diff --git a/src/Storages/MergeTree/ReplicatedMergeTreeRestartingThread.cpp b/src/Storages/MergeTree/ReplicatedMergeTreeRestartingThread.cpp
index 27e870bda78..6a1217299d4 100644
--- a/src/Storages/MergeTree/ReplicatedMergeTreeRestartingThread.cpp
+++ b/src/Storages/MergeTree/ReplicatedMergeTreeRestartingThread.cpp
@@ -71,7 +71,10 @@ void ReplicatedMergeTreeRestartingThread::run()
 
                 bool old_val = false;
                 if (storage.is_readonly.compare_exchange_strong(old_val, true))
+                {
+                    incr_readonly = true;
                     CurrentMetrics::add(CurrentMetrics::ReadonlyReplica);
+                }
 
                 partialShutdown();
             }
@@ -112,7 +115,10 @@ void ReplicatedMergeTreeRestartingThread::run()
 
             bool old_val = true;
             if (storage.is_readonly.compare_exchange_strong(old_val, false))
+            {
+                incr_readonly = false;
                 CurrentMetrics::sub(CurrentMetrics::ReadonlyReplica);
+            }
 
             first_time = false;
         }
@@ -349,6 +355,13 @@ void ReplicatedMergeTreeRestartingThread::shutdown()
     task->deactivate();
     LOG_TRACE(log, "Restarting thread finished");
 
+    // For detach table query, we should reset the ReadonlyReplica metric.
+    if (incr_readonly)
+    {
+        CurrentMetrics::sub(CurrentMetrics::ReadonlyReplica);
+        incr_readonly = false;
+    }
+
     /// Stop other tasks.
     partialShutdown();
 }
diff --git a/src/Storages/MergeTree/ReplicatedMergeTreeRestartingThread.h b/src/Storages/MergeTree/ReplicatedMergeTreeRestartingThread.h
index bb032d9df8c..986253a2206 100644
--- a/src/Storages/MergeTree/ReplicatedMergeTreeRestartingThread.h
+++ b/src/Storages/MergeTree/ReplicatedMergeTreeRestartingThread.h
@@ -36,6 +36,9 @@ private:
     Poco::Logger * log;
     std::atomic<bool> need_stop {false};
 
+    // We need it besides `storage.is_readonly`, bacause `shutdown()` may be called many times, that way `storage.is_readonly` will not change.
+    bool incr_readonly = false;
+
     /// The random data we wrote into `/replicas/me/is_active`.
     String active_node_identifier;
 
diff --git a/tests/integration/test_system_metrics/__init__.py b/tests/integration/test_system_metrics/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/integration/test_system_metrics/configs/remote_servers.xml b/tests/integration/test_system_metrics/configs/remote_servers.xml
new file mode 100644
index 00000000000..a6e80ce2b08
--- /dev/null
+++ b/tests/integration/test_system_metrics/configs/remote_servers.xml
@@ -0,0 +1,19 @@
+<yandex>
+    <remote_servers>
+        <test_cluster>
+            <shard>
+                <internal_replication>true</internal_replication>
+                <replica>
+                    <default_database>shard_0</default_database>
+                    <host>node1</host>
+                    <port>9000</port>
+                </replica>
+                <replica>
+                    <default_database>shard_0</default_database>
+                    <host>node2</host>
+                    <port>9000</port>
+                </replica>
+            </shard>
+        </test_cluster>
+    </remote_servers>
+</yandex>
diff --git a/tests/integration/test_system_metrics/test.py b/tests/integration/test_system_metrics/test.py
new file mode 100644
index 00000000000..60035b446fe
--- /dev/null
+++ b/tests/integration/test_system_metrics/test.py
@@ -0,0 +1,62 @@
+import time
+
+import pytest
+from helpers.cluster import ClickHouseCluster
+from helpers.test_tools import assert_eq_with_retry
+from helpers.network import PartitionManager
+
+
+def fill_nodes(nodes, shard):
+    for node in nodes:
+        node.query(
+            '''
+                CREATE DATABASE test;
+
+                CREATE TABLE test.test_table(date Date, id UInt32)
+                ENGINE = ReplicatedMergeTree('/clickhouse/tables/test{shard}/replicated', '{replica}') ORDER BY id PARTITION BY toYYYYMM(date) SETTINGS min_replicated_logs_to_keep=3, max_replicated_logs_to_keep=5, cleanup_delay_period=0, cleanup_delay_period_random_add=0;
+            '''.format(shard=shard, replica=node.name))
+
+
+cluster = ClickHouseCluster(__file__)
+node1 = cluster.add_instance('node1', main_configs=['configs/remote_servers.xml'], with_zookeeper=True)
+node2 = cluster.add_instance('node2', main_configs=['configs/remote_servers.xml'], with_zookeeper=True)
+
+
+@pytest.fixture(scope="module")
+def start_cluster():
+    try:
+        cluster.start()
+
+        fill_nodes([node1, node2], 1)
+
+        yield cluster
+
+    except Exception as ex:
+        print(ex)
+
+    finally:
+        cluster.shutdown()
+
+def test_readonly_metrics(start_cluster):
+    assert node1.query("SELECT value FROM system.metrics WHERE metric = 'ReadonlyReplica'") == "0\n"
+
+    with PartitionManager() as pm:
+        ## make node1 readonly -> heal -> readonly -> heal -> detach table -> heal -> attach table
+        pm.drop_instance_zk_connections(node1)
+        time.sleep(3)
+        assert "1\n" == node1.query("SELECT value FROM system.metrics WHERE metric = 'ReadonlyReplica'")
+
+        pm.heal_all()
+        time.sleep(3)
+        assert "0\n" == node1.query("SELECT value FROM system.metrics WHERE metric = 'ReadonlyReplica'")
+
+        pm.drop_instance_zk_connections(node1)
+        time.sleep(3)
+        assert "1\n" == node1.query("SELECT value FROM system.metrics WHERE metric = 'ReadonlyReplica'")
+        node1.query("DETACH TABLE test.test_table")
+        assert "0\n" == node1.query("SELECT value FROM system.metrics WHERE metric = 'ReadonlyReplica'")
+
+        pm.heal_all()
+        node1.query("ATTACH TABLE test.test_table")
+        time.sleep(5)
+        assert "0\n" == node1.query("SELECT value FROM system.metrics WHERE metric = 'ReadonlyReplica'")