diff --git a/dbms/src/Flash/Disaggregated/WNEstablishDisaggTaskHandler.cpp b/dbms/src/Flash/Disaggregated/WNEstablishDisaggTaskHandler.cpp
index a68c1bc3685..ada89517ec4 100644
--- a/dbms/src/Flash/Disaggregated/WNEstablishDisaggTaskHandler.cpp
+++ b/dbms/src/Flash/Disaggregated/WNEstablishDisaggTaskHandler.cpp
@@ -103,6 +103,13 @@ void WNEstablishDisaggTaskHandler::execute(disaggregated::EstablishDisaggTaskRes
     snap->iterateTableSnapshots([&](const DM::Remote::DisaggPhysicalTableReadSnapshotPtr & snap) {
         response->add_tables(Serializer::serializeTo(snap, task_id, mem_tracker_wrapper).SerializeAsString());
     });
+
+    // Release SegmentReadTasks that do not have ColumnFileTiny and ColumnFileInMemory
+    // because these tasks will never call FetchDisaggPages.
+    auto to_release_tasks = snap->releaseNoNeedFetchTasks();
+    if (!to_release_tasks.empty())
+        LOG_INFO(log, "Release no need fetch tasks: count={} segments={}", to_release_tasks.size(), to_release_tasks);
+    snaps->unregisterSnapshotIfEmpty(task_id);
 }
 
 } // namespace DB
diff --git a/dbms/src/Flash/Disaggregated/WNFetchPagesStreamWriter.cpp b/dbms/src/Flash/Disaggregated/WNFetchPagesStreamWriter.cpp
index e21390ba6b3..4710d975f06 100644
--- a/dbms/src/Flash/Disaggregated/WNFetchPagesStreamWriter.cpp
+++ b/dbms/src/Flash/Disaggregated/WNFetchPagesStreamWriter.cpp
@@ -15,7 +15,6 @@
 #include <Common/Exception.h>
 #include <Common/MemoryTracker.h>
 #include <Common/Stopwatch.h>
-#include <Flash/Coprocessor/CHBlockChunkCodec.h>
 #include <Flash/Disaggregated/WNFetchPagesStreamWriter.h>
 #include <Flash/Mpp/TrackedMppDataPacket.h>
 #include <Interpreters/SharedContexts/Disagg.h>
@@ -27,8 +26,6 @@
 #include <Storages/DeltaMerge/Segment.h>
 #include <Storages/Page/PageUtil.h>
 #include <common/logger_useful.h>
-#include <kvproto/mpp.pb.h>
-#include <tipb/expression.pb.h>
 
 #include <memory>
 
diff --git a/dbms/src/Storages/DeltaMerge/Remote/DisaggSnapshot.cpp b/dbms/src/Storages/DeltaMerge/Remote/DisaggSnapshot.cpp
index 80d57f74548..6f34f5302b8 100644
--- a/dbms/src/Storages/DeltaMerge/Remote/DisaggSnapshot.cpp
+++ b/dbms/src/Storages/DeltaMerge/Remote/DisaggSnapshot.cpp
@@ -72,6 +72,15 @@ bool DisaggReadSnapshot::empty() const
     return true;
 }
 
+SegmentReadTasks DisaggReadSnapshot::releaseNoNeedFetchTasks()
+{
+    SegmentReadTasks to_release_tasks;
+    std::unique_lock lock(mtx);
+    for (auto & [table_id, table_snap] : table_snapshots)
+        table_snap->releaseNoNeedFetchTasks(to_release_tasks);
+    return to_release_tasks;
+}
+
 DisaggPhysicalTableReadSnapshot::DisaggPhysicalTableReadSnapshot(
     KeyspaceTableID ks_table_id_,
     SegmentReadTasks && tasks_)
@@ -95,4 +104,20 @@ SegmentReadTaskPtr DisaggPhysicalTableReadSnapshot::popTask(const UInt64 segment
     return nullptr;
 }
 
+void DisaggPhysicalTableReadSnapshot::releaseNoNeedFetchTasks(SegmentReadTasks & to_release_tasks)
+{
+    std::unique_lock lock(mtx);
+    for (auto itr = tasks.begin(); itr != tasks.end();)
+    {
+        if (itr->second->hasColumnFileToFetch())
+        {
+            ++itr;
+        }
+        else
+        {
+            to_release_tasks.push_back(itr->second);
+            itr = tasks.erase(itr);
+        }
+    }
+}
 } // namespace DB::DM::Remote
diff --git a/dbms/src/Storages/DeltaMerge/Remote/DisaggSnapshot.h b/dbms/src/Storages/DeltaMerge/Remote/DisaggSnapshot.h
index 539bc986497..86ac2a7e62f 100644
--- a/dbms/src/Storages/DeltaMerge/Remote/DisaggSnapshot.h
+++ b/dbms/src/Storages/DeltaMerge/Remote/DisaggSnapshot.h
@@ -81,6 +81,8 @@ class DisaggReadSnapshot
 
     bool empty() const;
 
+    SegmentReadTasks releaseNoNeedFetchTasks();
+
     DISALLOW_COPY(DisaggReadSnapshot);
 
 private:
@@ -104,6 +106,8 @@ class DisaggPhysicalTableReadSnapshot
         return tasks.empty();
     }
 
+    void releaseNoNeedFetchTasks(SegmentReadTasks & to_release_tasks);
+
     DISALLOW_COPY(DisaggPhysicalTableReadSnapshot);
 
 public:
diff --git a/dbms/src/Storages/DeltaMerge/Remote/RNWorkerFetchPages.cpp b/dbms/src/Storages/DeltaMerge/Remote/RNWorkerFetchPages.cpp
index ee3641e23af..b70f4347a84 100644
--- a/dbms/src/Storages/DeltaMerge/Remote/RNWorkerFetchPages.cpp
+++ b/dbms/src/Storages/DeltaMerge/Remote/RNWorkerFetchPages.cpp
@@ -94,6 +94,12 @@ disaggregated::FetchDisaggPagesRequest buildFetchPagesRequest(
 
 RNReadSegmentTaskPtr RNWorkerFetchPages::doWork(const RNReadSegmentTaskPtr & seg_task)
 {
+    if (seg_task->meta.delta_tinycf_page_ids.empty())
+    {
+        // No page need to be fetched or guarded.
+        return seg_task;
+    }
+
     MemoryTrackerSetter setter(true, fetch_pages_mem_tracker.get());
     Stopwatch watch_work{CLOCK_MONOTONIC_COARSE};
     SCOPE_EXIT({
@@ -170,10 +176,7 @@ void RNWorkerFetchPages::doFetchPages(
     const RNReadSegmentTaskPtr & seg_task,
     const disaggregated::FetchDisaggPagesRequest & request)
 {
-    // No page need to be fetched.
-    if (request.page_ids_size() == 0)
-        return;
-
+    // No matter all delta data is cached or not, call FetchDisaggPages to release snapshot in WN.
     Stopwatch sw_total;
     Stopwatch watch_rpc{CLOCK_MONOTONIC_COARSE};
     bool rpc_is_observed = false;
@@ -195,6 +198,10 @@ void RNWorkerFetchPages::doFetchPages(
         stream_resp->Finish();
     });
 
+    // All delta data is cached.
+    if (request.page_ids_size() == 0)
+        return;
+
     // Used to verify all pages are fetched.
     std::set<UInt64> remaining_pages_to_fetch;
     for (auto p : request.page_ids())
diff --git a/dbms/src/Storages/DeltaMerge/SegmentReadTaskPool.cpp b/dbms/src/Storages/DeltaMerge/SegmentReadTaskPool.cpp
index 457b7750d45..492c9f65f69 100644
--- a/dbms/src/Storages/DeltaMerge/SegmentReadTaskPool.cpp
+++ b/dbms/src/Storages/DeltaMerge/SegmentReadTaskPool.cpp
@@ -105,6 +105,17 @@ SegmentReadTasks SegmentReadTask::trySplitReadTasks(const SegmentReadTasks & tas
     return result_tasks;
 }
 
+bool SegmentReadTask::hasColumnFileToFetch() const
+{
+    auto need_to_fetch = [](const ColumnFilePtr & cf) {
+        // In v7.5, Only ColumnFileTiny need too fetch.
+        return cf->isTinyFile();
+    };
+    const auto & mem_cfs = read_snapshot->delta->getMemTableSetSnapshot()->getColumnFiles();
+    const auto & persisted_cfs = read_snapshot->delta->getPersistedFileSetSnapshot()->getColumnFiles();
+    return std::any_of(mem_cfs.cbegin(), mem_cfs.cend(), need_to_fetch)
+        || std::any_of(persisted_cfs.cbegin(), persisted_cfs.cend(), need_to_fetch);
+}
 
 SegmentReadTasksWrapper::SegmentReadTasksWrapper(bool enable_read_thread_, SegmentReadTasks && ordered_tasks_)
     : enable_read_thread(enable_read_thread_)
diff --git a/dbms/src/Storages/DeltaMerge/SegmentReadTaskPool.h b/dbms/src/Storages/DeltaMerge/SegmentReadTaskPool.h
index fb37b7ba502..55695abb5bd 100644
--- a/dbms/src/Storages/DeltaMerge/SegmentReadTaskPool.h
+++ b/dbms/src/Storages/DeltaMerge/SegmentReadTaskPool.h
@@ -56,6 +56,9 @@ struct SegmentReadTask
     void mergeRanges() { ranges = DM::tryMergeRanges(std::move(ranges), 1); }
 
     static SegmentReadTasks trySplitReadTasks(const SegmentReadTasks & tasks, size_t expected_size);
+
+    // WN calls hasColumnFileToFetch to check whether a SegmentReadTask need to fetch column files from it
+    bool hasColumnFileToFetch() const;
 };
 
 class BlockStat