diff --git a/release/benchmarks/distributed/test_many_actors.py b/release/benchmarks/distributed/test_many_actors.py
index 94c3ee21f..cf6c2fdaa 100644
--- a/release/benchmarks/distributed/test_many_actors.py
+++ b/release/benchmarks/distributed/test_many_actors.py
@@ -5,10 +5,12 @@ import ray._private.test_utils as test_utils
 import time
 import tqdm
 
+is_smoke_test = True
 if "SMOKE_TEST" in os.environ:
     MAX_ACTORS_IN_CLUSTER = 100
 else:
     MAX_ACTORS_IN_CLUSTER = 10000
+    is_smoke_test = False
 
 
 def test_max_actors():
@@ -66,4 +68,12 @@ if "TEST_OUTPUT_JSON" in os.environ:
         "_peak_memory": round(used_gb, 2),
         "_peak_process_memory": usage,
     }
+    if not is_smoke_test:
+        results["perf_metrics"] = [
+            {
+                "perf_metric_name": "actors_per_second",
+                "perf_metric_value": rate,
+                "perf_metric_type": "THROUGHPUT",
+            }
+        ]
     json.dump(results, out_file)
diff --git a/release/benchmarks/distributed/test_many_pgs.py b/release/benchmarks/distributed/test_many_pgs.py
index 268607968..e1ae74fc8 100644
--- a/release/benchmarks/distributed/test_many_pgs.py
+++ b/release/benchmarks/distributed/test_many_pgs.py
@@ -6,10 +6,12 @@ from ray.util.placement_group import placement_group, remove_placement_group
 import time
 import tqdm
 
+is_smoke_test = True
 if "SMOKE_TEST" in os.environ:
     MAX_PLACEMENT_GROUPS = 20
 else:
     MAX_PLACEMENT_GROUPS = 1000
+    is_smoke_test = False
 
 
 def test_many_placement_groups():
@@ -92,4 +94,12 @@ if "TEST_OUTPUT_JSON" in os.environ:
         "_peak_memory": round(used_gb, 2),
         "_peak_process_memory": usage,
     }
+    if not is_smoke_test:
+        results["perf_metrics"] = [
+            {
+                "perf_metric_name": "pgs_per_second",
+                "perf_metric_value": rate,
+                "perf_metric_type": "THROUGHPUT",
+            }
+        ]
     json.dump(results, out_file)
diff --git a/release/benchmarks/object_store/test_object_store.py b/release/benchmarks/object_store/test_object_store.py
index ce938fcfd..8ab5ced19 100644
--- a/release/benchmarks/object_store/test_object_store.py
+++ b/release/benchmarks/object_store/test_object_store.py
@@ -62,4 +62,12 @@ if "TEST_OUTPUT_JSON" in os.environ:
         "num_nodes": NUM_NODES,
         "success": "1",
     }
+    perf_metric_name = f"time_to_broadcast_{OBJECT_SIZE}_bytes_to_{NUM_NODES}_nodes"
+    results["perf_metrics"] = [
+        {
+            "perf_metric_name": perf_metric_name,
+            "perf_metric_value": end - start,
+            "perf_metric_type": "LATENCY",
+        }
+    ]
     json.dump(results, out_file)
diff --git a/release/benchmarks/single_node/test_single_node.py b/release/benchmarks/single_node/test_single_node.py
index 02ed1efbf..dacd292df 100644
--- a/release/benchmarks/single_node/test_single_node.py
+++ b/release/benchmarks/single_node/test_single_node.py
@@ -206,4 +206,31 @@ if "TEST_OUTPUT_JSON" in os.environ:
         "large_object_size": MAX_RAY_GET_SIZE,
         "success": "1",
     }
+    results["perf_metrics"] = [
+        {
+            "perf_metric_name": f"{MAX_ARGS}_args_time",
+            "perf_metric_value": args_time,
+            "perf_metric_type": "LATENCY",
+        },
+        {
+            "perf_metric_name": f"{MAX_RETURNS}_returns_time",
+            "perf_metric_value": returns_time,
+            "perf_metric_type": "LATENCY",
+        },
+        {
+            "perf_metric_name": f"{MAX_RAY_GET_ARGS}_get_time",
+            "perf_metric_value": get_time,
+            "perf_metric_type": "LATENCY",
+        },
+        {
+            "perf_metric_name": f"{MAX_QUEUED_TASKS}_queued_time",
+            "perf_metric_value": queued_time,
+            "perf_metric_type": "LATENCY",
+        },
+        {
+            "perf_metric_name": f"{MAX_RAY_GET_SIZE}_large_object_time",
+            "perf_metric_value": large_object_time,
+            "perf_metric_type": "LATENCY",
+        },
+    ]
     json.dump(results, out_file)