diff --git a/docker/dashboards/risingwave-dev-dashboard.json b/docker/dashboards/risingwave-dev-dashboard.json
index cf52bbacc70e..d70c64fe7635 100644
--- a/docker/dashboards/risingwave-dev-dashboard.json
+++ b/docker/dashboards/risingwave-dev-dashboard.json
@@ -1 +1 @@
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diff --git a/docker/dashboards/risingwave-user-dashboard.json b/docker/dashboards/risingwave-user-dashboard.json
index 548db260ec4f..f42932341c7b 100644
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+++ b/docker/dashboards/risingwave-user-dashboard.json
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diff --git a/grafana/risingwave-dev-dashboard.dashboard.py b/grafana/risingwave-dev-dashboard.dashboard.py
index 6c6dbf0fc143..d11c68ac554d 100644
--- a/grafana/risingwave-dev-dashboard.dashboard.py
+++ b/grafana/risingwave-dev-dashboard.dashboard.py
@@ -622,12 +622,7 @@ def section_object_storage(outer_panels):
                     "",
                     [
                         panels.target(
-                            f"sum(irate({metric('aws_sdk_retry_counts')}[$__rate_interval])) by ({NODE_LABEL}, {COMPONENT_LABEL}, type)",
-                            "{{type}} - {{%s}} @ {{%s}}"
-                            % (COMPONENT_LABEL, NODE_LABEL),
-                        ),
-                        panels.target(
-                            f"sum(irate({metric('s3_read_request_retry_count')}[$__rate_interval])) by ({NODE_LABEL}, {COMPONENT_LABEL}, type)",
+                            f"sum(rate({metric('object_store_request_retry_count')}[$__rate_interval])) by ({NODE_LABEL}, {COMPONENT_LABEL}, type)",
                             "{{type}} - {{%s}} @ {{%s}}"
                             % (COMPONENT_LABEL, NODE_LABEL),
                         ),
diff --git a/grafana/risingwave-dev-dashboard.json b/grafana/risingwave-dev-dashboard.json
index cf52bbacc70e..d70c64fe7635 100644
--- a/grafana/risingwave-dev-dashboard.json
+++ b/grafana/risingwave-dev-dashboard.json
@@ -1 +1 @@
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Mode","transformations":[],"transparent":false,"type":"timeseries"}],"repeat":null,"repeatDirection":null,"span":null,"targets":[],"timeFrom":null,"timeShift":null,"title":"Batch","transformations":[],"transparent":false,"type":"row"},{"cacheTimeout":null,"collapsed":true,"datasource":null,"description":null,"editable":true,"error":false,"fieldConfig":{"defaults":{"thresholds":{"mode":"absolute","steps":[]}}},"gridPos":{"h":1,"w":24,"x":0,"y":48},"height":null,"hideTimeOverride":false,"id":51,"interval":null,"links":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"panels":[{"cacheTimeout":null,"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"","editable":true,"error":false,"fieldConfig":{"defaults":{"color":{"mode":"palette-classic"},"custom":{"axisLabel":"","axisPlacement":"auto","barAlignment":0,"drawStyle":"line","fillOpacity":10,"gradientMode":"none","hideFrom":{"legend":false,"tooltip":false,"viz":false},"lineInterpolation":"linear","lineWidth":1,"pointSize":5,"scaleDistribution":{"log":2,"type":"linear"},"showPoints":"auto","spanNulls":false,"stacking":{},"thresholdsStyle":{"mode":"off"}},"mappings":[],"thresholds":{"mode":"absolute","steps":[]},"unit":"rows/s"},"overrides":[]},"gridPos":{"h":8,"w":12,"x":0,"y":0},"height":null,"hideTimeOverride":false,"id":52,"interval":"1s","links":[],"maxDataPoints":1000,"maxPerRow":null,"minSpan":null,"options":{"legend":{"calcs":["mean"],"displayMode":"table","placement":"bottom"},"tooltip":{"mode":"single"}},"repeat":null,"repeatDirection":null,"span":null,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"rate(connector_source_rows_received{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"source={{source_type}} 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@ {{sink_id}}","metric":"","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Connector Sink Throughput(rows)","transformations":[],"transparent":false,"type":"timeseries"}],"repeat":null,"repeatDirection":null,"span":null,"targets":[],"timeFrom":null,"timeShift":null,"title":"Connector Node","transformations":[],"transparent":false,"type":"row"}],"refresh":"","rows":[],"schemaVersion":12,"sharedCrosshair":true,"style":"dark","tags":["risingwave"],"templating":{"list":[{"current":{"selected":false,"text":"All","value":"__all"},"definition":"label_values(process_cpu_seconds_total, instance)","description":"Reporting instance of the metric","hide":0,"includeAll":true,"label":"Node","multi":true,"name":"node","options":[],"query":{"query":"label_values(process_cpu_seconds_total, instance)","refId":"StandardVariableQuery"},"refresh":2,"regex":"","skipUrlSync":false,"sort":6,"type":"query"},{"current":{"selected":false,"text":"All","value":"__all"},"definition":"label_values(process_cpu_seconds_total, job)","description":"Reporting job of the metric","hide":0,"includeAll":true,"label":"Job","multi":true,"name":"job","options":[],"query":{"query":"label_values(process_cpu_seconds_total, job)","refId":"StandardVariableQuery"},"refresh":2,"regex":"","skipUrlSync":false,"sort":6,"type":"query"}]},"time":{"from":"now-30m","to":"now"},"timepicker":{"hidden":false,"refresh_intervals":["5s","10s","30s","1m","5m","15m","30m","1h","2h","1d"],"time_options":["5m","15m","1h","6h","12h","24h","2d","7d","30d"]},"timezone":"browser","title":"risingwave_dashboard","uid":"Fcy3uV1nz","version":0}
diff --git a/src/common/src/config.rs b/src/common/src/config.rs
index 2c66b6263fa4..a5cb55445c07 100644
--- a/src/common/src/config.rs
+++ b/src/common/src/config.rs
@@ -976,17 +976,12 @@ for_all_params!(define_system_config);
 /// The subsections `[storage.object_store]`.
 #[derive(Clone, Debug, Serialize, Deserialize, DefaultFromSerde)]
 pub struct ObjectStoreConfig {
-    #[serde(default = "default::object_store_config::object_store_streaming_read_timeout_ms")]
-    pub object_store_streaming_read_timeout_ms: u64,
-    #[serde(default = "default::object_store_config::object_store_streaming_upload_timeout_ms")]
-    pub object_store_streaming_upload_timeout_ms: u64,
-    #[serde(default = "default::object_store_config::object_store_upload_timeout_ms")]
-    pub object_store_upload_timeout_ms: u64,
-    #[serde(default = "default::object_store_config::object_store_read_timeout_ms")]
-    pub object_store_read_timeout_ms: u64,
     #[serde(default = "default::object_store_config::object_store_set_atomic_write_dir")]
     pub object_store_set_atomic_write_dir: bool,
 
+    #[serde(default)]
+    pub retry: ObjectStoreRetryConfig,
+
     #[serde(default)]
     pub s3: S3ObjectStoreConfig,
 }
@@ -1008,12 +1003,6 @@ pub struct S3ObjectStoreConfig {
     pub object_store_send_buffer_size: Option<usize>,
     #[serde(default = "default::object_store_config::s3::object_store_nodelay")]
     pub object_store_nodelay: Option<bool>,
-    #[serde(default = "default::object_store_config::s3::object_store_req_retry_interval_ms")]
-    pub object_store_req_retry_interval_ms: u64,
-    #[serde(default = "default::object_store_config::s3::object_store_req_retry_max_delay_ms")]
-    pub object_store_req_retry_max_delay_ms: u64,
-    #[serde(default = "default::object_store_config::s3::object_store_req_retry_max_attempts")]
-    pub object_store_req_retry_max_attempts: usize,
     /// For backwards compatibility, users should use `S3ObjectStoreDeveloperConfig` instead.
     #[serde(
         default = "default::object_store_config::s3::developer::object_store_retry_unknown_service_error"
@@ -1044,6 +1033,72 @@ pub struct S3ObjectStoreDeveloperConfig {
     pub use_opendal: bool,
 }
 
+#[derive(Clone, Debug, Serialize, Deserialize, DefaultFromSerde)]
+pub struct ObjectStoreRetryConfig {
+    #[serde(default = "default::object_store_config::object_store_req_backoff_interval_ms")]
+    pub req_backoff_interval_ms: u64,
+    #[serde(default = "default::object_store_config::object_store_req_backoff_max_delay_ms")]
+    pub req_backoff_max_delay_ms: u64,
+    #[serde(default = "default::object_store_config::object_store_req_backoff_factor")]
+    pub req_backoff_factor: u64,
+
+    // upload
+    #[serde(default = "default::object_store_config::object_store_upload_attempt_timeout_ms")]
+    pub upload_attempt_timeout_ms: u64,
+    #[serde(default = "default::object_store_config::object_store_upload_retry_attempts")]
+    pub upload_retry_attempts: usize,
+
+    // streaming_upload_init + streaming_upload
+    #[serde(
+        default = "default::object_store_config::object_store_streaming_upload_attempt_timeout_ms"
+    )]
+    pub streaming_upload_attempt_timeout_ms: u64,
+    #[serde(
+        default = "default::object_store_config::object_store_streaming_upload_retry_attempts"
+    )]
+    pub streaming_upload_retry_attempts: usize,
+
+    // read
+    #[serde(default = "default::object_store_config::object_store_read_attempt_timeout_ms")]
+    pub read_attempt_timeout_ms: u64,
+    #[serde(default = "default::object_store_config::object_store_read_retry_attempts")]
+    pub read_retry_attempts: usize,
+
+    // streaming_read_init + streaming_read
+    #[serde(
+        default = "default::object_store_config::object_store_streaming_read_attempt_timeout_ms"
+    )]
+    pub streaming_read_attempt_timeout_ms: u64,
+    #[serde(default = "default::object_store_config::object_store_streaming_read_retry_attempts")]
+    pub streaming_read_retry_attempts: usize,
+
+    // metadata
+    #[serde(default = "default::object_store_config::object_store_metadata_attempt_timeout_ms")]
+    pub metadata_attempt_timeout_ms: u64,
+    #[serde(default = "default::object_store_config::object_store_metadata_retry_attempts")]
+    pub metadata_retry_attempts: usize,
+
+    // delete
+    #[serde(default = "default::object_store_config::object_store_delete_attempt_timeout_ms")]
+    pub delete_attempt_timeout_ms: u64,
+    #[serde(default = "default::object_store_config::object_store_delete_retry_attempts")]
+    pub delete_retry_attempts: usize,
+
+    // delete_object
+    #[serde(
+        default = "default::object_store_config::object_store_delete_objects_attempt_timeout_ms"
+    )]
+    pub delete_objects_attempt_timeout_ms: u64,
+    #[serde(default = "default::object_store_config::object_store_delete_objects_retry_attempts")]
+    pub delete_objects_retry_attempts: usize,
+
+    // list
+    #[serde(default = "default::object_store_config::object_store_list_attempt_timeout_ms")]
+    pub list_attempt_timeout_ms: u64,
+    #[serde(default = "default::object_store_config::object_store_list_retry_attempts")]
+    pub list_retry_attempts: usize,
+}
+
 impl SystemConfig {
     #![allow(deprecated)]
     pub fn into_init_system_params(self) -> SystemParams {
@@ -1683,31 +1738,94 @@ pub mod default {
     }
 
     pub mod object_store_config {
-        pub fn object_store_streaming_read_timeout_ms() -> u64 {
-            8 * 60 * 1000
+        const DEFAULT_REQ_BACKOFF_INTERVAL_MS: u64 = 1000; // 1s
+        const DEFAULT_REQ_BACKOFF_MAX_DELAY_MS: u64 = 10 * 1000; // 10s
+        const DEFAULT_REQ_MAX_RETRY_ATTEMPTS: usize = 3;
+
+        pub fn object_store_set_atomic_write_dir() -> bool {
+            false
         }
 
-        pub fn object_store_streaming_upload_timeout_ms() -> u64 {
-            8 * 60 * 1000
+        pub fn object_store_req_backoff_interval_ms() -> u64 {
+            DEFAULT_REQ_BACKOFF_INTERVAL_MS
         }
 
-        pub fn object_store_upload_timeout_ms() -> u64 {
-            8 * 60 * 1000
+        pub fn object_store_req_backoff_max_delay_ms() -> u64 {
+            DEFAULT_REQ_BACKOFF_MAX_DELAY_MS // 10s
         }
 
-        pub fn object_store_read_timeout_ms() -> u64 {
-            8 * 60 * 1000
+        pub fn object_store_req_backoff_factor() -> u64 {
+            2
         }
 
-        pub fn object_store_set_atomic_write_dir() -> bool {
-            false
+        pub fn object_store_upload_attempt_timeout_ms() -> u64 {
+            8 * 1000 // 8s
+        }
+
+        pub fn object_store_upload_retry_attempts() -> usize {
+            DEFAULT_REQ_MAX_RETRY_ATTEMPTS
+        }
+
+        // init + upload_part + finish
+        pub fn object_store_streaming_upload_attempt_timeout_ms() -> u64 {
+            5 * 1000 // 5s
+        }
+
+        pub fn object_store_streaming_upload_retry_attempts() -> usize {
+            DEFAULT_REQ_MAX_RETRY_ATTEMPTS
+        }
+
+        // tips: depend on block_size
+        pub fn object_store_read_attempt_timeout_ms() -> u64 {
+            8 * 1000 // 8s
+        }
+
+        pub fn object_store_read_retry_attempts() -> usize {
+            DEFAULT_REQ_MAX_RETRY_ATTEMPTS
+        }
+
+        pub fn object_store_streaming_read_attempt_timeout_ms() -> u64 {
+            3 * 1000 // 3s
+        }
+
+        pub fn object_store_streaming_read_retry_attempts() -> usize {
+            DEFAULT_REQ_MAX_RETRY_ATTEMPTS
+        }
+
+        pub fn object_store_metadata_attempt_timeout_ms() -> u64 {
+            60 * 1000 // 1min
+        }
+
+        pub fn object_store_metadata_retry_attempts() -> usize {
+            DEFAULT_REQ_MAX_RETRY_ATTEMPTS
+        }
+
+        pub fn object_store_delete_attempt_timeout_ms() -> u64 {
+            5 * 1000
+        }
+
+        pub fn object_store_delete_retry_attempts() -> usize {
+            DEFAULT_REQ_MAX_RETRY_ATTEMPTS
+        }
+
+        // tips: depend on batch size
+        pub fn object_store_delete_objects_attempt_timeout_ms() -> u64 {
+            5 * 1000
+        }
+
+        pub fn object_store_delete_objects_retry_attempts() -> usize {
+            DEFAULT_REQ_MAX_RETRY_ATTEMPTS
+        }
+
+        pub fn object_store_list_attempt_timeout_ms() -> u64 {
+            10 * 60 * 1000
+        }
+
+        pub fn object_store_list_retry_attempts() -> usize {
+            DEFAULT_REQ_MAX_RETRY_ATTEMPTS
         }
 
         pub mod s3 {
-            /// Retry config for compute node http timeout error.
-            const DEFAULT_RETRY_INTERVAL_MS: u64 = 20;
-            const DEFAULT_RETRY_MAX_DELAY_MS: u64 = 10 * 1000;
-            const DEFAULT_RETRY_MAX_ATTEMPTS: usize = 8;
             const DEFAULT_IDENTITY_RESOLUTION_TIMEOUT_S: u64 = 5;
 
             const DEFAULT_KEEPALIVE_MS: u64 = 600 * 1000; // 10min
@@ -1728,18 +1846,6 @@ pub mod default {
                 Some(true)
             }
 
-            pub fn object_store_req_retry_interval_ms() -> u64 {
-                DEFAULT_RETRY_INTERVAL_MS
-            }
-
-            pub fn object_store_req_retry_max_delay_ms() -> u64 {
-                DEFAULT_RETRY_MAX_DELAY_MS // 10s
-            }
-
-            pub fn object_store_req_retry_max_attempts() -> usize {
-                DEFAULT_RETRY_MAX_ATTEMPTS
-            }
-
             pub fn identity_resolution_timeout_s() -> u64 {
                 DEFAULT_IDENTITY_RESOLUTION_TIMEOUT_S
             }
diff --git a/src/config/example.toml b/src/config/example.toml
index 83b176abbca4..abdb1e77353f 100644
--- a/src/config/example.toml
+++ b/src/config/example.toml
@@ -185,19 +185,33 @@ recent_filter_layers = 6
 recent_filter_rotate_interval_ms = 10000
 
 [storage.object_store]
-object_store_streaming_read_timeout_ms = 480000
-object_store_streaming_upload_timeout_ms = 480000
-object_store_upload_timeout_ms = 480000
-object_store_read_timeout_ms = 480000
 object_store_set_atomic_write_dir = false
 
+[storage.object_store.retry]
+req_backoff_interval_ms = 1000
+req_backoff_max_delay_ms = 10000
+req_backoff_factor = 2
+upload_attempt_timeout_ms = 8000
+upload_retry_attempts = 3
+streaming_upload_attempt_timeout_ms = 5000
+streaming_upload_retry_attempts = 3
+read_attempt_timeout_ms = 8000
+read_retry_attempts = 3
+streaming_read_attempt_timeout_ms = 3000
+streaming_read_retry_attempts = 3
+metadata_attempt_timeout_ms = 60000
+metadata_retry_attempts = 3
+delete_attempt_timeout_ms = 5000
+delete_retry_attempts = 3
+delete_objects_attempt_timeout_ms = 5000
+delete_objects_retry_attempts = 3
+list_attempt_timeout_ms = 600000
+list_retry_attempts = 3
+
 [storage.object_store.s3]
 object_store_keepalive_ms = 600000
 object_store_recv_buffer_size = 2097152
 object_store_nodelay = true
-object_store_req_retry_interval_ms = 20
-object_store_req_retry_max_delay_ms = 10000
-object_store_req_retry_max_attempts = 8
 retry_unknown_service_error = false
 identity_resolution_timeout_s = 5
 
diff --git a/src/connector/src/sink/snowflake_connector.rs b/src/connector/src/sink/snowflake_connector.rs
index b34ab6583147..eee4af2258b0 100644
--- a/src/connector/src/sink/snowflake_connector.rs
+++ b/src/connector/src/sink/snowflake_connector.rs
@@ -13,6 +13,7 @@
 // limitations under the License.
 
 use std::collections::HashMap;
+use std::sync::Arc;
 use std::time::{SystemTime, UNIX_EPOCH};
 
 use anyhow::{anyhow, Context};
@@ -192,13 +193,14 @@ impl SnowflakeS3Client {
         aws_secret_access_key: String,
         aws_region: String,
     ) -> Result<Self> {
+        // FIXME: we should use the `ObjectStoreConfig` instead of default
         // just use default configuration here for opendal s3 engine
         let config = ObjectStoreConfig::default();
 
         // create the s3 engine for streaming upload to the intermediate s3 bucket
         let opendal_s3_engine = OpendalObjectStore::new_s3_engine_with_credentials(
             &s3_bucket,
-            config,
+            Arc::new(config),
             &aws_access_key_id,
             &aws_secret_access_key,
             &aws_region,
diff --git a/src/ctl/src/common/hummock_service.rs b/src/ctl/src/common/hummock_service.rs
index e10d3669af60..3f7ebdbb51be 100644
--- a/src/ctl/src/common/hummock_service.rs
+++ b/src/ctl/src/common/hummock_service.rs
@@ -161,7 +161,7 @@ impl HummockServiceOpts {
             self.hummock_url.strip_prefix("hummock+").unwrap(),
             Arc::new(ObjectStoreMetrics::unused()),
             "Hummock",
-            ObjectStoreConfig::default(),
+            Arc::new(ObjectStoreConfig::default()),
         )
         .await;
 
diff --git a/src/jni_core/src/hummock_iterator.rs b/src/jni_core/src/hummock_iterator.rs
index 42e584fb3820..41ba4b65e22b 100644
--- a/src/jni_core/src/hummock_iterator.rs
+++ b/src/jni_core/src/hummock_iterator.rs
@@ -73,7 +73,7 @@ impl HummockJavaBindingIterator {
                 &read_plan.object_store_url,
                 Arc::new(ObjectStoreMetrics::unused()),
                 "Hummock",
-                ObjectStoreConfig::default(),
+                Arc::new(ObjectStoreConfig::default()),
             )
             .await,
         );
diff --git a/src/meta/node/src/lib.rs b/src/meta/node/src/lib.rs
index 6561f410d753..140cf481e3c4 100644
--- a/src/meta/node/src/lib.rs
+++ b/src/meta/node/src/lib.rs
@@ -256,25 +256,26 @@ pub fn start(opts: MetaNodeOpts) -> Pin<Box<dyn Future<Output = ()> + Send>> {
 
         const MIN_TIMEOUT_INTERVAL_SEC: u64 = 20;
         let compaction_task_max_progress_interval_secs = {
-            (config
-                .storage
-                .object_store
-                .object_store_read_timeout_ms
-                .max(config.storage.object_store.object_store_upload_timeout_ms)
-                .max(
-                    config
-                        .storage
-                        .object_store
-                        .object_store_streaming_read_timeout_ms,
-                )
-                .max(
-                    config
-                        .storage
-                        .object_store
-                        .object_store_streaming_upload_timeout_ms,
-                )
-                .max(config.meta.compaction_task_max_progress_interval_secs * 1000))
-                / 1000
+            let retry_config = &config.storage.object_store.retry;
+            let max_streming_read_timeout_ms = (retry_config.streaming_read_attempt_timeout_ms
+                + retry_config.req_backoff_max_delay_ms)
+                * retry_config.streaming_read_retry_attempts as u64;
+            let max_streaming_upload_timeout_ms = (retry_config
+                .streaming_upload_attempt_timeout_ms
+                + retry_config.req_backoff_max_delay_ms)
+                * retry_config.streaming_upload_retry_attempts as u64;
+            let max_upload_timeout_ms = (retry_config.upload_attempt_timeout_ms
+                + retry_config.req_backoff_max_delay_ms)
+                * retry_config.upload_retry_attempts as u64;
+            let max_read_timeout_ms = (retry_config.read_attempt_timeout_ms
+                + retry_config.req_backoff_max_delay_ms)
+                * retry_config.read_retry_attempts as u64;
+            let max_timeout_ms = max_streming_read_timeout_ms
+                .max(max_upload_timeout_ms)
+                .max(max_streaming_upload_timeout_ms)
+                .max(max_read_timeout_ms)
+                .max(config.meta.compaction_task_max_progress_interval_secs * 1000);
+            max_timeout_ms / 1000
         } + MIN_TIMEOUT_INTERVAL_SEC;
 
         let (mut join_handle, leader_lost_handle, shutdown_send) = rpc_serve(
diff --git a/src/meta/src/backup_restore/backup_manager.rs b/src/meta/src/backup_restore/backup_manager.rs
index 3c7c2dc2f9bd..1b3dd6115227 100644
--- a/src/meta/src/backup_restore/backup_manager.rs
+++ b/src/meta/src/backup_restore/backup_manager.rs
@@ -401,7 +401,7 @@ async fn create_snapshot_store(
             &config.0,
             metric,
             "Meta Backup",
-            object_store_config.clone(),
+            Arc::new(object_store_config.clone()),
         )
         .await,
     );
diff --git a/src/meta/src/backup_restore/restore.rs b/src/meta/src/backup_restore/restore.rs
index f742c904ad85..f94737a1bd49 100644
--- a/src/meta/src/backup_restore/restore.rs
+++ b/src/meta/src/backup_restore/restore.rs
@@ -82,7 +82,7 @@ async fn restore_hummock_version(
             hummock_storage_url,
             Arc::new(ObjectStoreMetrics::unused()),
             "Version Checkpoint",
-            ObjectStoreConfig::default(),
+            Arc::new(ObjectStoreConfig::default()),
         )
         .await,
     );
diff --git a/src/meta/src/backup_restore/utils.rs b/src/meta/src/backup_restore/utils.rs
index 521acaf557af..178a8ac3e00c 100644
--- a/src/meta/src/backup_restore/utils.rs
+++ b/src/meta/src/backup_restore/utils.rs
@@ -109,7 +109,7 @@ pub async fn get_backup_store(opts: RestoreOpts) -> BackupResult<MetaSnapshotSto
         &opts.backup_storage_url,
         Arc::new(ObjectStoreMetrics::unused()),
         "Meta Backup",
-        ObjectStoreConfig::default(),
+        Arc::new(ObjectStoreConfig::default()),
     )
     .await;
     let backup_store =
diff --git a/src/meta/src/hummock/manager/mod.rs b/src/meta/src/hummock/manager/mod.rs
index c7834b144b69..12cafa8ac5bd 100644
--- a/src/meta/src/hummock/manager/mod.rs
+++ b/src/meta/src/hummock/manager/mod.rs
@@ -378,7 +378,7 @@ impl HummockManager {
                 state_store_url.strip_prefix("hummock+").unwrap_or("memory"),
                 metrics.object_store_metric.clone(),
                 "Version Checkpoint",
-                object_store_config,
+                Arc::new(object_store_config),
             )
             .await,
         );
diff --git a/src/object_store/src/object/error.rs b/src/object_store/src/object/error.rs
index d4e8e0bebe15..38399a59a5a2 100644
--- a/src/object_store/src/object/error.rs
+++ b/src/object_store/src/object/error.rs
@@ -27,8 +27,13 @@ use tokio::sync::oneshot::error::RecvError;
 #[derive(Error, thiserror_ext::ReportDebug, thiserror_ext::Box, thiserror_ext::Construct)]
 #[thiserror_ext(newtype(name = ObjectError, backtrace))]
 pub enum ObjectErrorInner {
-    #[error("s3 error: {0}")]
-    S3(#[source] BoxedError),
+    #[error("s3 error: {inner}")]
+    S3 {
+        // TODO: remove this after switch s3 backend to opendal
+        should_retry: bool,
+        #[source]
+        inner: BoxedError,
+    },
     #[error("disk error: {msg}")]
     Disk {
         msg: String,
@@ -45,6 +50,9 @@ pub enum ObjectErrorInner {
     #[cfg(madsim)]
     #[error(transparent)]
     Sim(#[from] crate::object::sim::SimError),
+
+    #[error("Timeout error: {0}")]
+    Timeout(String),
 }
 
 impl ObjectError {
@@ -55,17 +63,20 @@ impl ObjectError {
     /// Tells whether the error indicates the target object is not found.
     pub fn is_object_not_found_error(&self) -> bool {
         match self.inner() {
-            ObjectErrorInner::S3(e) => {
-                if let Some(aws_smithy_runtime_api::client::result::SdkError::ServiceError(err)) = e
-                    .downcast_ref::<aws_smithy_runtime_api::client::result::SdkError<
+            ObjectErrorInner::S3 {
+                inner,
+                should_retry: _,
+            } => {
+                if let Some(aws_smithy_runtime_api::client::result::SdkError::ServiceError(err)) =
+                    inner.downcast_ref::<aws_smithy_runtime_api::client::result::SdkError<
                         GetObjectError,
                         aws_smithy_runtime_api::http::Response<SdkBody>,
                     >>()
                 {
                     return matches!(err.err(), GetObjectError::NoSuchKey(_));
                 }
-                if let Some(aws_smithy_runtime_api::client::result::SdkError::ServiceError(err)) = e
-                    .downcast_ref::<aws_smithy_runtime_api::client::result::SdkError<
+                if let Some(aws_smithy_runtime_api::client::result::SdkError::ServiceError(err)) =
+                    inner.downcast_ref::<aws_smithy_runtime_api::client::result::SdkError<
                         HeadObjectError,
                         aws_smithy_runtime_api::http::Response<SdkBody>,
                     >>()
@@ -90,6 +101,21 @@ impl ObjectError {
         };
         false
     }
+
+    pub fn should_retry(&self) -> bool {
+        match self.inner() {
+            ObjectErrorInner::S3 {
+                inner: _,
+                should_retry,
+            } => *should_retry,
+
+            ObjectErrorInner::Opendal(e) => e.is_temporary(),
+
+            ObjectErrorInner::Timeout(_) => true,
+
+            _ => false,
+        }
+    }
 }
 
 impl<E, R> From<aws_smithy_runtime_api::client::result::SdkError<E, R>> for ObjectError
@@ -98,7 +124,11 @@ where
     R: Send + Sync + 'static + std::fmt::Debug,
 {
     fn from(e: aws_smithy_runtime_api::client::result::SdkError<E, R>) -> Self {
-        ObjectErrorInner::S3(e.into()).into()
+        ObjectErrorInner::S3 {
+            inner: e.into(),
+            should_retry: false,
+        }
+        .into()
     }
 }
 
@@ -110,7 +140,11 @@ impl From<RecvError> for ObjectError {
 
 impl From<ByteStreamError> for ObjectError {
     fn from(e: ByteStreamError) -> Self {
-        ObjectErrorInner::Internal(e.to_report_string()).into()
+        ObjectErrorInner::S3 {
+            inner: e.into(),
+            should_retry: true,
+        }
+        .into()
     }
 }
 
diff --git a/src/object_store/src/object/mod.rs b/src/object_store/src/object/mod.rs
index a623e4b116fd..2f32cb7c0716 100644
--- a/src/object_store/src/object/mod.rs
+++ b/src/object_store/src/object/mod.rs
@@ -19,7 +19,6 @@ use std::sync::Arc;
 use std::time::Duration;
 
 use bytes::Bytes;
-use prometheus::HistogramTimer;
 
 pub mod mem;
 pub use mem::*;
@@ -30,7 +29,7 @@ pub use opendal_engine::*;
 pub mod s3;
 use await_tree::InstrumentAwait;
 use futures::stream::BoxStream;
-use futures::StreamExt;
+use futures::{Future, StreamExt};
 pub use risingwave_common::config::ObjectStoreConfig;
 pub use s3::*;
 
@@ -42,6 +41,7 @@ mod prefix;
 pub use error::*;
 use object_metrics::ObjectStoreMetrics;
 use thiserror_ext::AsReport;
+use tokio_retry::strategy::{jitter, ExponentialBackoff};
 
 #[cfg(madsim)]
 use self::sim::SimObjectStore;
@@ -123,7 +123,7 @@ pub trait ObjectStore: Send + Sync {
     fn monitored(
         self,
         metrics: Arc<ObjectStoreMetrics>,
-        config: ObjectStoreConfig,
+        config: Arc<ObjectStoreConfig>,
     ) -> MonitoredObjectStore<Self>
     where
         Self: Sized,
@@ -309,7 +309,6 @@ pub struct MonitoredStreamingUploader {
     /// Length of data uploaded with this uploader.
     operation_size: usize,
     media_type: &'static str,
-    streaming_upload_timeout: Option<Duration>,
 }
 
 impl MonitoredStreamingUploader {
@@ -317,83 +316,68 @@ impl MonitoredStreamingUploader {
         media_type: &'static str,
         handle: BoxedStreamingUploader,
         object_store_metrics: Arc<ObjectStoreMetrics>,
-        streaming_upload_timeout: Option<Duration>,
     ) -> Self {
         Self {
             inner: handle,
             object_store_metrics,
             operation_size: 0,
             media_type,
-            streaming_upload_timeout,
         }
     }
 }
 
 impl MonitoredStreamingUploader {
     pub async fn write_bytes(&mut self, data: Bytes) -> ObjectResult<()> {
-        let operation_type = "streaming_upload_write_bytes";
+        let operation_type = OperationType::StreamingUpload;
+        let operation_type_str = operation_type.as_str();
         let data_len = data.len();
+
+        let _timer = self
+            .object_store_metrics
+            .operation_latency
+            .with_label_values(&[self.media_type, operation_type_str])
+            .start_timer();
+
+        let res = self
+            .inner
+            .write_bytes(data)
+            .verbose_instrument_await(operation_type_str)
+            .await;
+
+        try_update_failure_metric(&self.object_store_metrics, &res, operation_type_str);
+
         self.object_store_metrics
             .write_bytes
-            .inc_by(data.len() as u64);
+            .inc_by(data_len as u64);
         self.object_store_metrics
             .operation_size
-            .with_label_values(&[operation_type])
+            .with_label_values(&[operation_type_str])
             .observe(data_len as f64);
-        let _timer = self
-            .object_store_metrics
-            .operation_latency
-            .with_label_values(&[self.media_type, operation_type])
-            .start_timer();
         self.operation_size += data_len;
 
-        let future = async {
-            self.inner
-                .write_bytes(data)
-                .verbose_instrument_await("object_store_streaming_upload_write_bytes")
-                .await
-        };
-        let res = match self.streaming_upload_timeout.as_ref() {
-            None => future.await,
-            Some(timeout) => tokio::time::timeout(*timeout, future)
-                .await
-                .unwrap_or_else(|_| {
-                    Err(ObjectError::internal(
-                        "streaming_upload write_bytes timeout",
-                    ))
-                }),
-        };
-
-        try_update_failure_metric(&self.object_store_metrics, &res, operation_type);
         res
     }
 
     pub async fn finish(self) -> ObjectResult<()> {
-        let operation_type = "streaming_upload_finish";
-        self.object_store_metrics
-            .operation_size
-            .with_label_values(&["streaming_upload"])
-            .observe(self.operation_size as f64);
+        let operation_type = OperationType::StreamingUploadFinish;
+        let operation_type_str = operation_type.as_str();
         let _timer = self
             .object_store_metrics
             .operation_latency
-            .with_label_values(&[self.media_type, operation_type])
+            .with_label_values(&[self.media_type, operation_type_str])
             .start_timer();
 
-        let future = async {
-            self.inner
-                .finish()
-                .verbose_instrument_await("object_store_streaming_upload_finish")
-                .await
-        };
-        let res = match self.streaming_upload_timeout.as_ref() {
-            None => future.await,
-            Some(timeout) => tokio::time::timeout(*timeout, future)
-                .await
-                .unwrap_or_else(|_| Err(ObjectError::internal("streaming_upload finish timeout"))),
-        };
+        let res = self
+            .inner
+            .finish()
+            .verbose_instrument_await(operation_type_str)
+            .await;
 
-        try_update_failure_metric(&self.object_store_metrics, &res, operation_type);
+        try_update_failure_metric(&self.object_store_metrics, &res, operation_type_str);
+        self.object_store_metrics
+            .operation_size
+            .with_label_values(&[operation_type_str])
+            .observe(self.operation_size as f64);
         res
     }
 
@@ -407,8 +391,8 @@ pub struct MonitoredStreamingReader {
     object_store_metrics: Arc<ObjectStoreMetrics>,
     operation_size: usize,
     media_type: &'static str,
-    timer: Option<HistogramTimer>,
     streaming_read_timeout: Option<Duration>,
+    operation_type_str: &'static str,
 }
 
 impl MonitoredStreamingReader {
@@ -418,54 +402,49 @@ impl MonitoredStreamingReader {
         object_store_metrics: Arc<ObjectStoreMetrics>,
         streaming_read_timeout: Option<Duration>,
     ) -> Self {
-        let operation_type = "streaming_read";
-        let timer = object_store_metrics
-            .operation_latency
-            .with_label_values(&[media_type, operation_type])
-            .start_timer();
         Self {
             inner: handle,
             object_store_metrics,
             operation_size: 0,
             media_type,
-            timer: Some(timer),
             streaming_read_timeout,
+            operation_type_str: OperationType::StreamingRead.as_str(),
         }
     }
 
     pub async fn read_bytes(&mut self) -> Option<ObjectResult<Bytes>> {
-        let operation_type = "streaming_read_read_bytes";
         let _timer = self
             .object_store_metrics
             .operation_latency
-            .with_label_values(&[self.media_type, operation_type])
+            .with_label_values(&[self.media_type, self.operation_type_str])
             .start_timer();
         let future = async {
             self.inner
                 .next()
-                .verbose_instrument_await("object_store_streaming_read_read_bytes")
+                .verbose_instrument_await(self.operation_type_str)
                 .await
         };
         let res = match self.streaming_read_timeout.as_ref() {
             None => future.await,
-            Some(timeout) => tokio::time::timeout(*timeout, future)
+            Some(timeout_duration) => tokio::time::timeout(*timeout_duration, future)
                 .await
                 .unwrap_or_else(|_| {
-                    Some(Err(ObjectError::internal(
-                        "streaming_read read_bytes timeout",
-                    )))
+                    Some(Err(ObjectError::timeout(format!(
+                        "Retry attempts exhausted for {}. Please modify {}_attempt_timeout_ms (current={:?}) under [storage.object_store.retry] in the config accordingly if needed.",
+                        self.operation_type_str, self.operation_type_str, timeout_duration.as_millis()
+                    ))))
                 }),
         };
 
         if let Some(ret) = &res {
-            try_update_failure_metric(&self.object_store_metrics, ret, operation_type);
+            try_update_failure_metric(&self.object_store_metrics, ret, self.operation_type_str);
         }
         if let Some(Ok(data)) = &res {
             let data_len = data.len();
             self.object_store_metrics.read_bytes.inc_by(data_len as u64);
             self.object_store_metrics
                 .operation_size
-                .with_label_values(&[operation_type])
+                .with_label_values(&[self.operation_type_str])
                 .observe(data_len as f64);
             self.operation_size += data_len;
         }
@@ -475,22 +454,17 @@ impl MonitoredStreamingReader {
 
 impl Drop for MonitoredStreamingReader {
     fn drop(&mut self) {
-        let operation_type = "streaming_read";
         self.object_store_metrics
             .operation_size
-            .with_label_values(&[operation_type])
+            .with_label_values(&[self.operation_type_str])
             .observe(self.operation_size as f64);
-        self.timer.take().unwrap().observe_duration();
     }
 }
 
 pub struct MonitoredObjectStore<OS: ObjectStore> {
     inner: OS,
     object_store_metrics: Arc<ObjectStoreMetrics>,
-    streaming_read_timeout: Option<Duration>,
-    streaming_upload_timeout: Option<Duration>,
-    read_timeout: Option<Duration>,
-    upload_timeout: Option<Duration>,
+    config: Arc<ObjectStoreConfig>,
 }
 
 /// Manually dispatch trait methods.
@@ -513,19 +487,12 @@ impl<OS: ObjectStore> MonitoredObjectStore<OS> {
     pub fn new(
         store: OS,
         object_store_metrics: Arc<ObjectStoreMetrics>,
-        config: ObjectStoreConfig,
+        config: Arc<ObjectStoreConfig>,
     ) -> Self {
         Self {
             object_store_metrics,
-            streaming_read_timeout: Some(Duration::from_millis(
-                config.object_store_streaming_read_timeout_ms,
-            )),
-            streaming_upload_timeout: Some(Duration::from_millis(
-                config.object_store_streaming_upload_timeout_ms,
-            )),
-            read_timeout: Some(Duration::from_millis(config.object_store_read_timeout_ms)),
-            upload_timeout: Some(Duration::from_millis(config.object_store_upload_timeout_ms)),
             inner: store,
+            config,
         }
     }
 
@@ -542,85 +509,88 @@ impl<OS: ObjectStore> MonitoredObjectStore<OS> {
     }
 
     pub async fn upload(&self, path: &str, obj: Bytes) -> ObjectResult<()> {
-        let operation_type = "upload";
+        let operation_type = OperationType::Upload;
+        let operation_type_str = operation_type.as_str();
+
         self.object_store_metrics
             .write_bytes
             .inc_by(obj.len() as u64);
         self.object_store_metrics
             .operation_size
-            .with_label_values(&[operation_type])
+            .with_label_values(&[operation_type_str])
             .observe(obj.len() as f64);
         let _timer = self
             .object_store_metrics
             .operation_latency
-            .with_label_values(&[self.media_type(), operation_type])
+            .with_label_values(&[self.media_type(), operation_type_str])
             .start_timer();
-        let future = async {
+
+        let builder = || async {
             self.inner
-                .upload(path, obj)
-                .verbose_instrument_await("object_store_upload")
-                .await
-        };
-        let res = match self.upload_timeout.as_ref() {
-            None => future.await,
-            Some(timeout) => tokio::time::timeout(*timeout, future)
+                .upload(path, obj.clone())
+                .verbose_instrument_await(operation_type_str)
                 .await
-                .unwrap_or_else(|_| Err(ObjectError::internal("upload timeout"))),
         };
 
-        try_update_failure_metric(&self.object_store_metrics, &res, operation_type);
+        let res = retry_request(
+            builder,
+            &self.config,
+            operation_type,
+            self.object_store_metrics.clone(),
+        )
+        .await;
+
+        try_update_failure_metric(&self.object_store_metrics, &res, operation_type_str);
         res
     }
 
     pub async fn streaming_upload(&self, path: &str) -> ObjectResult<MonitoredStreamingUploader> {
-        let operation_type = "streaming_upload_start";
+        let operation_type = OperationType::StreamingUploadInit;
+        let operation_type_str = operation_type.as_str();
         let media_type = self.media_type();
         let _timer = self
             .object_store_metrics
             .operation_latency
-            .with_label_values(&[media_type, operation_type])
+            .with_label_values(&[media_type, operation_type_str])
             .start_timer();
-        let future = async {
-            self.inner
-                .streaming_upload(path)
-                .verbose_instrument_await("object_store_streaming_upload")
-                .await
-        };
-        let res = match self.streaming_upload_timeout.as_ref() {
-            None => future.await,
-            Some(timeout) => tokio::time::timeout(*timeout, future)
-                .await
-                .unwrap_or_else(|_| Err(ObjectError::internal("streaming_upload init timeout"))),
-        };
 
-        try_update_failure_metric(&self.object_store_metrics, &res, operation_type);
+        let res = self
+            .inner
+            .streaming_upload(path)
+            .verbose_instrument_await(operation_type_str)
+            .await;
+
+        try_update_failure_metric(&self.object_store_metrics, &res, operation_type_str);
         Ok(MonitoredStreamingUploader::new(
             media_type,
             res?,
             self.object_store_metrics.clone(),
-            self.streaming_upload_timeout,
         ))
     }
 
     pub async fn read(&self, path: &str, range: impl ObjectRangeBounds) -> ObjectResult<Bytes> {
-        let operation_type = "read";
+        let operation_type = OperationType::Read;
+        let operation_type_str = operation_type.as_str();
         let _timer = self
             .object_store_metrics
             .operation_latency
-            .with_label_values(&[self.media_type(), operation_type])
+            .with_label_values(&[self.media_type(), operation_type_str])
             .start_timer();
-        let future = async {
+
+        let builder = || async {
             self.inner
-                .read(path, range)
-                .verbose_instrument_await("object_store_read")
+                .read(path, range.clone())
+                .verbose_instrument_await(operation_type_str)
                 .await
         };
-        let res = match self.read_timeout.as_ref() {
-            None => future.await,
-            Some(read_timeout) => tokio::time::timeout(*read_timeout, future)
-                .await
-                .unwrap_or_else(|_| Err(ObjectError::internal("read timeout"))),
-        };
+
+        let res = retry_request(
+            builder,
+            &self.config,
+            operation_type,
+            self.object_store_metrics.clone(),
+        )
+        .await;
 
         if let Err(e) = &res
             && e.is_object_not_found_error()
@@ -629,7 +599,7 @@ impl<OS: ObjectStore> MonitoredObjectStore<OS> {
             // Some not_found_error is expected, e.g. metadata backup's manifest.json.
             // This is a quick fix that'll only log error in `try_update_failure_metric` in state store usage.
         } else {
-            try_update_failure_metric(&self.object_store_metrics, &res, operation_type);
+            try_update_failure_metric(&self.object_store_metrics, &res, operation_type_str);
         }
 
         let data = res?;
@@ -638,7 +608,7 @@ impl<OS: ObjectStore> MonitoredObjectStore<OS> {
             .inc_by(data.len() as u64);
         self.object_store_metrics
             .operation_size
-            .with_label_values(&[operation_type])
+            .with_label_values(&[operation_type_str])
             .observe(data.len() as f64);
         Ok(data)
     }
@@ -651,130 +621,152 @@ impl<OS: ObjectStore> MonitoredObjectStore<OS> {
         path: &str,
         range: Range<usize>,
     ) -> ObjectResult<MonitoredStreamingReader> {
-        let operation_type = "streaming_read_start";
+        let operation_type = OperationType::StreamingReadInit;
+        let operation_type_str = operation_type.as_str();
         let media_type = self.media_type();
         let _timer = self
             .object_store_metrics
             .operation_latency
-            .with_label_values(&[media_type, operation_type])
+            .with_label_values(&[media_type, operation_type_str])
             .start_timer();
-        let future = self
-            .inner
-            .streaming_read(path, range)
-            .verbose_instrument_await("object_store_streaming_read");
-        let res = match self.streaming_read_timeout.as_ref() {
-            None => future.await,
-            Some(timeout) => tokio::time::timeout(*timeout, future)
+
+        let builder = || async {
+            self.inner
+                .streaming_read(path, range.clone())
+                .verbose_instrument_await(operation_type_str)
                 .await
-                .unwrap_or_else(|_| Err(ObjectError::internal("streaming_read init timeout"))),
         };
 
-        try_update_failure_metric(&self.object_store_metrics, &res, operation_type);
+        let res = retry_request(
+            builder,
+            &self.config,
+            operation_type,
+            self.object_store_metrics.clone(),
+        )
+        .await;
+
+        try_update_failure_metric(&self.object_store_metrics, &res, operation_type_str);
+
         Ok(MonitoredStreamingReader::new(
             media_type,
             res?,
             self.object_store_metrics.clone(),
-            self.streaming_read_timeout,
+            Some(Duration::from_millis(
+                self.config.retry.streaming_read_attempt_timeout_ms,
+            )),
         ))
     }
 
     pub async fn metadata(&self, path: &str) -> ObjectResult<ObjectMetadata> {
-        let operation_type = "metadata";
+        let operation_type = OperationType::Metadata;
+        let operation_type_str = operation_type.as_str();
         let _timer = self
             .object_store_metrics
             .operation_latency
-            .with_label_values(&[self.media_type(), operation_type])
+            .with_label_values(&[self.media_type(), operation_type_str])
             .start_timer();
 
-        let future = async {
+        let builder = || async {
             self.inner
                 .metadata(path)
-                .verbose_instrument_await("object_store_metadata")
+                .verbose_instrument_await(operation_type_str)
                 .await
         };
-        let res = match self.read_timeout.as_ref() {
-            None => future.await,
-            Some(timeout) => tokio::time::timeout(*timeout, future)
-                .await
-                .unwrap_or_else(|_| Err(ObjectError::internal("metadata timeout"))),
-        };
 
-        try_update_failure_metric(&self.object_store_metrics, &res, operation_type);
+        let res = retry_request(
+            builder,
+            &self.config,
+            operation_type,
+            self.object_store_metrics.clone(),
+        )
+        .await;
+
+        try_update_failure_metric(&self.object_store_metrics, &res, operation_type_str);
         res
     }
 
     pub async fn delete(&self, path: &str) -> ObjectResult<()> {
-        let operation_type = "delete";
+        let operation_type = OperationType::Delete;
+        let operation_type_str = operation_type.as_str();
         let _timer = self
             .object_store_metrics
             .operation_latency
-            .with_label_values(&[self.media_type(), operation_type])
+            .with_label_values(&[self.media_type(), operation_type_str])
             .start_timer();
 
-        let future = async {
+        let builder = || async {
             self.inner
                 .delete(path)
-                .verbose_instrument_await("object_store_delete")
+                .verbose_instrument_await(operation_type_str)
                 .await
         };
-        let res = match self.read_timeout.as_ref() {
-            None => future.await,
-            Some(timeout) => tokio::time::timeout(*timeout, future)
-                .await
-                .unwrap_or_else(|_| Err(ObjectError::internal("delete timeout"))),
-        };
 
-        try_update_failure_metric(&self.object_store_metrics, &res, operation_type);
+        let res = retry_request(
+            builder,
+            &self.config,
+            operation_type,
+            self.object_store_metrics.clone(),
+        )
+        .await;
+
+        try_update_failure_metric(&self.object_store_metrics, &res, operation_type_str);
         res
     }
 
     async fn delete_objects(&self, paths: &[String]) -> ObjectResult<()> {
-        let operation_type = "delete_objects";
+        let operation_type = OperationType::DeleteObjects;
+        let operation_type_str = operation_type.as_str();
         let _timer = self
             .object_store_metrics
             .operation_latency
-            .with_label_values(&[self.media_type(), operation_type])
+            .with_label_values(&[self.media_type(), operation_type_str])
             .start_timer();
 
-        let future = async {
+        let builder = || async {
             self.inner
                 .delete_objects(paths)
-                .verbose_instrument_await("object_store_delete_objects")
+                .verbose_instrument_await(operation_type_str)
                 .await
         };
-        let res = match self.read_timeout.as_ref() {
-            None => future.await,
-            Some(timeout) => tokio::time::timeout(*timeout, future)
-                .await
-                .unwrap_or_else(|_| Err(ObjectError::internal("delete_objects timeout"))),
-        };
 
-        try_update_failure_metric(&self.object_store_metrics, &res, operation_type);
+        let res = retry_request(
+            builder,
+            &self.config,
+            operation_type,
+            self.object_store_metrics.clone(),
+        )
+        .await;
+
+        try_update_failure_metric(&self.object_store_metrics, &res, operation_type_str);
         res
     }
 
     pub async fn list(&self, prefix: &str) -> ObjectResult<ObjectMetadataIter> {
-        let operation_type = "list";
+        let operation_type = OperationType::List;
+        let operation_type_str = operation_type.as_str();
+
         let _timer = self
             .object_store_metrics
             .operation_latency
-            .with_label_values(&[self.media_type(), operation_type])
+            .with_label_values(&[self.media_type(), operation_type_str])
             .start_timer();
 
-        let future = async {
+        let builder = || async {
             self.inner
                 .list(prefix)
-                .verbose_instrument_await("object_store_list")
+                .verbose_instrument_await(operation_type_str)
                 .await
         };
-        let res = match self.read_timeout.as_ref() {
-            None => future.await,
-            Some(timeout) => tokio::time::timeout(*timeout, future)
-                .await
-                .unwrap_or_else(|_| Err(ObjectError::internal("list timeout"))),
-        };
 
-        try_update_failure_metric(&self.object_store_metrics, &res, operation_type);
+        let res = retry_request(
+            builder,
+            &self.config,
+            operation_type,
+            self.object_store_metrics.clone(),
+        )
+        .await;
+
+        try_update_failure_metric(&self.object_store_metrics, &res, operation_type_str);
         res
     }
 }
@@ -788,7 +780,7 @@ pub async fn build_remote_object_store(
     url: &str,
     metrics: Arc<ObjectStoreMetrics>,
     ident: &str,
-    config: ObjectStoreConfig,
+    config: Arc<ObjectStoreConfig>,
 ) -> ObjectStoreImpl {
     tracing::debug!(config=?config, "object store {ident}");
     match url {
@@ -831,18 +823,26 @@ pub async fn build_remote_object_store(
             let gcs = gcs.strip_prefix("gcs://").unwrap();
             let (bucket, root) = gcs.split_once('@').unwrap_or((gcs, ""));
             ObjectStoreImpl::Opendal(
-                OpendalObjectStore::new_gcs_engine(bucket.to_string(), root.to_string())
-                    .unwrap()
-                    .monitored(metrics, config),
+                OpendalObjectStore::new_gcs_engine(
+                    bucket.to_string(),
+                    root.to_string(),
+                    config.clone(),
+                )
+                .unwrap()
+                .monitored(metrics, config),
             )
         }
         obs if obs.starts_with("obs://") => {
             let obs = obs.strip_prefix("obs://").unwrap();
             let (bucket, root) = obs.split_once('@').unwrap_or((obs, ""));
             ObjectStoreImpl::Opendal(
-                OpendalObjectStore::new_obs_engine(bucket.to_string(), root.to_string())
-                    .unwrap()
-                    .monitored(metrics, config),
+                OpendalObjectStore::new_obs_engine(
+                    bucket.to_string(),
+                    root.to_string(),
+                    config.clone(),
+                )
+                .unwrap()
+                .monitored(metrics, config),
             )
         }
 
@@ -850,27 +850,39 @@ pub async fn build_remote_object_store(
             let oss = oss.strip_prefix("oss://").unwrap();
             let (bucket, root) = oss.split_once('@').unwrap_or((oss, ""));
             ObjectStoreImpl::Opendal(
-                OpendalObjectStore::new_oss_engine(bucket.to_string(), root.to_string())
-                    .unwrap()
-                    .monitored(metrics, config),
+                OpendalObjectStore::new_oss_engine(
+                    bucket.to_string(),
+                    root.to_string(),
+                    config.clone(),
+                )
+                .unwrap()
+                .monitored(metrics, config),
             )
         }
         webhdfs if webhdfs.starts_with("webhdfs://") => {
             let webhdfs = webhdfs.strip_prefix("webhdfs://").unwrap();
             let (namenode, root) = webhdfs.split_once('@').unwrap_or((webhdfs, ""));
             ObjectStoreImpl::Opendal(
-                OpendalObjectStore::new_webhdfs_engine(namenode.to_string(), root.to_string())
-                    .unwrap()
-                    .monitored(metrics, config),
+                OpendalObjectStore::new_webhdfs_engine(
+                    namenode.to_string(),
+                    root.to_string(),
+                    config.clone(),
+                )
+                .unwrap()
+                .monitored(metrics, config),
             )
         }
         azblob if azblob.starts_with("azblob://") => {
             let azblob = azblob.strip_prefix("azblob://").unwrap();
             let (container_name, root) = azblob.split_once('@').unwrap_or((azblob, ""));
             ObjectStoreImpl::Opendal(
-                OpendalObjectStore::new_azblob_engine(container_name.to_string(), root.to_string())
-                    .unwrap()
-                    .monitored(metrics, config),
+                OpendalObjectStore::new_azblob_engine(
+                    container_name.to_string(),
+                    root.to_string(),
+                    config.clone(),
+                )
+                .unwrap()
+                .monitored(metrics, config),
             )
         }
         fs if fs.starts_with("fs://") => {
@@ -892,13 +904,13 @@ pub async fn build_remote_object_store(
             if config.s3.developer.use_opendal {
                 tracing::info!("Using OpenDAL to access minio.");
                 ObjectStoreImpl::Opendal(
-                    OpendalObjectStore::with_minio(minio, config.clone())
+                    OpendalObjectStore::new_minio_engine(minio, config.clone())
                         .unwrap()
                         .monitored(metrics, config),
                 )
             } else {
                 ObjectStoreImpl::S3(
-                    S3ObjectStore::with_minio(minio, metrics.clone(), config.clone())
+                    S3ObjectStore::new_minio_engine(minio, metrics.clone(), config.clone())
                         .await
                         .monitored(metrics, config),
                 )
@@ -933,5 +945,164 @@ pub async fn build_remote_object_store(
     }
 }
 
+#[inline(always)]
+fn get_retry_strategy(
+    config: &ObjectStoreConfig,
+    operation_type: OperationType,
+) -> impl Iterator<Item = Duration> {
+    let attempts = get_retry_attempts_by_type(config, operation_type);
+    ExponentialBackoff::from_millis(config.retry.req_backoff_interval_ms)
+        .max_delay(Duration::from_millis(config.retry.req_backoff_max_delay_ms))
+        .factor(config.retry.req_backoff_factor)
+        .take(attempts)
+        .map(jitter)
+}
+
 pub type ObjectMetadataIter = BoxStream<'static, ObjectResult<ObjectMetadata>>;
 pub type ObjectDataStream = BoxStream<'static, ObjectResult<Bytes>>;
+
+#[derive(Debug, Clone, Copy)]
+enum OperationType {
+    Upload,
+    StreamingUploadInit,
+    StreamingUpload,
+    StreamingUploadFinish,
+    Read,
+    StreamingReadInit,
+    StreamingRead,
+    Metadata,
+    Delete,
+    DeleteObjects,
+    List,
+}
+
+impl OperationType {
+    fn as_str(&self) -> &'static str {
+        match self {
+            Self::Upload => "upload",
+            Self::StreamingUploadInit => "streaming_upload_init",
+            Self::StreamingUpload => "streaming_upload",
+            Self::StreamingUploadFinish => "streaming_upload_finish",
+            Self::Read => "read",
+            Self::StreamingReadInit => "streaming_read_init",
+            Self::StreamingRead => "streaming_read",
+            Self::Metadata => "metadata",
+            Self::Delete => "delete",
+            Self::DeleteObjects => "delete_objects",
+            Self::List => "list",
+        }
+    }
+}
+
+fn get_retry_attempts_by_type(config: &ObjectStoreConfig, operation_type: OperationType) -> usize {
+    match operation_type {
+        OperationType::Upload => config.retry.upload_retry_attempts,
+        OperationType::StreamingUploadInit
+        | OperationType::StreamingUpload
+        | OperationType::StreamingUploadFinish => config.retry.streaming_upload_retry_attempts,
+        OperationType::Read => config.retry.read_retry_attempts,
+        OperationType::StreamingReadInit | OperationType::StreamingRead => {
+            config.retry.streaming_read_retry_attempts
+        }
+        OperationType::Metadata => config.retry.metadata_retry_attempts,
+        OperationType::Delete => config.retry.delete_retry_attempts,
+        OperationType::DeleteObjects => config.retry.delete_objects_retry_attempts,
+        OperationType::List => config.retry.list_retry_attempts,
+    }
+}
+
+fn get_attempt_timeout_by_type(config: &ObjectStoreConfig, operation_type: OperationType) -> u64 {
+    match operation_type {
+        OperationType::Upload => config.retry.upload_attempt_timeout_ms,
+        OperationType::StreamingUploadInit
+        | OperationType::StreamingUpload
+        | OperationType::StreamingUploadFinish => config.retry.streaming_upload_attempt_timeout_ms,
+        OperationType::Read => config.retry.read_attempt_timeout_ms,
+        OperationType::StreamingReadInit | OperationType::StreamingRead => {
+            config.retry.streaming_read_attempt_timeout_ms
+        }
+        OperationType::Metadata => config.retry.metadata_attempt_timeout_ms,
+        OperationType::Delete => config.retry.delete_attempt_timeout_ms,
+        OperationType::DeleteObjects => config.retry.delete_attempt_timeout_ms,
+        OperationType::List => config.retry.list_attempt_timeout_ms,
+    }
+}
+
+struct RetryCondition {
+    operation_type: OperationType,
+    retry_count: usize,
+    metrics: Arc<ObjectStoreMetrics>,
+}
+
+impl RetryCondition {
+    fn new(operation_type: OperationType, metrics: Arc<ObjectStoreMetrics>) -> Self {
+        Self {
+            operation_type,
+            retry_count: 0,
+            metrics,
+        }
+    }
+
+    #[inline(always)]
+    fn should_retry_inner(&mut self, err: &ObjectError) -> bool {
+        let should_retry = err.should_retry();
+        if should_retry {
+            self.retry_count += 1;
+        }
+
+        should_retry
+    }
+}
+
+impl tokio_retry::Condition<ObjectError> for RetryCondition {
+    fn should_retry(&mut self, err: &ObjectError) -> bool {
+        self.should_retry_inner(err)
+    }
+}
+
+impl Drop for RetryCondition {
+    fn drop(&mut self) {
+        if self.retry_count > 0 {
+            self.metrics
+                .request_retry_count
+                .with_label_values(&[self.operation_type.as_str()])
+                .inc_by(self.retry_count as _);
+        }
+    }
+}
+
+async fn retry_request<F, T, B>(
+    builder: B,
+    config: &ObjectStoreConfig,
+    operation_type: OperationType,
+    object_store_metrics: Arc<ObjectStoreMetrics>,
+) -> ObjectResult<T>
+where
+    B: Fn() -> F,
+    F: Future<Output = ObjectResult<T>>,
+{
+    let backoff = get_retry_strategy(config, operation_type);
+    let timeout_duration =
+        Duration::from_millis(get_attempt_timeout_by_type(config, operation_type));
+    let operation_type_str = operation_type.as_str();
+
+    let retry_condition = RetryCondition::new(operation_type, object_store_metrics);
+
+    let f = || async {
+        let future = builder();
+        if timeout_duration.is_zero() {
+            future.await
+        } else {
+            tokio::time::timeout(timeout_duration, future)
+                .await
+                .unwrap_or_else(|_| {
+                    Err(ObjectError::timeout(format!(
+                        "Retry attempts exhausted for {}. Please modify {}_attempt_timeout_ms (current={:?}) and {}_retry_attempts (current={}) under [storage.object_store.retry] in the config accordingly if needed.",
+                        operation_type_str, operation_type_str, timeout_duration.as_millis(), operation_type_str, get_retry_attempts_by_type(config, operation_type)
+                    )))
+                })
+        }
+    };
+
+    tokio_retry::RetryIf::spawn(backoff, f, retry_condition).await
+}
diff --git a/src/object_store/src/object/object_metrics.rs b/src/object_store/src/object/object_metrics.rs
index aadf5f35cdb3..893f914f7f4c 100644
--- a/src/object_store/src/object/object_metrics.rs
+++ b/src/object_store/src/object/object_metrics.rs
@@ -90,7 +90,7 @@ impl ObjectStoreMetrics {
         .unwrap();
 
         let request_retry_count = register_int_counter_vec_with_registry!(
-            "s3_read_request_retry_count",
+            "object_store_request_retry_count",
             "The number of retry times of object store request",
             &["type"],
             registry
diff --git a/src/object_store/src/object/opendal_engine/azblob.rs b/src/object_store/src/object/opendal_engine/azblob.rs
index 8ac8caf09fda..590859eaaa70 100644
--- a/src/object_store/src/object/opendal_engine/azblob.rs
+++ b/src/object_store/src/object/opendal_engine/azblob.rs
@@ -12,9 +12,12 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use opendal::layers::{LoggingLayer, RetryLayer};
+use std::sync::Arc;
+
+use opendal::layers::LoggingLayer;
 use opendal::services::Azblob;
 use opendal::Operator;
+use risingwave_common::config::ObjectStoreConfig;
 
 use super::{EngineType, OpendalObjectStore};
 use crate::object::ObjectResult;
@@ -22,7 +25,11 @@ use crate::object::ObjectResult;
 const AZBLOB_ENDPOINT: &str = "AZBLOB_ENDPOINT";
 impl OpendalObjectStore {
     /// create opendal azblob engine.
-    pub fn new_azblob_engine(container_name: String, root: String) -> ObjectResult<Self> {
+    pub fn new_azblob_engine(
+        container_name: String,
+        root: String,
+        config: Arc<ObjectStoreConfig>,
+    ) -> ObjectResult<Self> {
         // Create azblob backend builder.
         let mut builder = Azblob::default();
         builder.root(&root);
@@ -35,11 +42,11 @@ impl OpendalObjectStore {
 
         let op: Operator = Operator::new(builder)?
             .layer(LoggingLayer::default())
-            .layer(RetryLayer::default())
             .finish();
         Ok(Self {
             op,
             engine_type: EngineType::Azblob,
+            config,
         })
     }
 }
diff --git a/src/object_store/src/object/opendal_engine/fs.rs b/src/object_store/src/object/opendal_engine/fs.rs
index f2e8211e9366..4f2715d6ccfb 100644
--- a/src/object_store/src/object/opendal_engine/fs.rs
+++ b/src/object_store/src/object/opendal_engine/fs.rs
@@ -12,7 +12,9 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use opendal::layers::RetryLayer;
+use std::sync::Arc;
+
+use opendal::layers::LoggingLayer;
 use opendal::services::Fs;
 use opendal::Operator;
 use risingwave_common::config::ObjectStoreConfig;
@@ -23,7 +25,7 @@ use crate::object::ObjectResult;
 
 impl OpendalObjectStore {
     /// create opendal fs engine.
-    pub fn new_fs_engine(root: String, config: ObjectStoreConfig) -> ObjectResult<Self> {
+    pub fn new_fs_engine(root: String, config: Arc<ObjectStoreConfig>) -> ObjectResult<Self> {
         // Create fs backend builder.
         let mut builder = Fs::default();
         builder.root(&root);
@@ -33,11 +35,12 @@ impl OpendalObjectStore {
         }
 
         let op: Operator = Operator::new(builder)?
-            .layer(RetryLayer::default())
+            .layer(LoggingLayer::default())
             .finish();
         Ok(Self {
             op,
             engine_type: EngineType::Fs,
+            config,
         })
     }
 }
diff --git a/src/object_store/src/object/opendal_engine/gcs.rs b/src/object_store/src/object/opendal_engine/gcs.rs
index 0577288005fc..c55de2377202 100644
--- a/src/object_store/src/object/opendal_engine/gcs.rs
+++ b/src/object_store/src/object/opendal_engine/gcs.rs
@@ -12,16 +12,23 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use opendal::layers::{LoggingLayer, RetryLayer};
+use std::sync::Arc;
+
+use opendal::layers::LoggingLayer;
 use opendal::services::Gcs;
 use opendal::Operator;
+use risingwave_common::config::ObjectStoreConfig;
 
 use super::{EngineType, OpendalObjectStore};
 use crate::object::ObjectResult;
 
 impl OpendalObjectStore {
     /// create opendal gcs engine.
-    pub fn new_gcs_engine(bucket: String, root: String) -> ObjectResult<Self> {
+    pub fn new_gcs_engine(
+        bucket: String,
+        root: String,
+        config: Arc<ObjectStoreConfig>,
+    ) -> ObjectResult<Self> {
         // Create gcs backend builder.
         let mut builder = Gcs::default();
 
@@ -37,11 +44,11 @@ impl OpendalObjectStore {
 
         let op: Operator = Operator::new(builder)?
             .layer(LoggingLayer::default())
-            .layer(RetryLayer::default())
             .finish();
         Ok(Self {
             op,
             engine_type: EngineType::Gcs,
+            config,
         })
     }
 }
diff --git a/src/object_store/src/object/opendal_engine/hdfs.rs b/src/object_store/src/object/opendal_engine/hdfs.rs
index c539cb43cb49..8c1e16eda1f5 100644
--- a/src/object_store/src/object/opendal_engine/hdfs.rs
+++ b/src/object_store/src/object/opendal_engine/hdfs.rs
@@ -12,7 +12,7 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use opendal::layers::{LoggingLayer, RetryLayer};
+use opendal::layers::LoggingLayer;
 use opendal::services::Hdfs;
 use opendal::Operator;
 use risingwave_common::config::ObjectStoreConfig;
@@ -33,13 +33,12 @@ impl OpendalObjectStore {
         // Set the name node for hdfs.
         builder.name_node(&namenode);
         builder.root(&root);
-        if config.object_store_set_atomic_write_dir {
+        if config.retry.set_atomic_write_dir {
             let atomic_write_dir = format!("{}/{}", root, ATOMIC_WRITE_DIR);
             builder.atomic_write_dir(&atomic_write_dir);
         }
         let op: Operator = Operator::new(builder)?
             .layer(LoggingLayer::default())
-            .layer(RetryLayer::default())
             .finish();
         Ok(Self {
             op,
diff --git a/src/object_store/src/object/opendal_engine/obs.rs b/src/object_store/src/object/opendal_engine/obs.rs
index 4ddf9579685f..77178ca9ae7b 100644
--- a/src/object_store/src/object/opendal_engine/obs.rs
+++ b/src/object_store/src/object/opendal_engine/obs.rs
@@ -12,16 +12,23 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use opendal::layers::{LoggingLayer, RetryLayer};
+use std::sync::Arc;
+
+use opendal::layers::LoggingLayer;
 use opendal::services::Obs;
 use opendal::Operator;
+use risingwave_common::config::ObjectStoreConfig;
 
 use super::{EngineType, OpendalObjectStore};
 use crate::object::ObjectResult;
 
 impl OpendalObjectStore {
     /// create opendal obs engine.
-    pub fn new_obs_engine(bucket: String, root: String) -> ObjectResult<Self> {
+    pub fn new_obs_engine(
+        bucket: String,
+        root: String,
+        config: Arc<ObjectStoreConfig>,
+    ) -> ObjectResult<Self> {
         // Create obs backend builder.
         let mut builder = Obs::default();
 
@@ -43,11 +50,11 @@ impl OpendalObjectStore {
 
         let op: Operator = Operator::new(builder)?
             .layer(LoggingLayer::default())
-            .layer(RetryLayer::default())
             .finish();
         Ok(Self {
             op,
             engine_type: EngineType::Obs,
+            config,
         })
     }
 }
diff --git a/src/object_store/src/object/opendal_engine/opendal_object_store.rs b/src/object_store/src/object/opendal_engine/opendal_object_store.rs
index d7ba829dda63..c073df7c1e10 100644
--- a/src/object_store/src/object/opendal_engine/opendal_object_store.rs
+++ b/src/object_store/src/object/opendal_engine/opendal_object_store.rs
@@ -13,12 +13,16 @@
 // limitations under the License.
 
 use std::ops::Range;
+use std::sync::Arc;
+use std::time::Duration;
 
 use bytes::Bytes;
 use fail::fail_point;
 use futures::{stream, StreamExt, TryStreamExt};
+use opendal::layers::{RetryLayer, TimeoutLayer};
 use opendal::services::Memory;
 use opendal::{Metakey, Operator, Writer};
+use risingwave_common::config::ObjectStoreConfig;
 use risingwave_common::range::RangeBoundsExt;
 use thiserror_ext::AsReport;
 
@@ -32,6 +36,8 @@ use crate::object::{
 pub struct OpendalObjectStore {
     pub(crate) op: Operator,
     pub(crate) engine_type: EngineType,
+
+    pub(crate) config: Arc<ObjectStoreConfig>,
 }
 
 #[derive(Clone)]
@@ -50,13 +56,14 @@ pub enum EngineType {
 
 impl OpendalObjectStore {
     /// create opendal memory engine, used for unit tests.
-    pub fn new_memory_engine() -> ObjectResult<Self> {
+    pub fn test_new_memory_engine() -> ObjectResult<Self> {
         // Create memory backend builder.
         let builder = Memory::default();
         let op: Operator = Operator::new(builder)?.finish();
         Ok(Self {
             op,
             engine_type: EngineType::Memory,
+            config: Arc::new(ObjectStoreConfig::default()),
         })
     }
 }
@@ -89,7 +96,8 @@ impl ObjectStore for OpendalObjectStore {
 
     async fn streaming_upload(&self, path: &str) -> ObjectResult<BoxedStreamingUploader> {
         Ok(Box::new(
-            OpendalStreamingUploader::new(self.op.clone(), path.to_string()).await?,
+            OpendalStreamingUploader::new(self.op.clone(), path.to_string(), self.config.clone())
+                .await?,
         ))
     }
 
@@ -130,9 +138,31 @@ impl ObjectStore for OpendalObjectStore {
             ObjectError::internal("opendal streaming read error")
         ));
         let range: Range<u64> = (range.start as u64)..(range.end as u64);
-        let reader = self.op.reader_with(path).range(range).await?;
+        let reader = self
+            .op
+            .clone()
+            .layer(
+                RetryLayer::new()
+                    .with_min_delay(Duration::from_millis(
+                        self.config.retry.req_backoff_interval_ms,
+                    ))
+                    .with_max_delay(Duration::from_millis(
+                        self.config.retry.req_backoff_max_delay_ms,
+                    ))
+                    .with_max_times(self.config.retry.streaming_read_retry_attempts)
+                    .with_factor(self.config.retry.req_backoff_factor as f32)
+                    .with_jitter(),
+            )
+            .layer(TimeoutLayer::new().with_io_timeout(Duration::from_millis(
+                self.config.retry.streaming_read_attempt_timeout_ms,
+            )))
+            .reader_with(path)
+            .range(range)
+            .await?;
         let stream = reader.into_stream().map(|item| {
-            item.map_err(|e| ObjectError::internal(format!("OpendalError: {}", e.as_report())))
+            item.map_err(|e| {
+                ObjectError::internal(format!("reader into_stream fail {}", e.as_report()))
+            })
         });
 
         Ok(Box::pin(stream))
@@ -222,8 +252,24 @@ pub struct OpendalStreamingUploader {
 }
 
 impl OpendalStreamingUploader {
-    pub async fn new(op: Operator, path: String) -> ObjectResult<Self> {
+    pub async fn new(
+        op: Operator,
+        path: String,
+        config: Arc<ObjectStoreConfig>,
+    ) -> ObjectResult<Self> {
         let writer = op
+            .clone()
+            .layer(
+                RetryLayer::new()
+                    .with_min_delay(Duration::from_millis(config.retry.req_backoff_interval_ms))
+                    .with_max_delay(Duration::from_millis(config.retry.req_backoff_max_delay_ms))
+                    .with_max_times(config.retry.streaming_upload_retry_attempts)
+                    .with_factor(config.retry.req_backoff_factor as f32)
+                    .with_jitter(),
+            )
+            .layer(TimeoutLayer::new().with_io_timeout(Duration::from_millis(
+                config.retry.streaming_upload_attempt_timeout_ms,
+            )))
             .writer_with(&path)
             .concurrent(8)
             .buffer(OPENDAL_BUFFER_SIZE)
@@ -238,6 +284,7 @@ const OPENDAL_BUFFER_SIZE: usize = 16 * 1024 * 1024;
 impl StreamingUploader for OpendalStreamingUploader {
     async fn write_bytes(&mut self, data: Bytes) -> ObjectResult<()> {
         self.writer.write(data).await?;
+
         Ok(())
     }
 
@@ -277,7 +324,7 @@ mod tests {
     #[tokio::test]
     async fn test_memory_upload() {
         let block = Bytes::from("123456");
-        let store = OpendalObjectStore::new_memory_engine().unwrap();
+        let store = OpendalObjectStore::test_new_memory_engine().unwrap();
         store.upload("/abc", block).await.unwrap();
 
         // No such object.
@@ -299,7 +346,7 @@ mod tests {
     async fn test_memory_metadata() {
         let block = Bytes::from("123456");
         let path = "/abc".to_string();
-        let obj_store = OpendalObjectStore::new_memory_engine().unwrap();
+        let obj_store = OpendalObjectStore::test_new_memory_engine().unwrap();
         obj_store.upload("/abc", block).await.unwrap();
 
         let err = obj_store.metadata("/not_exist").await.unwrap_err();
@@ -313,7 +360,7 @@ mod tests {
     async fn test_memory_delete_objects_and_list_object() {
         let block1 = Bytes::from("123456");
         let block2 = Bytes::from("987654");
-        let store = OpendalObjectStore::new_memory_engine().unwrap();
+        let store = OpendalObjectStore::test_new_memory_engine().unwrap();
         store.upload("abc", Bytes::from("123456")).await.unwrap();
         store.upload("prefix/abc", block1).await.unwrap();
 
diff --git a/src/object_store/src/object/opendal_engine/opendal_s3.rs b/src/object_store/src/object/opendal_engine/opendal_s3.rs
index c83498305d8e..7a51cbb36955 100644
--- a/src/object_store/src/object/opendal_engine/opendal_s3.rs
+++ b/src/object_store/src/object/opendal_engine/opendal_s3.rs
@@ -12,9 +12,10 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::sync::Arc;
 use std::time::Duration;
 
-use opendal::layers::{LoggingLayer, RetryLayer};
+use opendal::layers::LoggingLayer;
 use opendal::raw::HttpClient;
 use opendal::services::S3;
 use opendal::Operator;
@@ -25,10 +26,7 @@ use crate::object::ObjectResult;
 
 impl OpendalObjectStore {
     /// create opendal s3 engine.
-    pub fn new_s3_engine(
-        bucket: String,
-        object_store_config: ObjectStoreConfig,
-    ) -> ObjectResult<Self> {
+    pub fn new_s3_engine(bucket: String, config: Arc<ObjectStoreConfig>) -> ObjectResult<Self> {
         // Create s3 builder.
         let mut builder = S3::default();
         builder.bucket(&bucket);
@@ -41,33 +39,22 @@ impl OpendalObjectStore {
             builder.enable_virtual_host_style();
         }
 
-        let http_client = Self::new_http_client(&object_store_config)?;
+        let http_client = Self::new_http_client(&config)?;
         builder.http_client(http_client);
 
         let op: Operator = Operator::new(builder)?
             .layer(LoggingLayer::default())
-            .layer(
-                RetryLayer::new()
-                    .with_min_delay(Duration::from_millis(
-                        object_store_config.s3.object_store_req_retry_interval_ms,
-                    ))
-                    .with_max_delay(Duration::from_millis(
-                        object_store_config.s3.object_store_req_retry_max_delay_ms,
-                    ))
-                    .with_max_times(object_store_config.s3.object_store_req_retry_max_attempts)
-                    .with_factor(1.0)
-                    .with_jitter(),
-            )
             .finish();
 
         Ok(Self {
             op,
             engine_type: EngineType::S3,
+            config,
         })
     }
 
     /// Creates a minio client. The server should be like `minio://key:secret@address:port/bucket`.
-    pub fn with_minio(server: &str, object_store_config: ObjectStoreConfig) -> ObjectResult<Self> {
+    pub fn new_minio_engine(server: &str, config: Arc<ObjectStoreConfig>) -> ObjectResult<Self> {
         let server = server.strip_prefix("minio://").unwrap();
         let (access_key_id, rest) = server.split_once(':').unwrap();
         let (secret_access_key, mut rest) = rest.split_once('@').unwrap();
@@ -92,27 +79,16 @@ impl OpendalObjectStore {
             .endpoint(&format!("{}{}", endpoint_prefix, address));
 
         builder.disable_config_load();
-        let http_client = Self::new_http_client(&object_store_config)?;
+        let http_client = Self::new_http_client(&config)?;
         builder.http_client(http_client);
         let op: Operator = Operator::new(builder)?
             .layer(LoggingLayer::default())
-            .layer(
-                RetryLayer::new()
-                    .with_min_delay(Duration::from_millis(
-                        object_store_config.s3.object_store_req_retry_interval_ms,
-                    ))
-                    .with_max_delay(Duration::from_millis(
-                        object_store_config.s3.object_store_req_retry_max_delay_ms,
-                    ))
-                    .with_max_times(object_store_config.s3.object_store_req_retry_max_attempts)
-                    .with_factor(1.0)
-                    .with_jitter(),
-            )
             .finish();
 
         Ok(Self {
             op,
             engine_type: EngineType::Minio,
+            config,
         })
     }
 
@@ -134,7 +110,7 @@ impl OpendalObjectStore {
     /// especially when sinking to the intermediate s3 bucket.
     pub fn new_s3_engine_with_credentials(
         bucket: &str,
-        object_store_config: ObjectStoreConfig,
+        config: Arc<ObjectStoreConfig>,
         aws_access_key_id: &str,
         aws_secret_access_key: &str,
         aws_region: &str,
@@ -148,28 +124,17 @@ impl OpendalObjectStore {
         builder.secret_access_key(aws_secret_access_key);
         builder.region(aws_region);
 
-        let http_client = Self::new_http_client(&object_store_config)?;
+        let http_client = Self::new_http_client(config.as_ref())?;
         builder.http_client(http_client);
 
         let op: Operator = Operator::new(builder)?
             .layer(LoggingLayer::default())
-            .layer(
-                RetryLayer::new()
-                    .with_min_delay(Duration::from_millis(
-                        object_store_config.s3.object_store_req_retry_interval_ms,
-                    ))
-                    .with_max_delay(Duration::from_millis(
-                        object_store_config.s3.object_store_req_retry_max_delay_ms,
-                    ))
-                    .with_max_times(object_store_config.s3.object_store_req_retry_max_attempts)
-                    .with_factor(1.1)
-                    .with_jitter(),
-            )
             .finish();
 
         Ok(Self {
             op,
             engine_type: EngineType::S3,
+            config,
         })
     }
 }
diff --git a/src/object_store/src/object/opendal_engine/oss.rs b/src/object_store/src/object/opendal_engine/oss.rs
index e215b6f93d31..70fd6628f29b 100644
--- a/src/object_store/src/object/opendal_engine/oss.rs
+++ b/src/object_store/src/object/opendal_engine/oss.rs
@@ -12,16 +12,23 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use opendal::layers::{LoggingLayer, RetryLayer};
+use std::sync::Arc;
+
+use opendal::layers::LoggingLayer;
 use opendal::services::Oss;
 use opendal::Operator;
+use risingwave_common::config::ObjectStoreConfig;
 
 use super::{EngineType, OpendalObjectStore};
 use crate::object::ObjectResult;
 
 impl OpendalObjectStore {
     /// create opendal oss engine.
-    pub fn new_oss_engine(bucket: String, root: String) -> ObjectResult<Self> {
+    pub fn new_oss_engine(
+        bucket: String,
+        root: String,
+        config: Arc<ObjectStoreConfig>,
+    ) -> ObjectResult<Self> {
         // Create oss backend builder.
         let mut builder = Oss::default();
 
@@ -43,11 +50,11 @@ impl OpendalObjectStore {
 
         let op: Operator = Operator::new(builder)?
             .layer(LoggingLayer::default())
-            .layer(RetryLayer::default())
             .finish();
         Ok(Self {
             op,
             engine_type: EngineType::Oss,
+            config,
         })
     }
 }
diff --git a/src/object_store/src/object/opendal_engine/webhdfs.rs b/src/object_store/src/object/opendal_engine/webhdfs.rs
index 1f6b87b44fd5..cb8a2ad1753b 100644
--- a/src/object_store/src/object/opendal_engine/webhdfs.rs
+++ b/src/object_store/src/object/opendal_engine/webhdfs.rs
@@ -12,9 +12,12 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use opendal::layers::{LoggingLayer, RetryLayer};
+use std::sync::Arc;
+
+use opendal::layers::LoggingLayer;
 use opendal::services::Webhdfs;
 use opendal::Operator;
+use risingwave_common::config::ObjectStoreConfig;
 
 use super::{EngineType, OpendalObjectStore};
 use crate::object::opendal_engine::ATOMIC_WRITE_DIR;
@@ -22,7 +25,11 @@ use crate::object::ObjectResult;
 
 impl OpendalObjectStore {
     /// create opendal webhdfs engine.
-    pub fn new_webhdfs_engine(endpoint: String, root: String) -> ObjectResult<Self> {
+    pub fn new_webhdfs_engine(
+        endpoint: String,
+        root: String,
+        config: Arc<ObjectStoreConfig>,
+    ) -> ObjectResult<Self> {
         // Create webhdfs backend builder.
         let mut builder = Webhdfs::default();
         // Set the name node for webhdfs.
@@ -35,11 +42,11 @@ impl OpendalObjectStore {
         builder.atomic_write_dir(&atomic_write_dir);
         let op: Operator = Operator::new(builder)?
             .layer(LoggingLayer::default())
-            .layer(RetryLayer::default())
             .finish();
         Ok(Self {
             op,
             engine_type: EngineType::Webhdfs,
+            config,
         })
     }
 }
diff --git a/src/object_store/src/object/s3.rs b/src/object_store/src/object/s3.rs
index 9d48f1175976..6832b3a8e04d 100644
--- a/src/object_store/src/object/s3.rs
+++ b/src/object_store/src/object/s3.rs
@@ -12,6 +12,7 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::borrow::BorrowMut;
 use std::cmp;
 use std::collections::VecDeque;
 use std::ops::Range;
@@ -21,11 +22,19 @@ use std::task::{ready, Context, Poll};
 use std::time::Duration;
 
 use aws_sdk_s3::config::{Credentials, Region};
+use aws_sdk_s3::error::BoxError;
+use aws_sdk_s3::operation::abort_multipart_upload::AbortMultipartUploadError;
+use aws_sdk_s3::operation::complete_multipart_upload::CompleteMultipartUploadError;
+use aws_sdk_s3::operation::create_multipart_upload::CreateMultipartUploadError;
+use aws_sdk_s3::operation::delete_object::DeleteObjectError;
+use aws_sdk_s3::operation::delete_objects::DeleteObjectsError;
 use aws_sdk_s3::operation::get_object::builders::GetObjectFluentBuilder;
 use aws_sdk_s3::operation::get_object::GetObjectError;
+use aws_sdk_s3::operation::head_object::HeadObjectError;
 use aws_sdk_s3::operation::list_objects_v2::ListObjectsV2Error;
+use aws_sdk_s3::operation::put_object::PutObjectError;
 use aws_sdk_s3::operation::upload_part::UploadPartOutput;
-use aws_sdk_s3::primitives::{ByteStream, ByteStreamError};
+use aws_sdk_s3::primitives::ByteStream;
 use aws_sdk_s3::types::{
     AbortIncompleteMultipartUpload, BucketLifecycleConfiguration, CompletedMultipartUpload,
     CompletedPart, Delete, ExpirationStatus, LifecycleRule, LifecycleRuleFilter, ObjectIdentifier,
@@ -37,26 +46,25 @@ use aws_smithy_runtime_api::client::http::HttpClient;
 use aws_smithy_runtime_api::client::result::SdkError;
 use aws_smithy_types::body::SdkBody;
 use aws_smithy_types::error::metadata::ProvideErrorMetadata;
-use aws_smithy_types::retry::RetryConfig;
-use either::Either;
 use fail::fail_point;
 use futures::future::{try_join_all, BoxFuture, FutureExt};
 use futures::{stream, Stream, StreamExt, TryStreamExt};
 use hyper::Body;
 use itertools::Itertools;
-use risingwave_common::config::{ObjectStoreConfig, S3ObjectStoreConfig};
+use risingwave_common::config::ObjectStoreConfig;
 use risingwave_common::monitor::connection::monitor_connector;
 use risingwave_common::range::RangeBoundsExt;
 use thiserror_ext::AsReport;
 use tokio::task::JoinHandle;
-use tokio_retry::strategy::{jitter, ExponentialBackoff};
 
 use super::object_metrics::ObjectStoreMetrics;
 use super::{
-    prefix, BoxedStreamingUploader, Bytes, ObjectError, ObjectMetadata, ObjectRangeBounds,
-    ObjectResult, ObjectStore, StreamingUploader,
+    prefix, retry_request, BoxedStreamingUploader, Bytes, ObjectError, ObjectErrorInner,
+    ObjectMetadata, ObjectRangeBounds, ObjectResult, ObjectStore, StreamingUploader,
+};
+use crate::object::{
+    try_update_failure_metric, ObjectDataStream, ObjectMetadataIter, OperationType,
 };
-use crate::object::{try_update_failure_metric, ObjectDataStream, ObjectMetadataIter};
 
 type PartId = i32;
 
@@ -96,6 +104,8 @@ pub struct S3StreamingUploader {
     not_uploaded_len: usize,
     /// To record metrics for uploading part.
     metrics: Arc<ObjectStoreMetrics>,
+
+    config: Arc<ObjectStoreConfig>,
 }
 
 impl S3StreamingUploader {
@@ -105,6 +115,7 @@ impl S3StreamingUploader {
         part_size: usize,
         key: String,
         metrics: Arc<ObjectStoreMetrics>,
+        config: Arc<ObjectStoreConfig>,
     ) -> S3StreamingUploader {
         Self {
             client,
@@ -117,22 +128,46 @@ impl S3StreamingUploader {
             buf: Default::default(),
             not_uploaded_len: 0,
             metrics,
+            config,
         }
     }
 
     async fn upload_next_part(&mut self) -> ObjectResult<()> {
-        let operation_type = "s3_upload_part";
+        let operation_type = OperationType::StreamingUpload;
+        let operation_type_str = operation_type.as_str();
 
         // Lazily create multipart upload.
         if self.upload_id.is_none() {
-            let resp = self
-                .client
-                .create_multipart_upload()
-                .bucket(&self.bucket)
-                .key(&self.key)
-                .send()
-                .await?;
-            self.upload_id = Some(resp.upload_id.unwrap());
+            let builder = || async {
+                self.client
+                    .create_multipart_upload()
+                    .bucket(&self.bucket)
+                    .key(&self.key)
+                    .send()
+                    .await
+                    .map_err(|err| {
+                        set_error_should_retry::<CreateMultipartUploadError>(
+                            self.config.clone(),
+                            err.into(),
+                        )
+                    })
+            };
+
+            let resp = retry_request(
+                builder,
+                &self.config,
+                OperationType::StreamingUploadInit,
+                self.metrics.clone(),
+            )
+            .await;
+
+            try_update_failure_metric(
+                &self.metrics,
+                &resp,
+                OperationType::StreamingUploadInit.as_str(),
+            );
+
+            self.upload_id = Some(resp?.upload_id.unwrap());
         }
 
         // Get the data to upload for the next part.
@@ -156,33 +191,46 @@ impl S3StreamingUploader {
         let metrics = self.metrics.clone();
         metrics
             .operation_size
-            .with_label_values(&[operation_type])
+            .with_label_values(&[operation_type_str])
             .observe(len as f64);
+        let config = self.config.clone();
 
         self.join_handles.push(tokio::spawn(async move {
             let _timer = metrics
                 .operation_latency
-                .with_label_values(&["s3", operation_type])
+                .with_label_values(&["s3", operation_type_str])
                 .start_timer();
-            let upload_output_res = client_cloned
-                .upload_part()
-                .bucket(bucket)
-                .key(key)
-                .upload_id(upload_id)
-                .part_number(part_id)
-                .body(get_upload_body(data))
-                .content_length(len as i64)
-                .send()
-                .await
-                .map_err(Into::into);
-            try_update_failure_metric(&metrics, &upload_output_res, operation_type);
-            Ok((part_id, upload_output_res?))
+
+            let builder = || async {
+                client_cloned
+                    .upload_part()
+                    .bucket(bucket.clone())
+                    .key(key.clone())
+                    .upload_id(upload_id.clone())
+                    .part_number(part_id)
+                    .body(get_upload_body(data.clone()))
+                    .content_length(len as i64)
+                    .send()
+                    .await
+                    .map_err(|err| {
+                        set_error_should_retry::<CreateMultipartUploadError>(
+                            config.clone(),
+                            err.into(),
+                        )
+                    })
+            };
+
+            let res = retry_request(builder, &config, operation_type, metrics.clone()).await;
+            try_update_failure_metric(&metrics, &res, operation_type_str);
+            Ok((part_id, res?))
         }));
 
         Ok(())
     }
 
     async fn flush_multipart_and_complete(&mut self) -> ObjectResult<()> {
+        let operation_type = OperationType::StreamingUploadFinish;
+
         if !self.buf.is_empty() {
             self.upload_next_part().await?;
         }
@@ -210,18 +258,30 @@ impl S3StreamingUploader {
                 .collect_vec(),
         );
 
-        self.client
-            .complete_multipart_upload()
-            .bucket(&self.bucket)
-            .key(&self.key)
-            .upload_id(self.upload_id.as_ref().unwrap())
-            .multipart_upload(
-                CompletedMultipartUpload::builder()
-                    .set_parts(completed_parts)
-                    .build(),
-            )
-            .send()
-            .await?;
+        let builder = || async {
+            self.client
+                .complete_multipart_upload()
+                .bucket(&self.bucket)
+                .key(&self.key)
+                .upload_id(self.upload_id.as_ref().unwrap())
+                .multipart_upload(
+                    CompletedMultipartUpload::builder()
+                        .set_parts(completed_parts.clone())
+                        .build(),
+                )
+                .send()
+                .await
+                .map_err(|err| {
+                    set_error_should_retry::<CompleteMultipartUploadError>(
+                        self.config.clone(),
+                        err.into(),
+                    )
+                })
+        };
+
+        let res = retry_request(builder, &self.config, operation_type, self.metrics.clone()).await;
+        try_update_failure_metric(&self.metrics, &res, operation_type.as_str());
+        let _res = res?;
 
         Ok(())
     }
@@ -233,7 +293,10 @@ impl S3StreamingUploader {
             .key(&self.key)
             .upload_id(self.upload_id.as_ref().unwrap())
             .send()
-            .await?;
+            .await
+            .map_err(|err| {
+                set_error_should_retry::<AbortMultipartUploadError>(self.config.clone(), err.into())
+            })?;
         Ok(())
     }
 }
@@ -276,7 +339,10 @@ impl StreamingUploader for S3StreamingUploader {
                     .content_length(self.not_uploaded_len as i64)
                     .key(&self.key)
                     .send()
-                    .await?;
+                    .await
+                    .map_err(|err| {
+                        set_error_should_retry::<PutObjectError>(self.config.clone(), err.into())
+                    })?;
                 Ok(())
             }
         } else if let Err(e) = self.flush_multipart_and_complete().await {
@@ -302,6 +368,7 @@ fn get_upload_body(data: Vec<Bytes>) -> ByteStream {
 
 /// Object store with S3 backend
 /// The full path to a file on S3 would be `s3://bucket/<data_directory>/prefix/file`
+#[derive(Clone)]
 pub struct S3ObjectStore {
     client: Client,
     bucket: String,
@@ -309,7 +376,7 @@ pub struct S3ObjectStore {
     /// For S3 specific metrics.
     metrics: Arc<ObjectStoreMetrics>,
 
-    config: ObjectStoreConfig,
+    config: Arc<ObjectStoreConfig>,
 }
 
 #[async_trait::async_trait]
@@ -332,7 +399,10 @@ impl ObjectStore for S3ObjectStore {
                 .body(ByteStream::from(obj))
                 .key(path)
                 .send()
-                .await?;
+                .await
+                .map_err(|err| {
+                    set_error_should_retry::<PutObjectError>(self.config.clone(), err.into())
+                })?;
             Ok(())
         }
     }
@@ -347,6 +417,7 @@ impl ObjectStore for S3ObjectStore {
             self.part_size,
             path.to_string(),
             self.metrics.clone(),
+            self.config.clone(),
         )))
     }
 
@@ -356,37 +427,22 @@ impl ObjectStore for S3ObjectStore {
             "s3 read error"
         )));
 
-        // retry if occurs AWS EC2 HTTP timeout error.
-        let val = tokio_retry::RetryIf::spawn(
-            self.get_retry_strategy(),
-            || async {
-                match self.obj_store_request(path, range.clone()).send().await {
-                    Ok(resp) => {
-                        let val = resp
-                            .body
-                            .collect()
-                            .await
-                            .map_err(either::Right)?
-                            .into_bytes();
-                        Ok(val)
-                    }
-                    Err(err) => {
-                        if let SdkError::DispatchFailure(e) = &err
-                            && e.is_timeout()
-                        {
-                            self.metrics
-                                .request_retry_count
-                                .with_label_values(&["read"])
-                                .inc();
-                        }
-
-                        Err(either::Left(err))
-                    }
-                }
-            },
-            RetryCondition::new(&self.config.s3),
-        )
-        .await?;
+        let val = match self.obj_store_request(path, range.clone()).send().await {
+            Ok(resp) => resp
+                .body
+                .collect()
+                .await
+                .map_err(|err| {
+                    set_error_should_retry::<GetObjectError>(self.config.clone(), err.into())
+                })?
+                .into_bytes(),
+            Err(sdk_err) => {
+                return Err(set_error_should_retry::<GetObjectError>(
+                    self.config.clone(),
+                    sdk_err.into(),
+                ));
+            }
+        };
 
         if let Some(len) = range.len()
             && len != val.len()
@@ -413,7 +469,10 @@ impl ObjectStore for S3ObjectStore {
             .bucket(&self.bucket)
             .key(path)
             .send()
-            .await?;
+            .await
+            .map_err(|err| {
+                set_error_should_retry::<HeadObjectError>(self.config.clone(), err.into())
+            })?;
         Ok(ObjectMetadata {
             key: path.to_owned(),
             last_modified: resp
@@ -432,33 +491,20 @@ impl ObjectStore for S3ObjectStore {
         path: &str,
         range: Range<usize>,
     ) -> ObjectResult<ObjectDataStream> {
-        fail_point!("s3_streaming_read_err", |_| Err(ObjectError::internal(
-            "s3 streaming read error"
-        )));
+        fail_point!("s3_streaming_read_init_err", |_| Err(
+            ObjectError::internal("s3 streaming read init error")
+        ));
 
-        // retry if occurs AWS EC2 HTTP timeout error.
-        let resp = tokio_retry::RetryIf::spawn(
-            self.get_retry_strategy(),
-            || async {
-                match self.obj_store_request(path, range.clone()).send().await {
-                    Ok(resp) => Ok(resp),
-                    Err(err) => {
-                        if let SdkError::DispatchFailure(e) = &err
-                            && e.is_timeout()
-                        {
-                            self.metrics
-                                .request_retry_count
-                                .with_label_values(&["streaming_read"])
-                                .inc();
-                        }
+        let resp = match self.obj_store_request(path, range.clone()).send().await {
+            Ok(resp) => resp,
+            Err(sdk_err) => {
+                return Err(set_error_should_retry::<GetObjectError>(
+                    self.config.clone(),
+                    sdk_err.into(),
+                ));
+            }
+        };
 
-                        Err(either::Left(err))
-                    }
-                }
-            },
-            RetryCondition::new(&self.config.s3),
-        )
-        .await?;
         let reader = FuturesStreamCompatByteStream::new(resp.body);
 
         Ok(Box::pin(
@@ -479,7 +525,10 @@ impl ObjectStore for S3ObjectStore {
             .bucket(&self.bucket)
             .key(path)
             .send()
-            .await?;
+            .await
+            .map_err(|err| {
+                set_error_should_retry::<DeleteObjectError>(self.config.clone(), err.into())
+            })?;
         Ok(())
     }
 
@@ -509,7 +558,9 @@ impl ObjectStore for S3ObjectStore {
                 .delete_objects()
                 .bucket(&self.bucket)
                 .delete(delete_builder.build().unwrap()).send()
-                .await?;
+                .await.map_err(|err| {
+                    set_error_should_retry::<DeleteObjectsError>(self.config.clone(),err.into())
+                })?;
 
             // Check if there were errors.
             if !delete_output.errors().is_empty() {
@@ -531,6 +582,7 @@ impl ObjectStore for S3ObjectStore {
             self.client.clone(),
             self.bucket.clone(),
             prefix.to_string(),
+            self.config.clone(),
         )))
     }
 
@@ -579,11 +631,9 @@ impl S3ObjectStore {
     pub async fn new_with_config(
         bucket: String,
         metrics: Arc<ObjectStoreMetrics>,
-        config: ObjectStoreConfig,
+        config: Arc<ObjectStoreConfig>,
     ) -> Self {
-        let sdk_config_loader = aws_config::from_env()
-            .retry_config(RetryConfig::standard().with_max_attempts(4))
-            .http_client(Self::new_http_client(&config));
+        let sdk_config_loader = aws_config::from_env().http_client(Self::new_http_client(&config));
 
         // Retry 3 times if we get server-side errors or throttling errors
         let client = match std::env::var("RW_S3_ENDPOINT") {
@@ -650,10 +700,10 @@ impl S3ObjectStore {
     }
 
     /// Creates a minio client. The server should be like `minio://key:secret@address:port/bucket`.
-    pub async fn with_minio(
+    pub async fn new_minio_engine(
         server: &str,
         metrics: Arc<ObjectStoreMetrics>,
-        s3_object_store_config: ObjectStoreConfig,
+        object_store_config: Arc<ObjectStoreConfig>,
     ) -> Self {
         let server = server.strip_prefix("minio://").unwrap();
         let (access_key_id, rest) = server.split_once(':').unwrap();
@@ -690,11 +740,11 @@ impl S3ObjectStore {
         .identity_cache(
             aws_sdk_s3::config::IdentityCache::lazy()
                 .load_timeout(Duration::from_secs(
-                    s3_object_store_config.s3.identity_resolution_timeout_s,
+                    object_store_config.s3.identity_resolution_timeout_s,
                 ))
                 .build(),
         )
-        .http_client(Self::new_http_client(&s3_object_store_config))
+        .http_client(Self::new_http_client(&object_store_config))
         .behavior_version_latest()
         .stalled_stream_protection(aws_sdk_s3::config::StalledStreamProtectionConfig::disabled());
         let config = builder
@@ -708,7 +758,7 @@ impl S3ObjectStore {
             bucket: bucket.to_string(),
             part_size: MINIO_PART_SIZE,
             metrics,
-            config: s3_object_store_config,
+            config: object_store_config,
         }
     }
 
@@ -839,16 +889,6 @@ impl S3ObjectStore {
         }
         is_expiration_configured
     }
-
-    #[inline(always)]
-    fn get_retry_strategy(&self) -> impl Iterator<Item = Duration> {
-        ExponentialBackoff::from_millis(self.config.s3.object_store_req_retry_interval_ms)
-            .max_delay(Duration::from_millis(
-                self.config.s3.object_store_req_retry_max_delay_ms,
-            ))
-            .take(self.config.s3.object_store_req_retry_max_attempts)
-            .map(jitter)
-    }
 }
 
 struct S3ObjectIter {
@@ -862,16 +902,15 @@ struct S3ObjectIter {
     send_future: Option<
         BoxFuture<
             'static,
-            Result<
-                (Vec<ObjectMetadata>, Option<String>, Option<bool>),
-                SdkError<ListObjectsV2Error, aws_smithy_runtime_api::http::Response<SdkBody>>,
-            >,
+            Result<(Vec<ObjectMetadata>, Option<String>, Option<bool>), ObjectError>,
         >,
     >,
+
+    config: Arc<ObjectStoreConfig>,
 }
 
 impl S3ObjectIter {
-    fn new(client: Client, bucket: String, prefix: String) -> Self {
+    fn new(client: Client, bucket: String, prefix: String, config: Arc<ObjectStoreConfig>) -> Self {
         Self {
             buffer: VecDeque::default(),
             client,
@@ -880,6 +919,7 @@ impl S3ObjectIter {
             next_continuation_token: None,
             is_truncated: Some(true),
             send_future: None,
+            config,
         }
     }
 }
@@ -902,7 +942,7 @@ impl Stream for S3ObjectIter {
                 }
                 Err(e) => {
                     self.send_future = None;
-                    Poll::Ready(Some(Err(e.into())))
+                    Poll::Ready(Some(Err(e)))
                 }
             };
         }
@@ -917,6 +957,7 @@ impl Stream for S3ObjectIter {
         if let Some(continuation_token) = self.next_continuation_token.as_ref() {
             request = request.continuation_token(continuation_token);
         }
+        let config = self.config.clone();
         let f = async move {
             match request.send().await {
                 Ok(r) => {
@@ -936,7 +977,10 @@ impl Stream for S3ObjectIter {
                     let next_continuation_token = r.next_continuation_token;
                     Ok((more, next_continuation_token, is_truncated))
                 }
-                Err(e) => Err(e),
+                Err(e) => Err(set_error_should_retry::<ListObjectsV2Error>(
+                    config,
+                    e.into(),
+                )),
             }
         };
         self.send_future = Some(Box::pin(f));
@@ -944,77 +988,78 @@ impl Stream for S3ObjectIter {
     }
 }
 
-type RetryError = Either<
-    SdkError<GetObjectError, aws_smithy_runtime_api::http::Response<SdkBody>>,
-    ByteStreamError,
->;
-
-impl From<RetryError> for ObjectError {
-    fn from(e: RetryError) -> Self {
-        match e {
-            Either::Left(e) => e.into(),
-            Either::Right(e) => e.into(),
-        }
-    }
-}
-
-struct RetryCondition {
-    retry_unknown_service_error: bool,
-    retryable_service_error_codes: Vec<String>,
-}
+fn set_error_should_retry<E>(config: Arc<ObjectStoreConfig>, object_err: ObjectError) -> ObjectError
+where
+    E: ProvideErrorMetadata + Into<BoxError> + Sync + Send + std::error::Error + 'static,
+{
+    let not_found = object_err.is_object_not_found_error();
 
-impl RetryCondition {
-    fn new(config: &S3ObjectStoreConfig) -> Self {
-        Self {
-            retry_unknown_service_error: config.developer.object_store_retry_unknown_service_error
-                || config.retry_unknown_service_error,
-            retryable_service_error_codes: config
-                .developer
-                .object_store_retryable_service_error_codes
-                .clone(),
-        }
+    if not_found {
+        return object_err;
     }
-}
 
-impl tokio_retry::Condition<RetryError> for RetryCondition {
-    fn should_retry(&mut self, err: &RetryError) -> bool {
-        match err {
-            Either::Left(err) => match err {
+    let mut inner = object_err.into_inner();
+    match inner.borrow_mut() {
+        ObjectErrorInner::S3 {
+            should_retry,
+            inner,
+        } => {
+            let sdk_err = inner
+                .as_ref()
+                .downcast_ref::<SdkError<E, aws_smithy_runtime_api::http::Response<SdkBody>>>()
+                .unwrap();
+            let err_should_retry = match sdk_err {
                 SdkError::DispatchFailure(e) => {
                     if e.is_timeout() {
                         tracing::warn!(target: "http_timeout_retry", "{e:?} occurs, retry S3 get_object request.");
-                        return true;
+                        true
+                    } else {
+                        false
                     }
                 }
-                SdkError::ServiceError(e) => match e.err().code() {
-                    None => {
-                        if self.retry_unknown_service_error {
-                            tracing::warn!(target: "unknown_service_error", "{e:?} occurs, retry S3 get_object request.");
-                            return true;
+                SdkError::ServiceError(e) => {
+                    let retry = match e.err().code() {
+                        None => {
+                            if config.s3.developer.object_store_retry_unknown_service_error
+                                || config.s3.retry_unknown_service_error
+                            {
+                                tracing::warn!(target: "unknown_service_error", "{e:?} occurs, retry S3 get_object request.");
+                                true
+                            } else {
+                                false
+                            }
                         }
-                    }
-                    Some(code) => {
-                        if self
-                            .retryable_service_error_codes
-                            .iter()
-                            .any(|s| s.as_str().eq_ignore_ascii_case(code))
-                        {
-                            tracing::warn!(target: "retryable_service_error", "{e:?} occurs, retry S3 get_object request.");
-                            return true;
+                        Some(code) => {
+                            if config
+                                .s3
+                                .developer
+                                .object_store_retryable_service_error_codes
+                                .iter()
+                                .any(|s| s.as_str().eq_ignore_ascii_case(code))
+                            {
+                                tracing::warn!(target: "retryable_service_error", "{e:?} occurs, retry S3 get_object request.");
+                                true
+                            } else {
+                                false
+                            }
                         }
-                    }
-                },
-                _ => {}
-            },
-            Either::Right(_) => {
-                // Unfortunately `ErrorKind` of `ByteStreamError` is not accessible.
-                // Always returns true and relies on req_retry_max_attempts to avoid infinite loop.
-                return true;
-            }
+                    };
+
+                    retry
+                }
+
+                SdkError::TimeoutError(_err) => true,
+
+                _ => false,
+            };
+
+            *should_retry = err_should_retry;
         }
 
-        false
+        _ => unreachable!(),
     }
+
+    ObjectError::from(inner)
 }
 
 #[cfg(test)]
diff --git a/src/storage/backup/src/storage.rs b/src/storage/backup/src/storage.rs
index 54d2eaa741c9..59a304080e65 100644
--- a/src/storage/backup/src/storage.rs
+++ b/src/storage/backup/src/storage.rs
@@ -192,7 +192,7 @@ pub async fn unused() -> ObjectStoreMetaSnapshotStorage {
         Arc::new(ObjectStoreImpl::InMem(MonitoredObjectStore::new(
             InMemObjectStore::new(),
             Arc::new(ObjectStoreMetrics::unused()),
-            ObjectStoreConfig::default(),
+            Arc::new(ObjectStoreConfig::default()),
         ))),
     )
     .await
diff --git a/src/storage/benches/bench_compactor.rs b/src/storage/benches/bench_compactor.rs
index 02a0de8c7e23..602617b31ea1 100644
--- a/src/storage/benches/bench_compactor.rs
+++ b/src/storage/benches/bench_compactor.rs
@@ -54,7 +54,7 @@ use risingwave_storage::monitor::{
 pub fn mock_sstable_store() -> SstableStoreRef {
     let store = InMemObjectStore::new().monitored(
         Arc::new(ObjectStoreMetrics::unused()),
-        ObjectStoreConfig::default(),
+        Arc::new(ObjectStoreConfig::default()),
     );
     let store = Arc::new(ObjectStoreImpl::InMem(store));
     let path = "test".to_string();
diff --git a/src/storage/benches/bench_multi_builder.rs b/src/storage/benches/bench_multi_builder.rs
index ef07fd107986..e8b43abdac7b 100644
--- a/src/storage/benches/bench_multi_builder.rs
+++ b/src/storage/benches/bench_multi_builder.rs
@@ -131,14 +131,11 @@ fn bench_builder(
         .unwrap();
 
     let metrics = Arc::new(ObjectStoreMetrics::unused());
+    let default_config = Arc::new(ObjectStoreConfig::default());
     let object_store = runtime.block_on(async {
-        S3ObjectStore::new_with_config(
-            bucket.to_string(),
-            metrics.clone(),
-            ObjectStoreConfig::default(),
-        )
-        .await
-        .monitored(metrics, ObjectStoreConfig::default())
+        S3ObjectStore::new_with_config(bucket.to_string(), metrics.clone(), default_config.clone())
+            .await
+            .monitored(metrics, default_config)
     });
     let object_store = Arc::new(ObjectStoreImpl::S3(object_store));
     let sstable_store = Arc::new(SstableStore::new(SstableStoreConfig {
diff --git a/src/storage/compactor/src/server.rs b/src/storage/compactor/src/server.rs
index 95ee16ca3862..c17318a2851f 100644
--- a/src/storage/compactor/src/server.rs
+++ b/src/storage/compactor/src/server.rs
@@ -122,7 +122,7 @@ pub async fn prepare_start_parameters(
             .expect("object store must be hummock for compactor server"),
         object_metrics,
         "Hummock",
-        config.storage.object_store.clone(),
+        Arc::new(config.storage.object_store.clone()),
     )
     .await;
 
diff --git a/src/storage/hummock_test/src/bin/replay/main.rs b/src/storage/hummock_test/src/bin/replay/main.rs
index 693a6448a4dd..a08aeff6814b 100644
--- a/src/storage/hummock_test/src/bin/replay/main.rs
+++ b/src/storage/hummock_test/src/bin/replay/main.rs
@@ -107,7 +107,7 @@ async fn create_replay_hummock(r: Record, args: &Args) -> Result<impl GlobalRepl
         &args.object_storage,
         object_store_metrics,
         "Hummock",
-        ObjectStoreConfig::default(),
+        Arc::new(ObjectStoreConfig::default()),
     )
     .await;
 
diff --git a/src/storage/src/hummock/backup_reader.rs b/src/storage/src/hummock/backup_reader.rs
index f5c78c05c1bd..da1707db3ade 100644
--- a/src/storage/src/hummock/backup_reader.rs
+++ b/src/storage/src/hummock/backup_reader.rs
@@ -52,7 +52,7 @@ async fn create_snapshot_store(
             &config.0,
             Arc::new(ObjectStoreMetrics::unused()),
             "Meta Backup",
-            object_store_config.clone(),
+            Arc::new(object_store_config.clone()),
         )
         .await,
     );
diff --git a/src/storage/src/hummock/iterator/test_utils.rs b/src/storage/src/hummock/iterator/test_utils.rs
index a74a8929edf1..2659029650f0 100644
--- a/src/storage/src/hummock/iterator/test_utils.rs
+++ b/src/storage/src/hummock/iterator/test_utils.rs
@@ -59,7 +59,7 @@ pub fn mock_sstable_store() -> SstableStoreRef {
     mock_sstable_store_with_object_store(Arc::new(ObjectStoreImpl::InMem(
         InMemObjectStore::new().monitored(
             Arc::new(ObjectStoreMetrics::unused()),
-            ObjectStoreConfig::default(),
+            Arc::new(ObjectStoreConfig::default()),
         ),
     )))
 }
diff --git a/src/storage/src/opts.rs b/src/storage/src/opts.rs
index 7d7452f229b4..8feaa10cbfe8 100644
--- a/src/storage/src/opts.rs
+++ b/src/storage/src/opts.rs
@@ -122,14 +122,6 @@ pub struct StorageOpts {
     pub backup_storage_directory: String,
     /// max time which wait for preload. 0 represent do not do any preload.
     pub max_preload_wait_time_mill: u64,
-    /// object store streaming read timeout.
-    pub object_store_streaming_read_timeout_ms: u64,
-    /// object store streaming upload timeout.
-    pub object_store_streaming_upload_timeout_ms: u64,
-    /// object store upload timeout.
-    pub object_store_upload_timeout_ms: u64,
-    /// object store read timeout.
-    pub object_store_read_timeout_ms: u64,
 
     pub compactor_max_sst_key_count: u64,
     pub compactor_max_task_multiplier: f32,
@@ -236,17 +228,8 @@ impl From<(&RwConfig, &SystemParamsReader, &StorageMemoryConfig)> for StorageOpt
             cache_refill_unit: c.storage.cache_refill.unit,
             cache_refill_threshold: c.storage.cache_refill.threshold,
             max_preload_wait_time_mill: c.storage.max_preload_wait_time_mill,
-            object_store_streaming_read_timeout_ms: c
-                .storage
-                .object_store
-                .object_store_streaming_read_timeout_ms,
             compact_iter_recreate_timeout_ms: c.storage.compact_iter_recreate_timeout_ms,
-            object_store_streaming_upload_timeout_ms: c
-                .storage
-                .object_store
-                .object_store_streaming_upload_timeout_ms,
-            object_store_read_timeout_ms: c.storage.object_store.object_store_read_timeout_ms,
-            object_store_upload_timeout_ms: c.storage.object_store.object_store_upload_timeout_ms,
+
             max_preload_io_retry_times: c.storage.max_preload_io_retry_times,
             backup_storage_url: p.backup_storage_url().to_string(),
             backup_storage_directory: p.backup_storage_directory().to_string(),
diff --git a/src/storage/src/store_impl.rs b/src/storage/src/store_impl.rs
index e7c8c6e45f7e..cf267e508219 100644
--- a/src/storage/src/store_impl.rs
+++ b/src/storage/src/store_impl.rs
@@ -643,7 +643,7 @@ impl StateStoreImpl {
                     hummock.strip_prefix("hummock+").unwrap(),
                     object_store_metrics.clone(),
                     "Hummock",
-                    opts.object_store_config.clone(),
+                    Arc::new(opts.object_store_config.clone()),
                 )
                 .await;
 
diff --git a/src/tests/compaction_test/src/delete_range_runner.rs b/src/tests/compaction_test/src/delete_range_runner.rs
index 341e89a58af8..71ee1baa8896 100644
--- a/src/tests/compaction_test/src/delete_range_runner.rs
+++ b/src/tests/compaction_test/src/delete_range_runner.rs
@@ -207,7 +207,7 @@ async fn compaction_test(
         state_store_type.strip_prefix("hummock+").unwrap(),
         object_store_metrics.clone(),
         "Hummock",
-        ObjectStoreConfig::default(),
+        Arc::new(ObjectStoreConfig::default()),
     )
     .await;
     let sstable_store = Arc::new(SstableStore::new(SstableStoreConfig {