diff --git a/changelog.d/11794.misc b/changelog.d/11794.misc
new file mode 100644
index 000000000..29826bc0e
--- /dev/null
+++ b/changelog.d/11794.misc
@@ -0,0 +1 @@
+Preparation for database schema simplifications: stop reading from `event_reference_hashes`.
diff --git a/synapse/replication/slave/storage/events.py b/synapse/replication/slave/storage/events.py
index 0f0837269..a72dad746 100644
--- a/synapse/replication/slave/storage/events.py
+++ b/synapse/replication/slave/storage/events.py
@@ -52,8 +52,8 @@ class SlavedEventStore(
     EventPushActionsWorkerStore,
     StreamWorkerStore,
     StateGroupWorkerStore,
-    EventsWorkerStore,
     SignatureWorkerStore,
+    EventsWorkerStore,
     UserErasureWorkerStore,
     RelationsWorkerStore,
     BaseSlavedStore,
diff --git a/synapse/storage/databases/main/event_federation.py b/synapse/storage/databases/main/event_federation.py
index 270b30800..0856a9332 100644
--- a/synapse/storage/databases/main/event_federation.py
+++ b/synapse/storage/databases/main/event_federation.py
@@ -65,7 +65,7 @@ class _NoChainCoverIndex(Exception):
         super().__init__("Unexpectedly no chain cover for events in %s" % (room_id,))
 
 
-class EventFederationWorkerStore(EventsWorkerStore, SignatureWorkerStore, SQLBaseStore):
+class EventFederationWorkerStore(SignatureWorkerStore, EventsWorkerStore, SQLBaseStore):
     def __init__(
         self,
         database: DatabasePool,
diff --git a/synapse/storage/databases/main/signatures.py b/synapse/storage/databases/main/signatures.py
index 3201623fe..0518b8b91 100644
--- a/synapse/storage/databases/main/signatures.py
+++ b/synapse/storage/databases/main/signatures.py
@@ -12,16 +12,19 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from typing import Dict, Iterable, List, Tuple
+from typing import Collection, Dict, List, Tuple
 
 from unpaddedbase64 import encode_base64
 
-from synapse.storage._base import SQLBaseStore
-from synapse.storage.types import Cursor
+from synapse.crypto.event_signing import compute_event_reference_hash
+from synapse.storage.databases.main.events_worker import (
+    EventRedactBehaviour,
+    EventsWorkerStore,
+)
 from synapse.util.caches.descriptors import cached, cachedList
 
 
-class SignatureWorkerStore(SQLBaseStore):
+class SignatureWorkerStore(EventsWorkerStore):
     @cached()
     def get_event_reference_hash(self, event_id):
         # This is a dummy function to allow get_event_reference_hashes
@@ -32,7 +35,7 @@ class SignatureWorkerStore(SQLBaseStore):
         cached_method_name="get_event_reference_hash", list_name="event_ids", num_args=1
     )
     async def get_event_reference_hashes(
-        self, event_ids: Iterable[str]
+        self, event_ids: Collection[str]
     ) -> Dict[str, Dict[str, bytes]]:
         """Get all hashes for given events.
 
@@ -41,18 +44,27 @@ class SignatureWorkerStore(SQLBaseStore):
 
         Returns:
              A mapping of event ID to a mapping of algorithm to hash.
+             Returns an empty dict for a given event id if that event is unknown.
         """
+        events = await self.get_events(
+            event_ids,
+            redact_behaviour=EventRedactBehaviour.AS_IS,
+            allow_rejected=True,
+        )
 
-        def f(txn):
-            return {
-                event_id: self._get_event_reference_hashes_txn(txn, event_id)
-                for event_id in event_ids
-            }
+        hashes: Dict[str, Dict[str, bytes]] = {}
+        for event_id in event_ids:
+            event = events.get(event_id)
+            if event is None:
+                hashes[event_id] = {}
+            else:
+                ref_alg, ref_hash_bytes = compute_event_reference_hash(event)
+                hashes[event_id] = {ref_alg: ref_hash_bytes}
 
-        return await self.db_pool.runInteraction("get_event_reference_hashes", f)
+        return hashes
 
     async def add_event_hashes(
-        self, event_ids: Iterable[str]
+        self, event_ids: Collection[str]
     ) -> List[Tuple[str, Dict[str, str]]]:
         """
 
@@ -70,24 +82,6 @@ class SignatureWorkerStore(SQLBaseStore):
 
         return list(encoded_hashes.items())
 
-    def _get_event_reference_hashes_txn(
-        self, txn: Cursor, event_id: str
-    ) -> Dict[str, bytes]:
-        """Get all the hashes for a given PDU.
-        Args:
-            txn:
-            event_id: Id for the Event.
-        Returns:
-            A mapping of algorithm -> hash.
-        """
-        query = (
-            "SELECT algorithm, hash"
-            " FROM event_reference_hashes"
-            " WHERE event_id = ?"
-        )
-        txn.execute(query, (event_id,))
-        return {k: v for k, v in txn}
-
 
 class SignatureStore(SignatureWorkerStore):
     """Persistence for event signatures and hashes"""
diff --git a/synapse/storage/schema/__init__.py b/synapse/storage/schema/__init__.py
index 2a3d47185..166173ba3 100644
--- a/synapse/storage/schema/__init__.py
+++ b/synapse/storage/schema/__init__.py
@@ -12,7 +12,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-SCHEMA_VERSION = 67  # remember to update the list below when updating
+SCHEMA_VERSION = 68  # remember to update the list below when updating
 """Represents the expectations made by the codebase about the database schema
 
 This should be incremented whenever the codebase changes its requirements on the
@@ -53,6 +53,9 @@ Changes in SCHEMA_VERSION = 66:
 
 Changes in SCHEMA_VERSION = 67:
     - state_events.prev_state is no longer written to.
+
+Changes in SCHEMA_VERSION = 68:
+    - event_reference_hashes is no longer read.
 """