diff --git a/dbms/src/Flash/Disaggregated/WNEstablishDisaggTaskHandler.cpp b/dbms/src/Flash/Disaggregated/WNEstablishDisaggTaskHandler.cpp
index ac29e8f69fe..4e6becfa937 100644
--- a/dbms/src/Flash/Disaggregated/WNEstablishDisaggTaskHandler.cpp
+++ b/dbms/src/Flash/Disaggregated/WNEstablishDisaggTaskHandler.cpp
@@ -105,6 +105,13 @@ void WNEstablishDisaggTaskHandler::execute(disaggregated::EstablishDisaggTaskRes
         response->add_tables(
             Serializer::serializePhysicalTable(snap, task_id, mem_tracker_wrapper, need_mem_data).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 06b053c33f1..44800d2a53c 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/Settings.h>
@@ -29,10 +28,7 @@
 #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 <ext/scope_guard.h>
 #include <memory>
 #include <tuple>
 
diff --git a/dbms/src/Flash/Disaggregated/WNFetchPagesStreamWriter.h b/dbms/src/Flash/Disaggregated/WNFetchPagesStreamWriter.h
index 6a844625030..8a3f1c39f12 100644
--- a/dbms/src/Flash/Disaggregated/WNFetchPagesStreamWriter.h
+++ b/dbms/src/Flash/Disaggregated/WNFetchPagesStreamWriter.h
@@ -34,8 +34,6 @@ namespace DB
 
 struct Settings;
 
-using SyncPagePacketWriter = grpc::ServerWriter<disaggregated::PagesPacket>;
-
 class WNFetchPagesStreamWriter;
 using WNFetchPagesStreamWriterPtr = std::unique_ptr<WNFetchPagesStreamWriter>;
 
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/SegmentReadTask.cpp b/dbms/src/Storages/DeltaMerge/SegmentReadTask.cpp
index a735648e8b4..274a83554d1 100644
--- a/dbms/src/Storages/DeltaMerge/SegmentReadTask.cpp
+++ b/dbms/src/Storages/DeltaMerge/SegmentReadTask.cpp
@@ -329,6 +329,7 @@ void SegmentReadTask::fetchPages()
     {
         return;
     }
+    // Don't need to fetch ColumnFileTiny and ColumnFileInMemory.
     if (extra_remote_info->remote_page_ids.empty() && !needFetchMemTableSet())
     {
         LOG_DEBUG(read_snapshot->log, "Neither ColumnFileTiny or ColumnFileInMemory need to be fetched from WN.");
@@ -337,7 +338,6 @@ void SegmentReadTask::fetchPages()
 
     Stopwatch watch_work{CLOCK_MONOTONIC_COARSE};
     SCOPE_EXIT({
-        // This metric is per-segment.
         GET_METRIC(tiflash_disaggregated_breakdown_duration_seconds, type_worker_fetch_page)
             .Observe(watch_work.elapsedSeconds());
     });
@@ -516,6 +516,10 @@ void SegmentReadTask::checkMemTableSetReady() const
 bool SegmentReadTask::needFetchMemTableSet() const
 {
     // Check if any object of ColumnFileInMemory does not contain data.
+    // In v7.5, data of ColumnFileInMemory will be returned by EstablishDisaggTask,
+    // so cf_in_mem->getCache() will NOT be null after deserializeSegment.
+    // Since 8.1, data of ColumnFileInMemory need to fetch by calling `FetchDisaggPages`,
+    // cf_in_mem->getCache() will be null after deserializeSegment.
     for (const auto & cf : read_snapshot->delta->getMemTableSetSnapshot()->getColumnFiles())
     {
         if (auto * cf_in_mem = cf->tryToInMemoryFile(); cf_in_mem)
@@ -542,10 +546,7 @@ static void checkPageID(
 
 void SegmentReadTask::doFetchPages(const disaggregated::FetchDisaggPagesRequest & request)
 {
-    // No page and memtable need to be fetched.
-    if (request.page_ids_size() == 0 && !needFetchMemTableSet())
-        return;
-
+    // No matter all delta data is cached or not, call FetchDisaggPages to release snapshot in WN.
     const auto * cluster = dm_context->global_context.getTMTContext().getKVCluster();
     pingcap::kv::RpcCall<pingcap::kv::RPC_NAME(FetchDisaggPages)> rpc(
         cluster->rpc_client,
@@ -564,6 +565,13 @@ void SegmentReadTask::doFetchPages(const disaggregated::FetchDisaggPagesRequest
         }
     });
 
+    // All delta data is cached.
+    if (request.page_ids_size() == 0 && !needFetchMemTableSet())
+    {
+        finishPagesPacketStream(stream_resp);
+        return;
+    }
+
     doFetchPagesImpl(
         [&stream_resp, this](disaggregated::PagesPacket & packet) {
             if (stream_resp->Read(&packet))
@@ -572,15 +580,7 @@ void SegmentReadTask::doFetchPages(const disaggregated::FetchDisaggPagesRequest
             }
             else
             {
-                auto status = stream_resp->Finish();
-                stream_resp.reset(); // Reset to avoid calling `Finish()` repeatedly.
-                RUNTIME_CHECK_MSG(
-                    status.ok(),
-                    "Failed to fetch all pages for {}, status={}, message={}, wn_address={}",
-                    *this,
-                    static_cast<int>(status.error_code()),
-                    status.error_message(),
-                    extra_remote_info->store_address);
+                finishPagesPacketStream(stream_resp);
                 return false;
             }
         },
@@ -770,4 +770,33 @@ GlobalSegmentID SegmentReadTask::getGlobalSegmentID() const
     };
 }
 
+void SegmentReadTask::finishPagesPacketStream(
+    std::unique_ptr<grpc::ClientReader<disaggregated::PagesPacket>> & stream_resp)
+{
+    if unlikely (stream_resp == nullptr)
+        return;
+
+    auto status = stream_resp->Finish();
+    stream_resp.reset(); // Reset to avoid calling `Finish()` repeatedly.
+    RUNTIME_CHECK_MSG(
+        status.ok(),
+        "Failed to fetch all pages for {}, status={}, message={}, wn_address={}",
+        *this,
+        static_cast<int>(status.error_code()),
+        status.error_message(),
+        extra_remote_info->store_address);
+}
+
+bool SegmentReadTask::hasColumnFileToFetch() const
+{
+    auto need_to_fetch = [](const ColumnFilePtr & cf) {
+        // Only ColumnFileMemory and ColumnFileTiny need too fetch.
+        // ColumnFileDeleteRange and ColumnFileBig do not need to fetch.
+        return cf->isInMemoryFile() || 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);
+}
 } // namespace DB::DM
diff --git a/dbms/src/Storages/DeltaMerge/SegmentReadTask.h b/dbms/src/Storages/DeltaMerge/SegmentReadTask.h
index 28621409d05..c24d52a782f 100644
--- a/dbms/src/Storages/DeltaMerge/SegmentReadTask.h
+++ b/dbms/src/Storages/DeltaMerge/SegmentReadTask.h
@@ -111,6 +111,9 @@ struct SegmentReadTask
         return input_stream;
     }
 
+    // WN calls hasColumnFileToFetch to check whether a SegmentReadTask need to fetch column files from it
+    bool hasColumnFileToFetch() const;
+
     String toString() const;
 
 private:
@@ -146,6 +149,8 @@ struct SegmentReadTask
         ReadMode read_mode,
         size_t expected_block_size);
 
+    void finishPagesPacketStream(std::unique_ptr<grpc::ClientReader<disaggregated::PagesPacket>> & stream);
+
     BlockInputStreamPtr input_stream;
 
     friend tests::SegmentReadTaskTest;
@@ -166,7 +171,7 @@ struct fmt::formatter<DB::DM::SegmentReadTask>
     auto format(const DB::DM::SegmentReadTask & t, FormatContext & ctx) const
     {
         return fmt::format_to(ctx.out(), "{}", t.toString());
-    };
+    }
 };
 
 template <>