diff --git a/src/backend/distributed/planner/local_plan_cache.c b/src/backend/distributed/planner/local_plan_cache.c
index 443297df0..1703635e0 100644
--- a/src/backend/distributed/planner/local_plan_cache.c
+++ b/src/backend/distributed/planner/local_plan_cache.c
@@ -239,6 +239,13 @@ GetCachedLocalPlan(Task *task, DistributedPlan *distributedPlan)
 	{
 		return NULL;
 	}
+
+	if (list_length(distributedPlan->workerJob->taskList) != 1)
+	{
+		/* we only support plan caching for single shard queries */
+		return NULL;
+	}
+
 	List *cachedPlanList = distributedPlan->workerJob->localPlannedStatements;
 	LocalPlannedStatement *localPlannedStatement = NULL;
 
diff --git a/src/test/regress/expected/citus_stat_tenants.out b/src/test/regress/expected/citus_stat_tenants.out
index 14582e55b..922c7d338 100644
--- a/src/test/regress/expected/citus_stat_tenants.out
+++ b/src/test/regress/expected/citus_stat_tenants.out
@@ -1111,6 +1111,50 @@ ORDER BY tenant_attribute;
  5                |                         0 |                         0 |                          1 |                          0 | t                          | f
 (5 rows)
 
+-- test cache with multi-shard queries #8330
+\c - - - :master_port
+SET search_path TO citus_stat_tenants;
+SET citus.shard_replication_factor TO 1;
+SELECT citus_stat_tenants_reset();
+ citus_stat_tenants_reset
+---------------------------------------------------------------------
+
+(1 row)
+
+CREATE TABLE referenced (shard_key int NOT NULL, other_key bigint NOT NULL, PRIMARY KEY (shard_key, other_key));
+CREATE TABLE referencing (shard_key int NOT NULL, other_key bigint NOT NULL);
+SELECT create_distributed_table('referenced', 'shard_key', shard_count := 4);
+ create_distributed_table
+---------------------------------------------------------------------
+
+(1 row)
+
+SELECT create_distributed_table('referencing', 'shard_key', shard_count := 4, colocate_with := 'none');
+ create_distributed_table
+---------------------------------------------------------------------
+
+(1 row)
+
+SELECT update_distributed_table_colocation('referencing', colocate_with => 'referenced');
+ update_distributed_table_colocation
+---------------------------------------------------------------------
+
+(1 row)
+
+ALTER TABLE referencing ADD CONSTRAINT fkey FOREIGN KEY (shard_key, other_key) REFERENCES referenced(shard_key, other_key);
+INSERT INTO referenced VALUES (0, 1), (0, 2), (1, 2);
+\c - - - :worker_2_port
+SET search_path TO citus_stat_tenants;
+PREPARE prep_stmt (bigint, int, bigint, int) AS INSERT INTO referencing (shard_key, other_key) VALUES ($1, $2), ($3, $4);
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 1, 2);  -- multi-shard query shouldn't use local cache and fail
+\c - - - :master_port
 SET client_min_messages TO ERROR;
 DROP SCHEMA citus_stat_tenants CASCADE;
 DROP SCHEMA citus_stat_tenants_t1 CASCADE;
diff --git a/src/test/regress/sql/citus_stat_tenants.sql b/src/test/regress/sql/citus_stat_tenants.sql
index 2e4ed1450..dc55d3f49 100644
--- a/src/test/regress/sql/citus_stat_tenants.sql
+++ b/src/test/regress/sql/citus_stat_tenants.sql
@@ -418,6 +418,36 @@ SELECT tenant_attribute, read_count_in_this_period, read_count_in_last_period, q
 FROM citus_stat_tenants(true)
 ORDER BY tenant_attribute;
 
+-- test cache with multi-shard queries #8330
+\c - - - :master_port
+SET search_path TO citus_stat_tenants;
+SET citus.shard_replication_factor TO 1;
+
+SELECT citus_stat_tenants_reset();
+CREATE TABLE referenced (shard_key int NOT NULL, other_key bigint NOT NULL, PRIMARY KEY (shard_key, other_key));
+CREATE TABLE referencing (shard_key int NOT NULL, other_key bigint NOT NULL);
+
+SELECT create_distributed_table('referenced', 'shard_key', shard_count := 4);
+SELECT create_distributed_table('referencing', 'shard_key', shard_count := 4, colocate_with := 'none');
+SELECT update_distributed_table_colocation('referencing', colocate_with => 'referenced');
+ALTER TABLE referencing ADD CONSTRAINT fkey FOREIGN KEY (shard_key, other_key) REFERENCES referenced(shard_key, other_key);
+INSERT INTO referenced VALUES (0, 1), (0, 2), (1, 2);
+
+\c - - - :worker_2_port
+SET search_path TO citus_stat_tenants;
+
+PREPARE prep_stmt (bigint, int, bigint, int) AS INSERT INTO referencing (shard_key, other_key) VALUES ($1, $2), ($3, $4);
+
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 0, 2);
+EXECUTE prep_stmt(0, 1, 1, 2);  -- multi-shard query shouldn't use local cache and fail
+
+\c - - - :master_port
 SET client_min_messages TO ERROR;
 DROP SCHEMA citus_stat_tenants CASCADE;
-DROP SCHEMA citus_stat_tenants_t1 CASCADE;
+DROP SCHEMA citus_stat_tenants_t1 CASCADE;
\ No newline at end of file