diff --git a/docker/dashboards/risingwave-dev-dashboard.json b/docker/dashboards/risingwave-dev-dashboard.json
index 2fbce249615d..99a67267c59a 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 8cabb2b5dd03..bcf402e9933c 100644
--- a/grafana/risingwave-dev-dashboard.dashboard.py
+++ b/grafana/risingwave-dev-dashboard.dashboard.py
@@ -2442,6 +2442,20 @@ def section_hummock_read(outer_panels):
                         ),
                     ],
                 ),
+                panels.timeseries_count(
+                    "Safe Version Fetch Count",
+                    "",
+                    [
+                        panels.target(
+                            f"{metric('state_store_safe_version_hit')}",
+                            "",
+                        ),
+                        panels.target(
+                            f"{metric('state_store_safe_version_miss')}",
+                            "",
+                        ),
+                    ],
+                ),
             ],
         )
     ]
@@ -3206,6 +3220,10 @@ def section_hummock_manager(outer_panels):
                             f"{metric('storage_current_version_object_count')}",
                             "referenced by current version",
                         ),
+                        panels.target(
+                            f"{metric('storage_time_travel_object_count')}",
+                            "referenced by time travel",
+                        ),
                         panels.target(
                             f"{metric('storage_total_object_count')}",
                             "all objects (including dangling ones)",
@@ -3364,6 +3382,33 @@ def section_hummock_manager(outer_panels):
                         ),
                     ],
                 ),
+                panels.timeseries_latency(
+                    "Time Travel Replay Latency",
+                    "The latency of replaying a hummock version for time travel",
+                    quantile(
+                        lambda quantile, legend: panels.target(
+                            f"histogram_quantile({quantile}, sum(rate({metric('storage_time_travel_version_replay_latency_bucket')}[$__rate_interval])) by (le))",
+                            f"time_travel_version_replay_latency_p{legend}",
+                        ),
+                        [50, 90, 99, "max"],
+                    )
+                    + [
+                        panels.target(
+                            f"rate({metric('storage_time_travel_version_replay_latency_sum')}[$__rate_interval]) / rate({metric('storage_time_travel_version_replay_latency_count')}[$__rate_interval]) > 0",
+                            "time_travel_version_replay_avg",
+                        ),
+                    ],
+                ),
+                panels.timeseries_ops(
+                    "Time Travel Replay Ops",
+                    "The frequency of replaying a hummock version for time travel",
+                    [
+                        panels.target(
+                            f"sum(rate({metric('storage_time_travel_version_replay_latency_count')}[$__rate_interval]))",
+                            "time_travel_version_replay_ops",
+                        ),
+                    ],
+                ),
             ],
         )
     ]
@@ -3498,11 +3543,6 @@ def section_grpc_meta_hummock_manager(outer_panels):
                     "UnpinVersionBefore",
                     "path='/meta.HummockManagerService/UnpinVersionBefore'",
                 ),
-                grpc_metrics_target(
-                    panels,
-                    "UnpinSnapshotBefore",
-                    "path='/meta.HummockManagerService/UnpinSnapshotBefore'",
-                ),
                 grpc_metrics_target(
                     panels,
                     "ReportCompactionTasks",
diff --git a/grafana/risingwave-dev-dashboard.json b/grafana/risingwave-dev-dashboard.json
index 2fbce249615d..99a67267c59a 100644
--- a/grafana/risingwave-dev-dashboard.json
+++ b/grafana/risingwave-dev-dashboard.json
@@ -1 +1 @@
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diff --git a/src/common/src/config.rs b/src/common/src/config.rs
index d36299bfea37..0d811e35cf3c 100644
--- a/src/common/src/config.rs
+++ b/src/common/src/config.rs
@@ -480,6 +480,10 @@ pub struct MetaDeveloperConfig {
     /// CREATE MV/Table will be rejected when the number of actors exceeds this limit.
     #[serde(default = "default::developer::actor_cnt_per_worker_parallelism_hard_limit")]
     pub actor_cnt_per_worker_parallelism_hard_limit: usize,
+
+    #[serde(default = "default::developer::hummock_time_travel_sst_info_fetch_batch_size")]
+    /// Max number of SSTs fetched from meta store per SELECT, during time travel Hummock version replay.
+    pub hummock_time_travel_sst_info_fetch_batch_size: usize,
 }
 
 /// The section `[server]` in `risingwave.toml`.
@@ -1895,6 +1899,10 @@ pub mod default {
             400
         }
 
+        pub fn hummock_time_travel_sst_info_fetch_batch_size() -> usize {
+            10_000
+        }
+
         pub fn memory_controller_threshold_aggressive() -> f64 {
             0.9
         }
diff --git a/src/config/example.toml b/src/config/example.toml
index 1c172b77efe5..c97b4907e24d 100644
--- a/src/config/example.toml
+++ b/src/config/example.toml
@@ -84,6 +84,7 @@ meta_max_trivial_move_task_count_per_loop = 256
 meta_max_get_task_probe_times = 5
 meta_actor_cnt_per_worker_parallelism_soft_limit = 100
 meta_actor_cnt_per_worker_parallelism_hard_limit = 400
+meta_hummock_time_travel_sst_info_fetch_batch_size = 10000
 
 [batch]
 enable_barrier_read = false
diff --git a/src/meta/node/src/lib.rs b/src/meta/node/src/lib.rs
index 20d239efc103..2adc2ee592ca 100644
--- a/src/meta/node/src/lib.rs
+++ b/src/meta/node/src/lib.rs
@@ -381,6 +381,10 @@ pub fn start(
                 hummock_time_travel_snapshot_interval: config
                     .meta
                     .hummock_time_travel_snapshot_interval,
+                hummock_time_travel_sst_info_fetch_batch_size: config
+                    .meta
+                    .developer
+                    .hummock_time_travel_sst_info_fetch_batch_size,
                 min_delta_log_num_for_hummock_version_checkpoint: config
                     .meta
                     .min_delta_log_num_for_hummock_version_checkpoint,
diff --git a/src/meta/src/hummock/manager/gc.rs b/src/meta/src/hummock/manager/gc.rs
index a548025781e1..06b211f9f127 100644
--- a/src/meta/src/hummock/manager/gc.rs
+++ b/src/meta/src/hummock/manager/gc.rs
@@ -242,6 +242,9 @@ impl HummockManager {
             .all_object_ids_in_time_travel()
             .await?
             .collect::<HashSet<_>>();
+        self.metrics
+            .time_travel_object_count
+            .set(pinned_object_ids.len() as _);
         // 1. filter by watermark
         let object_ids = object_ids
             .into_iter()
diff --git a/src/meta/src/hummock/manager/time_travel.rs b/src/meta/src/hummock/manager/time_travel.rs
index 5782b30a8d7d..044d8503fc94 100644
--- a/src/meta/src/hummock/manager/time_travel.rs
+++ b/src/meta/src/hummock/manager/time_travel.rs
@@ -303,6 +303,10 @@ impl HummockManager {
                     query_epoch
                 )))
             })?;
+        let timer = self
+            .metrics
+            .time_travel_version_replay_latency
+            .start_timer();
         let actual_version_id = epoch_to_version.version_id;
         tracing::debug!(
             query_epoch,
@@ -342,10 +346,7 @@ impl HummockManager {
             .collect::<VecDeque<_>>();
         let sst_count = sst_ids.len();
         let mut sst_id_to_info = HashMap::with_capacity(sst_count);
-        let sst_info_fetch_batch_size = std::env::var("RW_TIME_TRAVEL_SST_INFO_FETCH_BATCH_SIZE")
-            .unwrap_or_else(|_| "100".into())
-            .parse()
-            .unwrap();
+        let sst_info_fetch_batch_size = self.env.opts.hummock_time_travel_sst_info_fetch_batch_size;
         while !sst_ids.is_empty() {
             let sst_infos = hummock_sstable_info::Entity::find()
                 .filter(hummock_sstable_info::Column::SstId.is_in(
@@ -365,6 +366,7 @@ impl HummockManager {
             ))));
         }
         refill_version(&mut actual_version, &sst_id_to_info, table_id);
+        timer.observe_duration();
         Ok(actual_version)
     }
 
diff --git a/src/meta/src/manager/env.rs b/src/meta/src/manager/env.rs
index 409a05e9d59a..fded79bc7f8a 100644
--- a/src/meta/src/manager/env.rs
+++ b/src/meta/src/manager/env.rs
@@ -176,6 +176,7 @@ pub struct MetaOpts {
     pub hummock_version_checkpoint_interval_sec: u64,
     pub enable_hummock_data_archive: bool,
     pub hummock_time_travel_snapshot_interval: u64,
+    pub hummock_time_travel_sst_info_fetch_batch_size: usize,
     /// The minimum delta log number a new checkpoint should compact, otherwise the checkpoint
     /// attempt is rejected. Greater value reduces object store IO, meanwhile it results in
     /// more loss of in memory `HummockVersionCheckpoint::stale_objects` state when meta node is
@@ -317,6 +318,7 @@ impl MetaOpts {
             hummock_version_checkpoint_interval_sec: 30,
             enable_hummock_data_archive: false,
             hummock_time_travel_snapshot_interval: 0,
+            hummock_time_travel_sst_info_fetch_batch_size: 10_000,
             min_delta_log_num_for_hummock_version_checkpoint: 1,
             min_sst_retention_time_sec: 3600 * 24 * 7,
             full_gc_interval_sec: 3600 * 24 * 7,
diff --git a/src/meta/src/rpc/metrics.rs b/src/meta/src/rpc/metrics.rs
index a1f43749e200..98e51d0ed785 100644
--- a/src/meta/src/rpc/metrics.rs
+++ b/src/meta/src/rpc/metrics.rs
@@ -143,6 +143,8 @@ pub struct MetaMetrics {
     pub old_version_object_count: IntGauge,
     /// Total size of objects that is still referenced by non-current versions.
     pub old_version_object_size: IntGauge,
+    /// Total number of objects that is referenced by time travel.
+    pub time_travel_object_count: IntGauge,
     /// Total number of objects that is referenced by current version.
     pub current_version_object_count: IntGauge,
     /// Total size of objects that is referenced by current version.
@@ -206,6 +208,8 @@ pub struct MetaMetrics {
     pub auto_schema_change_failure_cnt: LabelGuardedIntCounterVec<2>,
     pub auto_schema_change_success_cnt: LabelGuardedIntCounterVec<2>,
     pub auto_schema_change_latency: LabelGuardedHistogramVec<2>,
+
+    pub time_travel_version_replay_latency: Histogram,
 }
 
 pub static GLOBAL_META_METRICS: LazyLock<MetaMetrics> =
@@ -500,6 +504,13 @@ impl MetaMetrics {
             registry
         ).unwrap();
 
+        let time_travel_object_count = register_int_gauge_with_registry!(
+            "storage_time_travel_object_count",
+            "total number of objects that is referenced by time travel.",
+            registry
+        )
+        .unwrap();
+
         let delta_log_count = register_int_gauge_with_registry!(
             "storage_delta_log_count",
             "total number of hummock version delta log",
@@ -740,6 +751,14 @@ impl MetaMetrics {
         )
         .unwrap();
 
+        let opts = histogram_opts!(
+            "storage_time_travel_version_replay_latency",
+            "The latency(ms) of replaying a hummock version for time travel",
+            exponential_buckets(0.01, 10.0, 6).unwrap()
+        );
+        let time_travel_version_replay_latency =
+            register_histogram_with_registry!(opts, registry).unwrap();
+
         Self {
             grpc_latency,
             barrier_latency,
@@ -771,6 +790,7 @@ impl MetaMetrics {
             stale_object_size,
             old_version_object_count,
             old_version_object_size,
+            time_travel_object_count,
             current_version_object_count,
             current_version_object_size,
             total_object_count,
@@ -814,6 +834,7 @@ impl MetaMetrics {
             auto_schema_change_success_cnt,
             auto_schema_change_latency,
             merge_compaction_group_count,
+            time_travel_version_replay_latency,
         }
     }
 
diff --git a/src/storage/hummock_sdk/src/sstable_info.rs b/src/storage/hummock_sdk/src/sstable_info.rs
index 20943e4dd101..22a3cd8f31fc 100644
--- a/src/storage/hummock_sdk/src/sstable_info.rs
+++ b/src/storage/hummock_sdk/src/sstable_info.rs
@@ -138,7 +138,7 @@ impl From<&PbSstableInfo> for SstableInfo {
 
 impl From<SstableInfo> for PbSstableInfo {
     fn from(sstable_info: SstableInfo) -> Self {
-        assert!(sstable_info.sst_size > 0 || sstable_info.is_stripped());
+        assert!(sstable_info.sst_size > 0);
         assert!(sstable_info.table_ids.is_sorted());
         PbSstableInfo {
             object_id: sstable_info.object_id,
@@ -177,7 +177,7 @@ impl From<SstableInfo> for PbSstableInfo {
 
 impl From<&SstableInfo> for PbSstableInfo {
     fn from(sstable_info: &SstableInfo) -> Self {
-        assert!(sstable_info.sst_size > 0 || sstable_info.is_stripped());
+        assert!(sstable_info.sst_size > 0);
         assert!(sstable_info.table_ids.is_sorted());
         PbSstableInfo {
             object_id: sstable_info.object_id,
@@ -216,10 +216,3 @@ impl SstableInfo {
         self.key_range = KeyRange::default();
     }
 }
-
-// Time travel
-impl SstableInfo {
-    pub fn is_stripped(&self) -> bool {
-        self.object_id == 0
-    }
-}
diff --git a/src/storage/src/hummock/event_handler/hummock_event_handler.rs b/src/storage/src/hummock/event_handler/hummock_event_handler.rs
index 80e16dba1dd4..9bfb44e7751f 100644
--- a/src/storage/src/hummock/event_handler/hummock_event_handler.rs
+++ b/src/storage/src/hummock/event_handler/hummock_event_handler.rs
@@ -338,7 +338,7 @@ impl HummockEventHandler {
         };
 
         let uploader = HummockUploader::new(
-            state_store_metrics,
+            state_store_metrics.clone(),
             pinned_version.clone(),
             spawn_upload_task,
             buffer_tracker,
@@ -358,6 +358,7 @@ impl HummockEventHandler {
             recent_versions: Arc::new(ArcSwap::from_pointee(RecentVersions::new(
                 pinned_version,
                 storage_opts.max_cached_recent_versions_number,
+                state_store_metrics,
             ))),
             write_conflict_detector,
             read_version_mapping,
diff --git a/src/storage/src/hummock/local_version/recent_versions.rs b/src/storage/src/hummock/local_version/recent_versions.rs
index ad711b005331..0ba91a118a85 100644
--- a/src/storage/src/hummock/local_version/recent_versions.rs
+++ b/src/storage/src/hummock/local_version/recent_versions.rs
@@ -13,27 +13,35 @@
 // limitations under the License.
 
 use std::cmp::Ordering;
+use std::sync::Arc;
 
 use risingwave_common::catalog::TableId;
 use risingwave_hummock_sdk::HummockEpoch;
 
 use crate::hummock::local_version::pinned_version::PinnedVersion;
+use crate::monitor::HummockStateStoreMetrics;
 
 pub struct RecentVersions {
     latest_version: PinnedVersion,
     is_latest_committed: bool,
     recent_versions: Vec<PinnedVersion>, // earlier version at the front
     max_version_num: usize,
+    metric: Arc<HummockStateStoreMetrics>,
 }
 
 impl RecentVersions {
-    pub fn new(version: PinnedVersion, max_version_num: usize) -> Self {
+    pub fn new(
+        version: PinnedVersion,
+        max_version_num: usize,
+        metric: Arc<HummockStateStoreMetrics>,
+    ) -> Self {
         assert!(max_version_num > 0);
         Self {
             latest_version: version,
             is_latest_committed: true, // The first version is always treated as committed epochs
             recent_versions: Vec::new(),
             max_version_num,
+            metric,
         }
     }
 
@@ -89,6 +97,7 @@ impl RecentVersions {
             is_latest_committed: is_committed,
             recent_versions,
             max_version_num: self.max_version_num,
+            metric: self.metric.clone(),
         }
     }
 
@@ -104,7 +113,7 @@ impl RecentVersions {
         table_id: TableId,
         epoch: HummockEpoch,
     ) -> Option<PinnedVersion> {
-        if let Some(info) = self
+        let result = if let Some(info) = self
             .latest_version
             .version()
             .state_table_info
@@ -118,7 +127,13 @@ impl RecentVersions {
             }
         } else {
             None
+        };
+        if result.is_some() {
+            self.metric.safe_version_hit.inc();
+        } else {
+            self.metric.safe_version_miss.inc();
         }
+        result
     }
 
     fn get_safe_version_from_recent(
@@ -192,6 +207,7 @@ mod tests {
 
     use crate::hummock::local_version::pinned_version::PinnedVersion;
     use crate::hummock::local_version::recent_versions::RecentVersions;
+    use crate::monitor::HummockStateStoreMetrics;
 
     const TEST_TABLE_ID1: TableId = TableId::new(233);
     const TEST_TABLE_ID2: TableId = TableId::new(234);
@@ -246,7 +262,11 @@ mod tests {
         let epoch4 = epoch3 + 1;
         let version1 = gen_pin_version(1, [(TEST_TABLE_ID1, epoch1)]);
         // with at most 2 historical versions
-        let recent_versions = RecentVersions::new(version1.clone(), 2);
+        let recent_versions = RecentVersions::new(
+            version1.clone(),
+            2,
+            HummockStateStoreMetrics::unused().into(),
+        );
         assert!(recent_versions.recent_versions.is_empty());
         assert!(recent_versions.is_latest_committed);
         assert_query_equal(
diff --git a/src/storage/src/monitor/hummock_state_store_metrics.rs b/src/storage/src/monitor/hummock_state_store_metrics.rs
index ff60735f0a5e..ced2723cafea 100644
--- a/src/storage/src/monitor/hummock_state_store_metrics.rs
+++ b/src/storage/src/monitor/hummock_state_store_metrics.rs
@@ -89,6 +89,9 @@ pub struct HummockStateStoreMetrics {
 
     pub event_handler_pending_event: IntGauge,
     pub event_handler_latency: HistogramVec,
+
+    pub safe_version_hit: GenericCounter<AtomicU64>,
+    pub safe_version_miss: GenericCounter<AtomicU64>,
 }
 
 pub static GLOBAL_HUMMOCK_STATE_STORE_METRICS: OnceLock<HummockStateStoreMetrics> = OnceLock::new();
@@ -445,6 +448,24 @@ impl HummockStateStoreMetrics {
         let event_handler_latency =
             register_histogram_vec_with_registry!(opts, &["event_type"], registry).unwrap();
 
+        let safe_version_hit = GenericCounter::new(
+            "state_store_safe_version_hit",
+            "The total count of a safe version that can be retrieved successfully",
+        )
+        .unwrap();
+        registry
+            .register(Box::new(safe_version_hit.clone()))
+            .unwrap();
+
+        let safe_version_miss = GenericCounter::new(
+            "state_store_safe_version_miss",
+            "The total count of a safe version that cannot be retrieved",
+        )
+        .unwrap();
+        registry
+            .register(Box::new(safe_version_miss.clone()))
+            .unwrap();
+
         Self {
             bloom_filter_true_negative_counts,
             bloom_filter_check_counts,
@@ -480,6 +501,8 @@ impl HummockStateStoreMetrics {
             block_efficiency_histogram,
             event_handler_pending_event,
             event_handler_latency,
+            safe_version_hit,
+            safe_version_miss,
         }
     }