc.start()
-        processes.append(proc)
-
-    for proc in processes:
-        proc.join()
-
-
-def worker_run(task_queue: multiprocessing.Queue, verbose=False):
-    """Runs tasks in `task_queue` until the queue is emptied."""
-    while True:
-        try:
-            task = task_queue.get_nowait()
-        except queue.Empty:
-            return
-        task.run(verbose=verbose)
+    run_task = operator.methodcaller("run", verbose=verbose)
+    with multiprocessing.Pool(n_processes) as pool:
+        pool.map(run_task, tasks, chunksize=1)
 
 
 def get_fluxsite_comparisons(