diff --git a/examples/python/multiprocessing/client.py b/examples/python/multiprocessing/client.py
index 4ab33374ce2..788820916ea 100644
--- a/examples/python/multiprocessing/client.py
+++ b/examples/python/multiprocessing/client.py
@@ -1,9 +1,76 @@
-# spin up multiple concurrent clients
+# Copyright 2019 gRPC authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""An example of multiprocessing concurrency with gRPC."""
 
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+
+import atexit
+import grpc
 import logging
 import multiprocessing
+import operator
 import os
 import time
 
 import prime_pb2
 import prime_pb2_grpc
+
+_PROCESS_COUNT = 8
+_SERVER_ADDRESS = 'localhost:50051'
+_MAXIMUM_CANDIDATE = 10000
+
+# Each worker process initializes a single channel after forking.
+_worker_channel_singleton = None
+_worker_stub_singleton = None
+
+
+def _initialize_worker(server_address):
+    global _worker_channel_singleton
+    global _worker_stub_singleton
+    logging.warning('[PID {}] Initializing worker process.'.format(
+            os.getpid()))
+    _worker_channel_singleton = grpc.insecure_channel(server_address)
+    _worker_stub_singleton = prime_pb2_grpc.PrimeCheckerStub(
+                                _worker_channel_singleton)
+    atexit.register(_shutdown_worker)
+
+
+def _shutdown_worker():
+    logging.warning('[PID {}] Shutting worker process down.'.format(
+            os.getpid()))
+    if _worker_channel_singleton is not None:
+        _worker_channel_singleton.stop()
+
+
+def _run_worker_query(primality_candidate):
+    logging.warning('[PID {}] Checking primality of {}.'.format(
+            os.getpid(), primality_candidate))
+    return _worker_stub_singleton.check(
+            prime_pb2.PrimeCandidate(candidate=primality_candidate))
+
+
+def main():
+    worker_pool = multiprocessing.Pool(processes=_PROCESS_COUNT,
+                    initializer=_initialize_worker, initargs=(_SERVER_ADDRESS,))
+    check_range = range(2, _MAXIMUM_CANDIDATE)
+    primality = worker_pool.map(_run_worker_query, check_range)
+    primes = zip(check_range, map(operator.attrgetter('isPrime'), primality))
+    logging.warning(tuple(primes))
+
+
+if __name__ == '__main__':
+    logging.basicConfig()
+    main()
diff --git a/examples/python/multiprocessing/server.py b/examples/python/multiprocessing/server.py
index d30f3b6734d..d0ca6a0cdfb 100644
--- a/examples/python/multiprocessing/server.py
+++ b/examples/python/multiprocessing/server.py
@@ -30,14 +30,14 @@ import prime_pb2
 import prime_pb2_grpc
 
 _ONE_DAY = datetime.timedelta(days=1)
-_NUM_PROCESSES = 8
+_PROCESS_COUNT = 8
 _THREAD_CONCURRENCY = 10
 _BIND_ADDRESS = '[::]:50051'
 
 
 def is_prime(n):
-    for i in range(2, math.ceil(math.sqrt(n))):
-        if i % n == 0:
+    for i in range(2, int(math.ceil(math.sqrt(n)))):
+        if n % i == 0:
             return False
     else:
         return True
@@ -46,10 +46,10 @@ def is_prime(n):
 class PrimeChecker(prime_pb2_grpc.PrimeCheckerServicer):
 
     def check(self, request, context):
-        logging.info(
+        logging.warning(
             '[PID {}] Determining primality of {}'.format(
                     os.getpid(), request.candidate))
-        return is_prime(request.candidate)
+        return prime_pb2.Primality(isPrime=is_prime(request.candidate))
 
 
 def _wait_forever(server):
@@ -82,7 +82,7 @@ def _run_server(bind_address):
 
 def main():
     workers = []
-    for _ in range(_NUM_PROCESSES):
+    for _ in range(_PROCESS_COUNT):
         # NOTE: It is imperative that the worker subprocesses be forked before
         # any gRPC servers start up. See
         # https://github.com/grpc/grpc/issues/16001 for more details.
@@ -93,6 +93,6 @@ def main():
         worker.join()
 
 
-if __name__ == "__main__":
+if __name__ == '__main__':
     logging.basicConfig()
     main()