diff --git a/src/rpc_client/src/compactor_client.rs b/src/rpc_client/src/compactor_client.rs
index 8574e76695740..77fd3e0a44700 100644
--- a/src/rpc_client/src/compactor_client.rs
+++ b/src/rpc_client/src/compactor_client.rs
@@ -27,10 +27,17 @@ use risingwave_pb::meta::{GetSystemParamsRequest, GetSystemParamsResponse};
 use risingwave_pb::monitor_service::monitor_service_client::MonitorServiceClient;
 use risingwave_pb::monitor_service::{StackTraceRequest, StackTraceResponse};
 use tokio::sync::RwLock;
+use tokio_retry::strategy::{jitter, ExponentialBackoff};
 use tonic::transport::{Channel, Endpoint};
 
 use crate::error::Result;
+use crate::retry_rpc;
+const ENDPOINT_KEEP_ALIVE_INTERVAL_SEC: u64 = 60;
+const ENDPOINT_KEEP_ALIVE_TIMEOUT_SEC: u64 = 60;
 
+const DEFAULT_RETRY_INTERVAL: u64 = 20;
+const DEFAULT_RETRY_MAX_DELAY: Duration = Duration::from_secs(5);
+const DEFAULT_RETRY_MAX_ATTEMPTS: usize = 3;
 #[derive(Clone)]
 pub struct CompactorClient {
     pub monitor_client: MonitorServiceClient<Channel>,
@@ -82,56 +89,128 @@ impl GrpcCompactorProxyClientCore {
 #[derive(Debug, Clone)]
 pub struct GrpcCompactorProxyClient {
     pub core: Arc<RwLock<GrpcCompactorProxyClientCore>>,
+    endpoint: String,
 }
 
 impl GrpcCompactorProxyClient {
-    pub fn new(channel: Channel) -> Self {
+    pub fn new(channel: Channel, endpoint: String) -> Self {
         let core = Arc::new(RwLock::new(GrpcCompactorProxyClientCore::new(channel)));
-        Self { core }
+        Self { core, endpoint }
     }
 
-    fn _recreate_core(&self, _channel: Channel) {
-        todo!()
+    async fn recreate_core(&self) {
+        tracing::info!("GrpcCompactorProxyClient rpc transfer failed, try to reconnect");
+        let channel = self.connect_to_endpoint().await;
+        let mut core = self.core.write().await;
+        *core = GrpcCompactorProxyClientCore::new(channel);
+    }
+
+    async fn connect_to_endpoint(&self) -> Channel {
+        let endpoint =
+            Endpoint::from_shared(self.endpoint.clone()).expect("Fail to construct tonic Endpoint");
+        endpoint
+            .http2_keep_alive_interval(Duration::from_secs(ENDPOINT_KEEP_ALIVE_INTERVAL_SEC))
+            .keep_alive_timeout(Duration::from_secs(ENDPOINT_KEEP_ALIVE_TIMEOUT_SEC))
+            .connect_timeout(Duration::from_secs(5))
+            .connect()
+            .await
+            .expect("Failed to create channel via proxy rpc endpoint.")
     }
 
     pub async fn get_new_sst_ids(
         &self,
         request: GetNewSstIdsRequest,
     ) -> std::result::Result<tonic::Response<GetNewSstIdsResponse>, tonic::Status> {
-        let mut hummock_client = self.core.read().await.hummock_client.clone();
-        hummock_client.get_new_sst_ids(request).await
+        retry_rpc!(self, get_new_sst_ids, request, GetNewSstIdsResponse)
     }
 
     pub async fn report_compaction_task(
         &self,
         request: ReportCompactionTaskRequest,
     ) -> std::result::Result<tonic::Response<ReportCompactionTaskResponse>, tonic::Status> {
-        let mut hummock_client = self.core.read().await.hummock_client.clone();
-        hummock_client.report_compaction_task(request).await
+        retry_rpc!(
+            self,
+            report_compaction_task,
+            request,
+            ReportCompactionTaskResponse
+        )
     }
 
     pub async fn report_full_scan_task(
         &self,
         request: ReportFullScanTaskRequest,
     ) -> std::result::Result<tonic::Response<ReportFullScanTaskResponse>, tonic::Status> {
-        let mut hummock_client = self.core.read().await.hummock_client.clone();
-        hummock_client.report_full_scan_task(request).await
+        retry_rpc!(
+            self,
+            report_full_scan_task,
+            request,
+            ReportFullScanTaskResponse
+        )
     }
 
     pub async fn report_vacuum_task(
         &self,
         request: ReportVacuumTaskRequest,
     ) -> std::result::Result<tonic::Response<ReportVacuumTaskResponse>, tonic::Status> {
-        let mut hummock_client = self.core.read().await.hummock_client.clone();
-        hummock_client.report_vacuum_task(request).await
+        retry_rpc!(self, report_vacuum_task, request, ReportVacuumTaskResponse)
     }
 
     pub async fn get_system_params(
         &self,
     ) -> std::result::Result<tonic::Response<GetSystemParamsResponse>, tonic::Status> {
-        let mut system_params_client = self.core.read().await.system_params_client.clone();
-        system_params_client
-            .get_system_params(GetSystemParamsRequest {})
-            .await
+        tokio_retry::RetryIf::spawn(
+            Self::get_retry_strategy(),
+            || async {
+                let mut system_params_client = self.core.read().await.system_params_client.clone();
+                let rpc_res = system_params_client
+                    .get_system_params(GetSystemParamsRequest {})
+                    .await;
+                if rpc_res.is_err() {
+                    self.recreate_core().await;
+                }
+                rpc_res
+            },
+            Self::should_retry,
+        )
+        .await
     }
+
+    #[inline(always)]
+    fn get_retry_strategy() -> impl Iterator<Item = Duration> {
+        ExponentialBackoff::from_millis(DEFAULT_RETRY_INTERVAL)
+            .max_delay(DEFAULT_RETRY_MAX_DELAY)
+            .take(DEFAULT_RETRY_MAX_ATTEMPTS)
+            .map(jitter)
+    }
+
+    #[inline(always)]
+    fn should_retry(status: &tonic::Status) -> bool {
+        if status.code() == tonic::Code::Unavailable
+            || status.code() == tonic::Code::Unknown
+            || (status.code() == tonic::Code::Unauthenticated
+                && status.message().contains("invalid auth token"))
+        {
+            return true;
+        }
+        false
+    }
+}
+
+#[macro_export]
+macro_rules! retry_rpc {
+    ($self:expr, $rpc_call:ident, $request:expr, $response:ty) => {
+        tokio_retry::RetryIf::spawn(
+            Self::get_retry_strategy(),
+            || async {
+                let mut hummock_client = $self.core.read().await.hummock_client.clone();
+                let rpc_res = hummock_client.$rpc_call($request.clone()).await;
+                if rpc_res.is_err() {
+                    $self.recreate_core().await;
+                }
+                rpc_res
+            },
+            Self::should_retry,
+        )
+        .await
+    };
 }
diff --git a/src/storage/compactor/src/server.rs b/src/storage/compactor/src/server.rs
index e099ed16ffcbd..779eec208f72c 100644
--- a/src/storage/compactor/src/server.rs
+++ b/src/storage/compactor/src/server.rs
@@ -319,8 +319,9 @@ pub async fn shared_compactor_serve(
     );
     info!("> version: {} ({})", RW_VERSION, GIT_SHA);
 
-    let endpoint: &'static str = Box::leak(opts.proxy_rpc_endpoint.clone().into_boxed_str());
-    let endpoint = Endpoint::from_static(endpoint);
+    let endpoint_str = opts.proxy_rpc_endpoint.clone().to_string();
+    let endpoint =
+        Endpoint::from_shared(opts.proxy_rpc_endpoint).expect("Fail to construct tonic Endpoint");
     let channel = endpoint
         .http2_keep_alive_interval(Duration::from_secs(ENDPOINT_KEEP_ALIVE_INTERVAL_SEC))
         .keep_alive_timeout(Duration::from_secs(ENDPOINT_KEEP_ALIVE_TIMEOUT_SEC))
@@ -328,7 +329,7 @@ pub async fn shared_compactor_serve(
         .connect()
         .await
         .expect("Failed to create channel via proxy rpc endpoint.");
-    let grpc_proxy_client = GrpcCompactorProxyClient::new(channel);
+    let grpc_proxy_client = GrpcCompactorProxyClient::new(channel, endpoint_str);
     let system_params_response = grpc_proxy_client
         .get_system_params()
         .await