diff --git a/synapse/federation/transaction_queue.py b/synapse/federation/transaction_queue.py
index 3e7809b04..9d39f4658 100644
--- a/synapse/federation/transaction_queue.py
+++ b/synapse/federation/transaction_queue.py
@@ -42,6 +42,8 @@ sent_edus_counter = client_metrics.register_counter("sent_edus")
 
 sent_transactions_counter = client_metrics.register_counter("sent_transactions")
 
+events_processed_counter = client_metrics.register_counter("events_processed")
+
 
 class TransactionQueue(object):
     """This class makes sure we only have one transaction in flight at
@@ -205,6 +207,8 @@ class TransactionQueue(object):
 
                     self._send_pdu(event, destinations)
 
+                events_processed_counter.inc_by(len(events))
+
                 yield self.store.update_federation_out_pos(
                     "events", next_token
                 )
diff --git a/synapse/handlers/appservice.py b/synapse/handlers/appservice.py
index feca3e4c1..3dd3fa2a2 100644
--- a/synapse/handlers/appservice.py
+++ b/synapse/handlers/appservice.py
@@ -15,6 +15,7 @@
 
 from twisted.internet import defer
 
+import synapse
 from synapse.api.constants import EventTypes
 from synapse.util.metrics import Measure
 from synapse.util.logcontext import make_deferred_yieldable, preserve_fn
@@ -23,6 +24,10 @@ import logging
 
 logger = logging.getLogger(__name__)
 
+metrics = synapse.metrics.get_metrics_for(__name__)
+
+events_processed_counter = metrics.register_counter("events_processed")
+
 
 def log_failure(failure):
     logger.error(
@@ -103,6 +108,8 @@ class ApplicationServicesHandler(object):
                                 service, event
                             )
 
+                    events_processed_counter.inc_by(len(events))
+
                     yield self.store.set_appservice_last_pos(upper_bound)
             finally:
                 self.is_processing = False