diff --git a/kombu/pidbox.py b/kombu/pidbox.py
index ee639b3c9..b38c23a02 100644
--- a/kombu/pidbox.py
+++ b/kombu/pidbox.py
@@ -236,7 +236,7 @@ def get_reply_queue(self):
             f'{oid}.{self.reply_exchange.name}',
             exchange=self.reply_exchange,
             routing_key=oid,
-            durable=False,
+            durable=True,
             auto_delete=True,
             expires=self.reply_queue_expires,
             message_ttl=self.reply_queue_ttl,
@@ -250,7 +250,7 @@ def get_queue(self, hostname):
         return Queue(
             f'{hostname}.{self.namespace}.pidbox',
             exchange=self.exchange,
-            durable=False,
+            durable=True,
             auto_delete=True,
             expires=self.queue_expires,
             message_ttl=self.queue_ttl,
@@ -269,9 +269,10 @@ def producer_or_acquire(self, producer=None, channel=None):
     def _publish_reply(self, reply, exchange, routing_key, ticket,
                        channel=None, producer=None, **opts):
         chan = channel or self.connection.default_channel
-        exchange = Exchange(exchange, exchange_type='direct',
-                            delivery_mode='transient',
-                            durable=False)
+        exchange = Exchange(exchange, 
+                            exchange_type='direct',
+                            delivery_mode='persistent',
+                            durable=True)
         with self.producer_or_acquire(producer, chan) as producer:
             try:
                 producer.publish(
@@ -395,14 +396,14 @@ def on_message(body, message):
     def _get_exchange(self, namespace, type):
         return Exchange(self.exchange_fmt % namespace,
                         type=type,
-                        durable=False,
-                        delivery_mode='transient')
+                        durable=True,
+                        delivery_mode='persistent')
 
     def _get_reply_exchange(self, namespace):
         return Exchange(self.reply_exchange_fmt % namespace,
                         type='direct',
-                        durable=False,
-                        delivery_mode='transient')
+                        durable=True,
+                        delivery_mode='persistent')
 
     @property
     def oid(self):
diff --git a/kombu/transport/qpid.py b/kombu/transport/qpid.py
index cfd864d8a..6b562562b 100644
--- a/kombu/transport/qpid.py
+++ b/kombu/transport/qpid.py
@@ -588,7 +588,7 @@ def _has_queue(self, queue, **kwargs):
         else:
             return False
 
-    def queue_declare(self, queue, passive=False, durable=False,
+    def queue_declare(self, queue, passive=False, durable=True,
                       exclusive=False, auto_delete=True, nowait=False,
                       arguments=None):
         """Create a new queue specified by name.
@@ -708,7 +708,7 @@ def queue_delete(self, queue, if_unused=False, if_empty=False, **kwargs):
                 return
             self._delete(queue)
 
-    def exchange_declare(self, exchange='', type='direct', durable=False,
+    def exchange_declare(self, exchange='', type='direct', durable=True,
                          **kwargs):
         """Create a new exchange.