diff --git a/Cargo.lock b/Cargo.lock
index 823cb7bf3..074bd1431 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -723,6 +723,7 @@ dependencies = [
  "prometheus-client",
  "prost",
  "rand 0.8.5",
+ "rayon",
  "redis 0.25.4",
  "secrecy",
  "semver",
diff --git a/Cargo.toml b/Cargo.toml
index ac37e817a..cd10988b1 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -147,7 +147,7 @@ lettre = { version = "0.11.7", features = ["tokio1", "tokio1-native-tls"] }
 handlebars = "5.1.2"
 pin-project = "1.1.5"
 byteorder = "1.5.0"
-rayon = "1.10.0"
+rayon.workspace = true
 
 
 [dev-dependencies]
@@ -247,6 +247,7 @@ actix-web = { version = "4.5.1", default-features = false, features = [
 actix-http = { version = "3.6.0", default-features = false }
 tokio = { version = "1.36.0", features = ["sync"] }
 tokio-stream = "0.1.14"
+rayon = "1.10.0"
 futures-util = "0.3.30"
 bincode = "1.3.3"
 client-websocket = { path = "libs/client-websocket" }
diff --git a/libs/database/src/collab/collab_storage.rs b/libs/database/src/collab/collab_storage.rs
index d64ef27ac..b54b69cf1 100644
--- a/libs/database/src/collab/collab_storage.rs
+++ b/libs/database/src/collab/collab_storage.rs
@@ -138,6 +138,7 @@ pub trait CollabStorage: Send + Sync + 'static {
     &self,
     uid: &i64,
     queries: Vec<QueryCollab>,
+    from_editing_collab: bool,
   ) -> HashMap<String, QueryCollabResult>;
 
   /// Deletes a collaboration from the storage.
@@ -249,8 +250,12 @@ where
     &self,
     uid: &i64,
     queries: Vec<QueryCollab>,
+    from_editing_collab: bool,
   ) -> HashMap<String, QueryCollabResult> {
-    self.as_ref().batch_get_collab(uid, queries).await
+    self
+      .as_ref()
+      .batch_get_collab(uid, queries, from_editing_collab)
+      .await
   }
 
   async fn delete_collab(&self, workspace_id: &str, uid: &i64, object_id: &str) -> AppResult<()> {
diff --git a/services/appflowy-collaborate/Cargo.toml b/services/appflowy-collaborate/Cargo.toml
index f9aac2dff..a05cfa3b2 100644
--- a/services/appflowy-collaborate/Cargo.toml
+++ b/services/appflowy-collaborate/Cargo.toml
@@ -15,9 +15,19 @@ path = "src/lib.rs"
 access-control.workspace = true
 actix.workspace = true
 actix-web.workspace = true
-actix-http = { workspace = true, default-features = false, features = ["openssl", "compress-brotli", "compress-gzip"] }
+actix-http = { workspace = true, default-features = false, features = [
+    "openssl",
+    "compress-brotli",
+    "compress-gzip",
+] }
 actix-web-actors = { version = "4.3" }
-app-error = { workspace = true, features = ["sqlx_error", "actix_web_error", "tokio_error", "bincode_error", "appflowy_ai_error"] }
+app-error = { workspace = true, features = [
+    "sqlx_error",
+    "actix_web_error",
+    "tokio_error",
+    "bincode_error",
+    "appflowy_ai_error",
+] }
 authentication.workspace = true
 brotli.workspace = true
 dashmap.workspace = true
@@ -29,13 +39,24 @@ tracing = "0.1.40"
 futures-util = "0.3.30"
 tokio-util = { version = "0.7", features = ["codec"] }
 tokio-stream = { version = "0.1.14", features = ["sync"] }
-tokio = { workspace = true, features = ["net", "sync", "macros", "rt-multi-thread"] }
+tokio = { workspace = true, features = [
+    "net",
+    "sync",
+    "macros",
+    "rt-multi-thread",
+] }
 async-trait = "0.1.77"
 prost.workspace = true
 serde.workspace = true
 serde_json.workspace = true
 serde_repr.workspace = true
-sqlx = { workspace = true, default-features = false, features = ["runtime-tokio-rustls", "macros", "postgres", "uuid", "chrono"] }
+sqlx = { workspace = true, default-features = false, features = [
+    "runtime-tokio-rustls",
+    "macros",
+    "postgres",
+    "uuid",
+    "chrono",
+] }
 thiserror = "1.0.56"
 tracing-subscriber = { version = "0.3", features = ["env-filter", "json"] }
 anyhow = "1"
@@ -66,6 +87,7 @@ lazy_static = "1.4.0"
 itertools = "0.12.0"
 validator = "0.16.1"
 workspace-access.workspace = true
+rayon.workspace = true
 
 [dev-dependencies]
 rand = "0.8.5"
diff --git a/services/appflowy-collaborate/src/collab/storage.rs b/services/appflowy-collaborate/src/collab/storage.rs
index 3c534d60b..002faaa8e 100644
--- a/services/appflowy-collaborate/src/collab/storage.rs
+++ b/services/appflowy-collaborate/src/collab/storage.rs
@@ -7,6 +7,7 @@ use collab::entity::EncodedCollab;
 use collab_entity::CollabType;
 use collab_rt_entity::ClientCollabMessage;
 use itertools::{Either, Itertools};
+use rayon::iter::{IntoParallelIterator, ParallelIterator};
 use sqlx::Transaction;
 use tokio::time::timeout;
 use tracing::warn;
@@ -158,6 +159,40 @@ where
     }
   }
 
+  async fn batch_get_encode_collab_from_editing(
+    &self,
+    object_ids: Vec<String>,
+  ) -> HashMap<String, EncodedCollab> {
+    let (ret, rx) = tokio::sync::oneshot::channel();
+    let timeout_duration = Duration::from_secs(10);
+
+    // Attempt to send the command to the realtime server
+    if let Err(err) = self
+      .rt_cmd_sender
+      .send(CollaborationCommand::BatchGetEncodeCollab { object_ids, ret })
+      .await
+    {
+      error!(
+        "Failed to send get encode collab command to realtime server: {}",
+        err
+      );
+      return HashMap::new();
+    }
+
+    // Await the response from the realtime server with a timeout
+    match timeout(timeout_duration, rx).await {
+      Ok(Ok(batch_encoded_collab)) => batch_encoded_collab,
+      Ok(Err(err)) => {
+        error!("Failed to get encode collab from realtime server: {}", err);
+        HashMap::new()
+      },
+      Err(_) => {
+        error!("Timeout waiting for encode collab from realtime server");
+        HashMap::new()
+      },
+    }
+  }
+
   async fn queue_insert_collab(
     &self,
     workspace_id: &str,
@@ -326,6 +361,7 @@ where
     &self,
     _uid: &i64,
     queries: Vec<QueryCollab>,
+    from_editing_collab: bool,
   ) -> HashMap<String, QueryCollabResult> {
     // Partition queries based on validation into valid queries and errors (with associated error messages).
     let (valid_queries, mut results): (Vec<_>, HashMap<_, _>) =
@@ -340,8 +376,48 @@ where
             },
           )),
         });
+    let cache_queries = if from_editing_collab {
+      let editing_queries = valid_queries.clone();
+      let editing_results = self
+        .batch_get_encode_collab_from_editing(
+          editing_queries
+            .iter()
+            .map(|q| q.object_id.clone())
+            .collect(),
+        )
+        .await;
+      let editing_query_collab_results: HashMap<String, QueryCollabResult> =
+        tokio::task::spawn_blocking(move || {
+          let par_iter = editing_results.into_par_iter();
+          par_iter
+            .map(|(object_id, encoded_collab)| {
+              let encoding_result = encoded_collab.encode_to_bytes();
+              let query_collab_result = match encoding_result {
+                Ok(encoded_collab_bytes) => QueryCollabResult::Success {
+                  encode_collab_v1: encoded_collab_bytes,
+                },
+                Err(err) => QueryCollabResult::Failed {
+                  error: err.to_string(),
+                },
+              };
+
+              (object_id.clone(), query_collab_result)
+            })
+            .collect()
+        })
+        .await
+        .unwrap();
+      let editing_object_ids: Vec<String> = editing_query_collab_results.keys().cloned().collect();
+      results.extend(editing_query_collab_results);
+      valid_queries
+        .into_iter()
+        .filter(|q| !editing_object_ids.contains(&q.object_id))
+        .collect()
+    } else {
+      valid_queries
+    };
 
-    results.extend(self.cache.batch_get_encode_collab(valid_queries).await);
+    results.extend(self.cache.batch_get_encode_collab(cache_queries).await);
     results
   }
 
diff --git a/services/appflowy-collaborate/src/command.rs b/services/appflowy-collaborate/src/command.rs
index 4478f606c..eb9909b38 100644
--- a/services/appflowy-collaborate/src/command.rs
+++ b/services/appflowy-collaborate/src/command.rs
@@ -1,22 +1,36 @@
 use crate::{
   error::RealtimeError,
-  group::cmd::{GroupCommand, GroupCommandSender},
+  group::{
+    cmd::{GroupCommand, GroupCommandSender},
+    manager::GroupManager,
+  },
 };
+use access_control::collab::RealtimeAccessControl;
 use collab::entity::EncodedCollab;
 use collab_rt_entity::ClientCollabMessage;
 use dashmap::DashMap;
-use std::sync::Arc;
+use database::collab::CollabStorage;
+use futures::StreamExt;
+use std::{
+  collections::HashMap,
+  sync::{Arc, Weak},
+};
 use tracing::error;
 
 pub type CLCommandSender = tokio::sync::mpsc::Sender<CollaborationCommand>;
 pub type CLCommandReceiver = tokio::sync::mpsc::Receiver<CollaborationCommand>;
 
 pub type EncodeCollabSender = tokio::sync::oneshot::Sender<Option<EncodedCollab>>;
+pub type BatchEncodeCollabSender = tokio::sync::oneshot::Sender<HashMap<String, EncodedCollab>>;
 pub enum CollaborationCommand {
   GetEncodeCollab {
     object_id: String,
     ret: EncodeCollabSender,
   },
+  BatchGetEncodeCollab {
+    object_ids: Vec<String>,
+    ret: BatchEncodeCollabSender,
+  },
   ServerSendCollabMessage {
     object_id: String,
     collab_messages: Vec<ClientCollabMessage>,
@@ -24,10 +38,14 @@ pub enum CollaborationCommand {
   },
 }
 
-pub(crate) fn spawn_collaboration_command(
+pub(crate) fn spawn_collaboration_command<S, AC>(
   mut command_recv: CLCommandReceiver,
   group_sender_by_object_id: &Arc<DashMap<String, GroupCommandSender>>,
-) {
+  weak_groups: Weak<GroupManager<S, AC>>,
+) where
+  S: CollabStorage,
+  AC: RealtimeAccessControl,
+{
   let group_sender_by_object_id = group_sender_by_object_id.clone();
   tokio::spawn(async move {
     while let Some(cmd) = command_recv.recv().await {
@@ -50,6 +68,35 @@ pub(crate) fn spawn_collaboration_command(
             },
           }
         },
+        CollaborationCommand::BatchGetEncodeCollab { object_ids, ret } => {
+          if let Some(group_manager) = weak_groups.upgrade() {
+            let tasks = futures::stream::iter(object_ids)
+              .map(|object_id| {
+                let cloned_group_manager = group_manager.clone();
+                tokio::task::spawn(async move {
+                  let group = cloned_group_manager.get_group(&object_id).await;
+                  if let Some(group) = group {
+                    (object_id, group.encode_collab().await.ok())
+                  } else {
+                    (object_id, None)
+                  }
+                })
+              })
+              .collect::<Vec<_>>()
+              .await;
+
+            let mut outputs: HashMap<String, EncodedCollab> = HashMap::new();
+            for task in tasks {
+              let result = task.await;
+              if let Ok((object_id, Some(encoded_collab))) = result {
+                outputs.insert(object_id, encoded_collab);
+              }
+            }
+            let _ = ret.send(outputs);
+          } else {
+            let _ = ret.send(HashMap::new());
+          }
+        },
         CollaborationCommand::ServerSendCollabMessage {
           object_id,
           collab_messages,
diff --git a/services/appflowy-collaborate/src/rt_server.rs b/services/appflowy-collaborate/src/rt_server.rs
index ca1f09f1a..f973d6a56 100644
--- a/services/appflowy-collaborate/src/rt_server.rs
+++ b/services/appflowy-collaborate/src/rt_server.rs
@@ -89,7 +89,11 @@ where
 
     spawn_period_check_inactive_group(Arc::downgrade(&group_manager), &group_sender_by_object_id);
 
-    spawn_collaboration_command(command_recv, &group_sender_by_object_id);
+    spawn_collaboration_command(
+      command_recv,
+      &group_sender_by_object_id,
+      Arc::downgrade(&group_manager),
+    );
 
     spawn_metrics(metrics.clone(), storage.clone());
 
diff --git a/src/api/workspace.rs b/src/api/workspace.rs
index d7e371a08..7094f76e5 100644
--- a/src/api/workspace.rs
+++ b/src/api/workspace.rs
@@ -885,7 +885,7 @@ async fn batch_get_collab_handler(
   let result = BatchQueryCollabResult(
     state
       .collab_access_control_storage
-      .batch_get_collab(&uid, payload.into_inner().0)
+      .batch_get_collab(&uid, payload.into_inner().0, false)
       .await,
   );
   Ok(Json(AppResponse::Ok().with_data(result)))
diff --git a/src/biz/workspace/page_view.rs b/src/biz/workspace/page_view.rs
index 9f980d410..b999a17d2 100644
--- a/src/biz/workspace/page_view.rs
+++ b/src/biz/workspace/page_view.rs
@@ -189,7 +189,7 @@ async fn get_page_collab_data_for_database(
     })
     .collect();
   let row_query_collab_results = collab_access_control_storage
-    .batch_get_collab(&uid, queries)
+    .batch_get_collab(&uid, queries, true)
     .await;
   let row_data = tokio::task::spawn_blocking(move || {
     let row_collabs: HashMap<String, Vec<u8>> = row_query_collab_results