diff --git a/Cargo.lock b/Cargo.lock
index f3bc9262af54..450cc6c5ae11 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -1565,6 +1565,12 @@ dependencies = [
  "tiny-keccak",
 ]
 
+[[package]]
+name = "const-str"
+version = "0.5.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ce5cd0d05ad8032f6252503d4a61401b640ce9365082accf046c68c7a419339d"
+
 [[package]]
 name = "core-foundation"
 version = "0.9.3"
@@ -5600,6 +5606,7 @@ version = "0.19.1"
 dependencies = [
  "clap 4.2.7",
  "madsim-tokio",
+ "prometheus",
  "risingwave_backup",
  "risingwave_meta",
  "risingwave_rt",
@@ -5694,6 +5701,7 @@ dependencies = [
  "anyhow",
  "clap 4.2.7",
  "madsim-tokio",
+ "prometheus",
  "risingwave_common",
  "risingwave_compactor",
  "risingwave_compute",
@@ -5714,7 +5722,9 @@ dependencies = [
  "anyhow",
  "clap 4.2.7",
  "console",
+ "const-str",
  "madsim-tokio",
+ "prometheus",
  "risingwave_cmd",
  "risingwave_common",
  "risingwave_compactor",
@@ -5806,6 +5816,7 @@ dependencies = [
  "tinyvec",
  "toml 0.7.3",
  "tracing",
+ "tracing-subscriber",
  "twox-hash",
  "url",
  "uuid",
@@ -5853,6 +5864,7 @@ dependencies = [
  "futures",
  "itertools",
  "madsim-tokio",
+ "prometheus",
  "rand",
  "risingwave_common",
  "risingwave_compactor",
@@ -6407,6 +6419,8 @@ dependencies = [
  "madsim-tokio",
  "parking_lot 0.12.1",
  "pprof",
+ "prometheus",
+ "risingwave_common",
  "tracing",
  "tracing-subscriber",
  "workspace-hack",
@@ -6432,6 +6446,7 @@ dependencies = [
  "paste",
  "pin-project",
  "pretty_assertions",
+ "prometheus",
  "rand",
  "risingwave_common",
  "risingwave_compactor",
@@ -6536,6 +6551,7 @@ dependencies = [
  "futures",
  "itertools",
  "madsim-tokio",
+ "prometheus",
  "regex",
  "risingwave_rt",
  "serde",
@@ -8827,7 +8843,6 @@ version = "0.19.1"
 dependencies = [
  "ahash 0.8.3",
  "anyhow",
- "arrayvec",
  "auto_enums",
  "aws-sdk-s3",
  "aws-smithy-client",
diff --git a/docker/dashboards/risingwave-dev-dashboard.json b/docker/dashboards/risingwave-dev-dashboard.json
index bd7ff7424ab1..fa5e87beded4 100644
--- a/docker/dashboards/risingwave-dev-dashboard.json
+++ b/docker/dashboards/risingwave-dev-dashboard.json
@@ -1 +1 @@
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diff --git a/grafana/risingwave-dev-dashboard.dashboard.py b/grafana/risingwave-dev-dashboard.dashboard.py
index 374daaf4752e..e3ea9fedb068 100644
--- a/grafana/risingwave-dev-dashboard.dashboard.py
+++ b/grafana/risingwave-dev-dashboard.dashboard.py
@@ -555,6 +555,21 @@ def section_object_storage(outer_panels):
                         )
                     ],
                 ),
+                panels.timeseries_ops(
+                    "Operation Retry Rate",
+                    "",
+                    [
+                        panels.target(
+                            f"sum(irate({metric('aws_sdk_retry_counts')}[$__rate_interval])) by (instance, job, type)",
+                            "{{type}} - {{job}} @ {{instance}}",
+                        ),
+
+                        panels.target(
+                            f"sum(irate({metric('s3_read_request_retry_count')}[$__rate_interval])) by (instance, job, type)",
+                            "{{type}} - {{job}} @ {{instance}}",
+                        )
+                    ],
+                ),
                 panels.timeseries_dollar(
                     "Estimated S3 Cost (Realtime)",
                     "There are two types of operations: 1. GET, SELECT, and DELETE, they cost 0.0004 USD per 1000 "
diff --git a/grafana/risingwave-dev-dashboard.json b/grafana/risingwave-dev-dashboard.json
index bd7ff7424ab1..fa5e87beded4 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"},{"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":"s"},"overrides":[]},"gridPos":{"h":8,"w":12,"x":12,"y":8},"height":null,"hideTimeOverride":false,"id":45,"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":"histogram_quantile(0.5, sum(rate(distributed_query_latency_bucket{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (le, job, instance))","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"p50 - {{job}} @ {{instance}}","metric":"","query":"histogram_quantile(0.5, sum(rate(distributed_query_latency_bucket{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (le, job, instance))","refId":"","step":10,"target":""},{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"histogram_quantile(0.9, sum(rate(distributed_query_latency_bucket{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (le, job, instance))","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"p90 - {{job}} @ {{instance}}","metric":"","query":"histogram_quantile(0.9, sum(rate(distributed_query_latency_bucket{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (le, job, instance))","refId":"","step":10,"target":""},{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"histogram_quantile(0.95, sum(rate(distributed_query_latency_bucket{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (le, job, instance))","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"p99 - {{job}} @ {{instance}}","metric":"","query":"histogram_quantile(0.95, sum(rate(distributed_query_latency_bucket{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (le, job, instance))","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Query Latency in Distributed Execution Mode","transformations":[],"transparent":false,"type":"timeseries"},{"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":"s"},"overrides":[]},"gridPos":{"h":8,"w":12,"x":0,"y":16},"height":null,"hideTimeOverride":false,"id":46,"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":"histogram_quantile(0.5, sum(rate(frontend_latency_local_execution_bucket{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (le, job, instance))","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"p50 - {{job}} @ {{instance}}","metric":"","query":"histogram_quantile(0.5, sum(rate(frontend_latency_local_execution_bucket{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (le, job, instance))","refId":"","step":10,"target":""},{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"histogram_quantile(0.9, sum(rate(frontend_latency_local_execution_bucket{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (le, job, instance))","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"p90 - {{job}} @ {{instance}}","metric":"","query":"histogram_quantile(0.9, sum(rate(frontend_latency_local_execution_bucket{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (le, job, instance))","refId":"","step":10,"target":""},{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"histogram_quantile(0.95, sum(rate(frontend_latency_local_execution_bucket{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (le, job, instance))","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"p99 - {{job}} @ {{instance}}","metric":"","query":"histogram_quantile(0.95, sum(rate(frontend_latency_local_execution_bucket{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (le, job, instance))","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Query Latency in Local Execution Mode","transformations":[],"transparent":false,"type":"timeseries"}],"repeat":null,"repeatDirection":null,"span":null,"targets":[],"timeFrom":null,"timeShift":null,"title":"Batch","transformations":[],"transparent":false,"type":"row"}],"refresh":"10s","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/cmd/Cargo.toml b/src/cmd/Cargo.toml
index 18076be5089e..41cd278f954f 100644
--- a/src/cmd/Cargo.toml
+++ b/src/cmd/Cargo.toml
@@ -21,6 +21,7 @@ normal = ["workspace-hack", "workspace-config", "task_stats_alloc"]
 [dependencies]
 anyhow = "1"
 clap = { version = "4", features = ["derive"] }
+prometheus = { version = "0.13" }
 risingwave_common = { path = "../common" }
 risingwave_compactor = { path = "../storage/compactor" }
 risingwave_compute = { path = "../compute" }
diff --git a/src/cmd/src/lib.rs b/src/cmd/src/lib.rs
index 494007fab048..bf3035e1cd8a 100644
--- a/src/cmd/src/lib.rs
+++ b/src/cmd/src/lib.rs
@@ -31,37 +31,39 @@ macro_rules! main {
         #[cfg_attr(coverage, no_coverage)]
         fn main() {
             let opts = clap::Parser::parse();
-            $crate::$component(opts);
+            let registry = prometheus::Registry::new();
+            $crate::$component(opts, registry);
         }
     };
 }
 
 // Entry point functions.
 
-pub fn compute(opts: ComputeNodeOpts) {
+pub fn compute(opts: ComputeNodeOpts, registry: prometheus::Registry) {
     risingwave_rt::init_risingwave_logger(
         risingwave_rt::LoggerSettings::new().enable_tokio_console(false),
+        registry.clone(),
     );
-    risingwave_rt::main_okk(risingwave_compute::start(opts));
+    risingwave_rt::main_okk(risingwave_compute::start(opts, registry));
 }
 
-pub fn meta(opts: MetaNodeOpts) {
-    risingwave_rt::init_risingwave_logger(risingwave_rt::LoggerSettings::new());
+pub fn meta(opts: MetaNodeOpts, registry: prometheus::Registry) {
+    risingwave_rt::init_risingwave_logger(risingwave_rt::LoggerSettings::new(), registry);
     risingwave_rt::main_okk(risingwave_meta::start(opts));
 }
 
-pub fn frontend(opts: FrontendOpts) {
-    risingwave_rt::init_risingwave_logger(risingwave_rt::LoggerSettings::new());
+pub fn frontend(opts: FrontendOpts, registry: prometheus::Registry) {
+    risingwave_rt::init_risingwave_logger(risingwave_rt::LoggerSettings::new(), registry);
     risingwave_rt::main_okk(risingwave_frontend::start(opts));
 }
 
-pub fn compactor(opts: CompactorOpts) {
-    risingwave_rt::init_risingwave_logger(risingwave_rt::LoggerSettings::new());
+pub fn compactor(opts: CompactorOpts, registry: prometheus::Registry) {
+    risingwave_rt::init_risingwave_logger(risingwave_rt::LoggerSettings::new(), registry);
     risingwave_rt::main_okk(risingwave_compactor::start(opts));
 }
 
-pub fn ctl(opts: CtlOpts) {
-    risingwave_rt::init_risingwave_logger(risingwave_rt::LoggerSettings::new());
+pub fn ctl(opts: CtlOpts, registry: prometheus::Registry) {
+    risingwave_rt::init_risingwave_logger(risingwave_rt::LoggerSettings::new(), registry);
 
     // Note: Use a simple current thread runtime for ctl.
     // When there's a heavy workload, multiple thread runtime seems to respond slowly. May need
diff --git a/src/cmd_all/Cargo.toml b/src/cmd_all/Cargo.toml
index 56cb08f09cb0..492fbad5d1b6 100644
--- a/src/cmd_all/Cargo.toml
+++ b/src/cmd_all/Cargo.toml
@@ -22,6 +22,8 @@ ignored = ["workspace-hack", "workspace-config", "task_stats_alloc"]
 anyhow = "1"
 clap = { version = "4", features = ["cargo", "derive"] }
 console = "0.15"
+const-str = "0.5"
+prometheus = { version = "0.13" }
 risingwave_cmd = { path = "../cmd" }
 risingwave_common = { path = "../common" }
 risingwave_compactor = { path = "../storage/compactor" }
diff --git a/src/cmd_all/src/bin/risingwave.rs b/src/cmd_all/src/bin/risingwave.rs
index e98022daba72..3f0a0132ff03 100644
--- a/src/cmd_all/src/bin/risingwave.rs
+++ b/src/cmd_all/src/bin/risingwave.rs
@@ -57,14 +57,14 @@ impl Component {
         fn parse_opts<T: FromArgMatches>(matches: &ArgMatches) -> T {
             T::from_arg_matches(matches).map_err(|e| e.exit()).unwrap()
         }
-
+        let registry = prometheus::Registry::new();
         match self {
-            Self::Compute => compute(parse_opts(matches)),
-            Self::Meta => meta(parse_opts(matches)),
-            Self::Frontend => frontend(parse_opts(matches)),
-            Self::Compactor => compactor(parse_opts(matches)),
-            Self::Ctl => ctl(parse_opts(matches)),
-            Self::Playground => playground(parse_opts(matches)),
+            Self::Compute => compute(parse_opts(matches), registry),
+            Self::Meta => meta(parse_opts(matches), registry),
+            Self::Frontend => frontend(parse_opts(matches), registry),
+            Self::Compactor => compactor(parse_opts(matches), registry),
+            Self::Ctl => ctl(parse_opts(matches), registry),
+            Self::Playground => playground(parse_opts(matches), registry),
         }
     }
 
@@ -136,10 +136,10 @@ fn main() -> Result<()> {
     Ok(())
 }
 
-fn playground(opts: PlaygroundOpts) {
+fn playground(opts: PlaygroundOpts, registry: prometheus::Registry) {
     let settings = risingwave_rt::LoggerSettings::new()
         .enable_tokio_console(false)
         .with_target("risingwave_storage", Level::WARN);
-    risingwave_rt::init_risingwave_logger(settings);
+    risingwave_rt::init_risingwave_logger(settings, registry);
     risingwave_rt::main_okk(risingwave_cmd_all::playground(opts)).unwrap();
 }
diff --git a/src/cmd_all/src/playground.rs b/src/cmd_all/src/playground.rs
index 7ff5893fe8be..67142afb265e 100644
--- a/src/cmd_all/src/playground.rs
+++ b/src/cmd_all/src/playground.rs
@@ -215,8 +215,9 @@ pub async fn playground(opts: PlaygroundOpts) -> Result<()> {
                 opts.insert(0, "compute-node".into());
                 tracing::info!("starting compute-node thread with cli args: {:?}", opts);
                 let opts = risingwave_compute::ComputeNodeOpts::parse_from(opts);
-                let _compute_handle =
-                    tokio::spawn(async move { risingwave_compute::start(opts).await });
+                let _compute_handle = tokio::spawn(async move {
+                    risingwave_compute::start(opts, prometheus::Registry::new()).await
+                });
             }
             RisingWaveService::Frontend(mut opts) => {
                 opts.insert(0, "frontend-node".into());
diff --git a/src/common/Cargo.toml b/src/common/Cargo.toml
index aa8ae28b9d97..b848ddbe6598 100644
--- a/src/common/Cargo.toml
+++ b/src/common/Cargo.toml
@@ -89,6 +89,7 @@ tokio = { version = "0.2", package = "madsim-tokio", features = [
 toml = "0.7"
 tonic = { version = "0.2", package = "madsim-tonic" }
 tracing = "0.1"
+tracing-subscriber = "0.3.16"
 twox-hash = "1"
 url = "2"
 uuid = "1.2.2"
diff --git a/src/common/src/metrics.rs b/src/common/src/metrics.rs
index 44b0371f64c0..bddd4447a709 100644
--- a/src/common/src/metrics.rs
+++ b/src/common/src/metrics.rs
@@ -13,8 +13,12 @@
 // limitations under the License.
 
 use hytra::TrAdder;
-use prometheus::core::{Atomic, GenericGauge};
-
+use prometheus::core::{Atomic, AtomicU64, GenericCounter, GenericGauge};
+use prometheus::{register_int_counter_with_registry, Registry};
+use tracing::Subscriber;
+use tracing_subscriber::layer::Context;
+use tracing_subscriber::registry::LookupSpan;
+use tracing_subscriber::Layer;
 pub struct TrAdderAtomic(TrAdder<i64>);
 
 impl Atomic for TrAdderAtomic {
@@ -44,3 +48,37 @@ impl Atomic for TrAdderAtomic {
 }
 
 pub type TrAdderGauge = GenericGauge<TrAdderAtomic>;
+
+/// [`MetricsLayer`] is a struct used for monitoring the frequency of certain specific logs and
+/// counting them using Prometheus metrics. Currently, it is used to monitor the frequency of retry
+/// occurrences of aws sdk.
+pub struct MetricsLayer {
+    pub aws_sdk_retry_counts: GenericCounter<AtomicU64>,
+}
+
+impl<S> Layer<S> for MetricsLayer
+where
+    S: Subscriber + for<'a> LookupSpan<'a>,
+{
+    fn on_event(&self, _event: &tracing::Event<'_>, _ctx: Context<'_, S>) {
+        // Currently one retry will only generate one debug log,
+        // so we can monitor the number of retry only through the metadata target.
+        // Refer to <https://docs.rs/aws-smithy-client/0.55.3/src/aws_smithy_client/retry.rs.html>
+        self.aws_sdk_retry_counts.inc();
+    }
+}
+
+impl MetricsLayer {
+    pub fn new(registry: Registry) -> Self {
+        let aws_sdk_retry_counts = register_int_counter_with_registry!(
+            "aws_sdk_retry_counts",
+            "Total number of aws sdk retry happens",
+            registry
+        )
+        .unwrap();
+
+        Self {
+            aws_sdk_retry_counts,
+        }
+    }
+}
diff --git a/src/compute/src/lib.rs b/src/compute/src/lib.rs
index 682cc00736c1..e265875af6de 100644
--- a/src/compute/src/lib.rs
+++ b/src/compute/src/lib.rs
@@ -178,7 +178,10 @@ use std::pin::Pin;
 use crate::server::compute_node_serve;
 
 /// Start compute node
-pub fn start(opts: ComputeNodeOpts) -> Pin<Box<dyn Future<Output = ()> + Send>> {
+pub fn start(
+    opts: ComputeNodeOpts,
+    registry: prometheus::Registry,
+) -> Pin<Box<dyn Future<Output = ()> + Send>> {
     // WARNING: don't change the function signature. Making it `async fn` will cause
     // slow compile in release mode.
     Box::pin(async move {
@@ -200,7 +203,7 @@ pub fn start(opts: ComputeNodeOpts) -> Pin<Box<dyn Future<Output = ()> + Send>>
         tracing::info!("advertise addr is {}", advertise_addr);
 
         let (join_handle_vec, _shutdown_send) =
-            compute_node_serve(listen_addr, advertise_addr, opts).await;
+            compute_node_serve(listen_addr, advertise_addr, opts, registry).await;
 
         for join_handle in join_handle_vec {
             join_handle.await.unwrap();
diff --git a/src/compute/src/server.rs b/src/compute/src/server.rs
index 889138c6239f..db78ac3819bb 100644
--- a/src/compute/src/server.rs
+++ b/src/compute/src/server.rs
@@ -81,6 +81,7 @@ pub async fn compute_node_serve(
     listen_addr: SocketAddr,
     advertise_addr: HostAddr,
     opts: ComputeNodeOpts,
+    registry: prometheus::Registry,
 ) -> (Vec<JoinHandle<()>>, Sender<()>) {
     // Load the configuration.
     let config = load_config(&opts.config_path, Some(opts.override_config.clone()));
@@ -161,7 +162,7 @@ pub async fn compute_node_serve(
 
     let mut sub_tasks: Vec<(JoinHandle<()>, Sender<()>)> = vec![];
     // Initialize the metrics subsystem.
-    let registry = prometheus::Registry::new();
+
     monitor_process(&registry).unwrap();
     let source_metrics = Arc::new(SourceMetrics::new(registry.clone()));
     let hummock_metrics = Arc::new(HummockMetrics::new(registry.clone()));
diff --git a/src/object_store/src/object/object_metrics.rs b/src/object_store/src/object/object_metrics.rs
index 9379c3300fc7..ee557c59d041 100644
--- a/src/object_store/src/object/object_metrics.rs
+++ b/src/object_store/src/object/object_metrics.rs
@@ -25,6 +25,7 @@ pub struct ObjectStoreMetrics {
     pub operation_latency: HistogramVec,
     pub operation_size: HistogramVec,
     pub failure_count: GenericCounterVec<AtomicU64>,
+    pub request_retry_count: GenericCounterVec<AtomicU64>,
 }
 
 impl ObjectStoreMetrics {
@@ -81,12 +82,21 @@ impl ObjectStoreMetrics {
         )
         .unwrap();
 
+        let request_retry_count = register_int_counter_vec_with_registry!(
+            "s3_read_request_retry_count",
+            "The number of retry times of object store request",
+            &["type"],
+            registry
+        )
+        .unwrap();
+
         Self {
             write_bytes,
             read_bytes,
             operation_latency,
             operation_size,
             failure_count,
+            request_retry_count,
         }
     }
 
diff --git a/src/object_store/src/object/s3.rs b/src/object_store/src/object/s3.rs
index b729ab9f6b82..0878698e581a 100644
--- a/src/object_store/src/object/s3.rs
+++ b/src/object_store/src/object/s3.rs
@@ -358,9 +358,25 @@ impl ObjectStore for S3ObjectStore {
         let resp = tokio_retry::RetryIf::spawn(
             Self::get_retry_strategy(),
             || async {
-                self.obj_store_request(path, start_pos, end_pos)
+                match self
+                    .obj_store_request(path, start_pos, end_pos)
                     .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(&["read"])
+                                .inc();
+                        }
+
+                        Err(err)
+                    }
+                }
             },
             Self::should_retry,
         )
@@ -424,7 +440,23 @@ impl ObjectStore for S3ObjectStore {
         // retry if occurs AWS EC2 HTTP timeout error.
         let resp = tokio_retry::RetryIf::spawn(
             Self::get_retry_strategy(),
-            || async { self.obj_store_request(path, start_pos, None).send().await },
+            || async {
+                match self.obj_store_request(path, start_pos, None).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();
+                        }
+
+                        Err(err)
+                    }
+                }
+            },
             Self::should_retry,
         )
         .await?;
@@ -739,7 +771,7 @@ impl S3ObjectStore {
     fn should_retry(err: &SdkError<GetObjectError>) -> bool {
         if let SdkError::DispatchFailure(e) = err {
             if e.is_timeout() {
-                tracing::warn!("{:?} occurs, trying to retry S3 get_object request.", e);
+                tracing::warn!(target: "http_timeout_retry", "{:?} occurs, trying to retry S3 get_object request.", e);
                 return true;
             }
         }
diff --git a/src/storage/backup/cmd/Cargo.toml b/src/storage/backup/cmd/Cargo.toml
index f0c033044be8..649a8ce45124 100644
--- a/src/storage/backup/cmd/Cargo.toml
+++ b/src/storage/backup/cmd/Cargo.toml
@@ -15,6 +15,7 @@ normal = ["workspace-hack"]
 
 [dependencies]
 clap = { version = "4", features = ["derive"] }
+prometheus = { version = "0.13" }
 risingwave_backup = { path = "../../backup" }
 risingwave_meta = { path = "../../../meta" }
 risingwave_rt = { path = "../../../utils/runtime" }
diff --git a/src/storage/backup/cmd/src/bin/backup_restore.rs b/src/storage/backup/cmd/src/bin/backup_restore.rs
index 677748e34fff..3941a024d0cd 100644
--- a/src/storage/backup/cmd/src/bin/backup_restore.rs
+++ b/src/storage/backup/cmd/src/bin/backup_restore.rs
@@ -20,7 +20,10 @@ use risingwave_backup::error::BackupResult;
 fn main() -> BackupResult<()> {
     use clap::Parser;
     let opts = risingwave_meta::backup_restore::RestoreOpts::parse();
-    risingwave_rt::init_risingwave_logger(risingwave_rt::LoggerSettings::new());
+    risingwave_rt::init_risingwave_logger(
+        risingwave_rt::LoggerSettings::new(),
+        prometheus::Registry::new(),
+    );
     tokio::runtime::Builder::new_multi_thread()
         .enable_all()
         .build()
diff --git a/src/tests/compaction_test/Cargo.toml b/src/tests/compaction_test/Cargo.toml
index a1c5a6225915..2a5f49c517d6 100644
--- a/src/tests/compaction_test/Cargo.toml
+++ b/src/tests/compaction_test/Cargo.toml
@@ -21,6 +21,7 @@ bytes = "1"
 clap = { version = "4", features = ["derive"] }
 futures = { version = "0.3", default-features = false, features = ["alloc"] }
 itertools = "0.10"
+prometheus = { version = "0.13" }
 rand = "0.8"
 risingwave_common = { path = "../../common" }
 risingwave_compactor = { path = "../../storage/compactor" }
diff --git a/src/tests/compaction_test/src/bin/compaction.rs b/src/tests/compaction_test/src/bin/compaction.rs
index 9d55ac96e2b5..96b956638ae3 100644
--- a/src/tests/compaction_test/src/bin/compaction.rs
+++ b/src/tests/compaction_test/src/bin/compaction.rs
@@ -20,7 +20,10 @@ fn main() {
 
     let opts = risingwave_compaction_test::CompactionTestOpts::parse();
 
-    risingwave_rt::init_risingwave_logger(risingwave_rt::LoggerSettings::new());
+    risingwave_rt::init_risingwave_logger(
+        risingwave_rt::LoggerSettings::new(),
+        prometheus::Registry::new(),
+    );
 
     risingwave_rt::main_okk(risingwave_compaction_test::start(opts))
 }
diff --git a/src/tests/compaction_test/src/bin/delete_range.rs b/src/tests/compaction_test/src/bin/delete_range.rs
index 4ff2dcc98317..28d3673392b3 100644
--- a/src/tests/compaction_test/src/bin/delete_range.rs
+++ b/src/tests/compaction_test/src/bin/delete_range.rs
@@ -20,7 +20,10 @@ fn main() {
 
     let opts = risingwave_compaction_test::CompactionTestOpts::parse();
 
-    risingwave_rt::init_risingwave_logger(risingwave_rt::LoggerSettings::new());
+    risingwave_rt::init_risingwave_logger(
+        risingwave_rt::LoggerSettings::new(),
+        prometheus::Registry::new(),
+    );
 
     risingwave_rt::main_okk(risingwave_compaction_test::start_delete_range(opts))
 }
diff --git a/src/tests/simulation/Cargo.toml b/src/tests/simulation/Cargo.toml
index 0efe02b1489c..bba389a25de8 100644
--- a/src/tests/simulation/Cargo.toml
+++ b/src/tests/simulation/Cargo.toml
@@ -25,6 +25,7 @@ madsim = "0.2.21"
 paste = "1"
 pin-project = "1.0"
 pretty_assertions = "1"
+prometheus = { version = "0.13" }
 rand = "0.8"
 rdkafka = { package = "madsim-rdkafka", version = "=0.2.14-alpha", features = ["cmake-build"] }
 risingwave_common = { path = "../../common" }
diff --git a/src/tests/simulation/src/cluster.rs b/src/tests/simulation/src/cluster.rs
index 14d27e6a7171..0ee5e905c3d6 100644
--- a/src/tests/simulation/src/cluster.rs
+++ b/src/tests/simulation/src/cluster.rs
@@ -285,7 +285,7 @@ impl Cluster {
                 .name(format!("compute-{i}"))
                 .ip([192, 168, 3, i as u8].into())
                 .cores(conf.compute_node_cores)
-                .init(move || risingwave_compute::start(opts.clone()))
+                .init(move || risingwave_compute::start(opts.clone(), prometheus::Registry::new()))
                 .build();
         }
 
diff --git a/src/tests/state_cleaning_test/Cargo.toml b/src/tests/state_cleaning_test/Cargo.toml
index 73612dd00daf..b10c9a9010d1 100644
--- a/src/tests/state_cleaning_test/Cargo.toml
+++ b/src/tests/state_cleaning_test/Cargo.toml
@@ -19,6 +19,7 @@ chrono = "0.4"
 clap = { version = "4", features = ["derive"] }
 futures = { version = "0.3", default-features = false, features = ["alloc"] }
 itertools = "0.10"
+prometheus = { version = "0.13" }
 regex = "1"
 risingwave_rt = { path = "../../utils/runtime" }
 serde = { version = "1", features = ["derive"] }
diff --git a/src/tests/state_cleaning_test/src/bin/main.rs b/src/tests/state_cleaning_test/src/bin/main.rs
index 7c602c0cd881..f3dcb4a8c116 100644
--- a/src/tests/state_cleaning_test/src/bin/main.rs
+++ b/src/tests/state_cleaning_test/src/bin/main.rs
@@ -153,7 +153,10 @@ async fn validate_case(
 
 #[tokio::main]
 async fn main() -> anyhow::Result<()> {
-    risingwave_rt::init_risingwave_logger(risingwave_rt::LoggerSettings::new());
+    risingwave_rt::init_risingwave_logger(
+        risingwave_rt::LoggerSettings::new(),
+        prometheus::Registry::new(),
+    );
 
     let opt = TestOptions::parse();
 
diff --git a/src/utils/runtime/Cargo.toml b/src/utils/runtime/Cargo.toml
index 8c620e2b17c3..ce39edec29e4 100644
--- a/src/utils/runtime/Cargo.toml
+++ b/src/utils/runtime/Cargo.toml
@@ -21,6 +21,8 @@ console-subscriber = "0.1.8"
 futures = { version = "0.3", default-features = false, features = ["alloc"] }
 parking_lot = { version = "0.12", features = ["deadlock_detection"] }
 pprof = { version = "0.11", features = ["flamegraph"] }
+prometheus = { version = "0.13" }
+risingwave_common = { path = "../../common" }
 tokio = { version = "0.2", package = "madsim-tokio", features = [
     "rt",
     "rt-multi-thread",
diff --git a/src/utils/runtime/src/lib.rs b/src/utils/runtime/src/lib.rs
index 2c65c028bcbb..269b7ce05ce4 100644
--- a/src/utils/runtime/src/lib.rs
+++ b/src/utils/runtime/src/lib.rs
@@ -21,6 +21,7 @@ use std::path::PathBuf;
 use std::time::Duration;
 
 use futures::Future;
+use risingwave_common::metrics::MetricsLayer;
 use tracing::Level;
 use tracing_subscriber::filter::{Directive, Targets};
 use tracing_subscriber::layer::SubscriberExt;
@@ -135,7 +136,7 @@ pub fn set_panic_hook() {
 ///   `RUST_LOG="info,risingwave_stream=info,risingwave_batch=info,risingwave_storage=info"`
 /// * `RW_QUERY_LOG_PATH`: the path to generate query log. If set, [`ENABLE_QUERY_LOG_FILE`] is
 ///   turned on.
-pub fn init_risingwave_logger(settings: LoggerSettings) {
+pub fn init_risingwave_logger(settings: LoggerSettings, registry: prometheus::Registry) {
     let mut layers = vec![];
 
     // fmt layer (formatting and logging to stdout)
@@ -276,6 +277,9 @@ pub fn init_risingwave_logger(settings: LoggerSettings) {
         });
     };
 
+    let filter = filter::Targets::new().with_target("aws_smithy_client::retry", Level::DEBUG);
+
+    layers.push(Box::new(MetricsLayer::new(registry).with_filter(filter)));
     tracing_subscriber::registry().with(layers).init();
 
     // TODO: add file-appender tracing subscriber in the future
diff --git a/src/workspace-hack/Cargo.toml b/src/workspace-hack/Cargo.toml
index 14408ad324df..f64d519bfdec 100644
--- a/src/workspace-hack/Cargo.toml
+++ b/src/workspace-hack/Cargo.toml
@@ -20,7 +20,6 @@ publish = false
 [dependencies]
 ahash = { version = "0.8" }
 anyhow = { version = "1", features = ["backtrace"] }
-arrayvec = { version = "0.7", default-features = false, features = ["std"] }
 aws-sdk-s3 = { version = "0.21", features = ["native-tls"] }
 aws-smithy-client = { version = "0.51", default-features = false, features = ["native-tls", "rustls"] }
 aws-types = { version = "0.51", default-features = false, features = ["hardcoded-credentials"] }
@@ -101,7 +100,6 @@ uuid = { version = "1", features = ["fast-rng", "serde", "v4"] }
 [build-dependencies]
 ahash = { version = "0.8" }
 anyhow = { version = "1", features = ["backtrace"] }
-arrayvec = { version = "0.7", default-features = false, features = ["std"] }
 auto_enums = { version = "0.8", features = ["futures03"] }
 aws-sdk-s3 = { version = "0.21", features = ["native-tls"] }
 aws-smithy-client = { version = "0.51", default-features = false, features = ["native-tls", "rustls"] }