diff --git a/src/query/storages/fuse/src/operations/common/generators/append_generator.rs b/src/query/storages/fuse/src/operations/common/generators/append_generator.rs
index bc9aad57b2909..60103da7ad933 100644
--- a/src/query/storages/fuse/src/operations/common/generators/append_generator.rs
+++ b/src/query/storages/fuse/src/operations/common/generators/append_generator.rs
@@ -117,7 +117,7 @@ impl SnapshotGenerator for AppendGenerator {
         &self,
         schema: TableSchema,
         cluster_key_meta: Option<ClusterKey>,
-        previous: Option<Arc<TableSnapshot>>,
+        previous: &Option<Arc<TableSnapshot>>,
         prev_table_seq: Option<u64>,
     ) -> Result<TableSnapshot> {
         let (snapshot_merged, expected_schema) = self.conflict_resolve_ctx()?;
@@ -133,7 +133,7 @@ impl SnapshotGenerator for AppendGenerator {
         let mut new_segments = snapshot_merged.merged_segments.clone();
         let mut new_summary = snapshot_merged.merged_statistics.clone();
 
-        if let Some(snapshot) = &previous {
+        if let Some(snapshot) = previous {
             prev_timestamp = snapshot.timestamp;
             prev_snapshot_id = Some((snapshot.snapshot_id, snapshot.format_version));
             table_statistics_location = snapshot.table_statistics_location.clone();
diff --git a/src/query/storages/fuse/src/operations/common/generators/mutation_generator.rs b/src/query/storages/fuse/src/operations/common/generators/mutation_generator.rs
index 63851d4b9dcbb..c2a06a72cf194 100644
--- a/src/query/storages/fuse/src/operations/common/generators/mutation_generator.rs
+++ b/src/query/storages/fuse/src/operations/common/generators/mutation_generator.rs
@@ -60,23 +60,29 @@ impl SnapshotGenerator for MutationGenerator {
         &self,
         schema: TableSchema,
         cluster_key_meta: Option<ClusterKey>,
-        previous: Option<Arc<TableSnapshot>>,
+        previous: &Option<Arc<TableSnapshot>>,
         prev_table_seq: Option<u64>,
     ) -> Result<TableSnapshot> {
         let default_cluster_key_id = cluster_key_meta.clone().map(|v| v.0);
 
-        let previous = previous.unwrap_or_else(|| {
-            Arc::new(TableSnapshot::new_empty_snapshot(
-                schema.clone(),
-                prev_table_seq,
-            ))
-        });
+        let empty_snapshot;
+        let previous = match previous {
+            Some(prev) => prev,
+            None => {
+                empty_snapshot = Arc::new(TableSnapshot::new_empty_snapshot(
+                    schema.clone(),
+                    prev_table_seq,
+                ));
+                &empty_snapshot
+            }
+        };
+
         match &self.conflict_resolve_ctx {
             ConflictResolveContext::ModifiedSegmentExistsInLatest(ctx) => {
                 if let Some((removed, replaced)) =
                     ConflictResolveContext::is_modified_segments_exists_in_latest(
                         &self.base_snapshot,
-                        &previous,
+                        previous,
                         &ctx.replaced_segments,
                         &ctx.removed_segment_indexes,
                     )
diff --git a/src/query/storages/fuse/src/operations/common/generators/snapshot_generator.rs b/src/query/storages/fuse/src/operations/common/generators/snapshot_generator.rs
index e92a6a172e1d0..61928e0a7db0c 100644
--- a/src/query/storages/fuse/src/operations/common/generators/snapshot_generator.rs
+++ b/src/query/storages/fuse/src/operations/common/generators/snapshot_generator.rs
@@ -47,12 +47,21 @@ pub trait SnapshotGenerator {
         txn_mgr: TxnManagerRef,
         table_id: u64,
     ) -> Result<TableSnapshot> {
-        let previous_of_previous = previous.as_ref().and_then(|prev| prev.prev_snapshot_id);
         let mut snapshot =
-            self.do_generate_new_snapshot(schema, cluster_key_meta, previous, prev_table_seq)?;
-        let guard = txn_mgr.lock();
-        // If a table is updated multi times in a transaction, the previous snapshot is always the snapshot before the transaction.
-        if guard.is_active() && guard.get_table_from_buffer_by_id(table_id).is_some() {
+            self.do_generate_new_snapshot(schema, cluster_key_meta, &previous, prev_table_seq)?;
+
+        let has_pending_transactional_mutations = {
+            let guard = txn_mgr.lock();
+            // NOTE:
+            // When generating a new snapshot for a mutation of table for the first time,
+            // there is no buffered table ID inside txn_mgr for this table.
+            guard.is_active() && guard.get_table_from_buffer_by_id(table_id).is_some()
+        };
+
+        if has_pending_transactional_mutations {
+            // Adjust the `prev_snapshot_id` of the newly created snapshot to match the
+            // `prev_snapshot_id` of the table when it first appeared in the transaction.
+            let previous_of_previous = previous.as_ref().and_then(|prev| prev.prev_snapshot_id);
             snapshot.prev_snapshot_id = previous_of_previous;
         }
         Ok(snapshot)
@@ -62,7 +71,7 @@ pub trait SnapshotGenerator {
         &self,
         schema: TableSchema,
         cluster_key_meta: Option<ClusterKey>,
-        previous: Option<Arc<TableSnapshot>>,
+        previous: &Option<Arc<TableSnapshot>>,
         prev_table_seq: Option<u64>,
     ) -> Result<TableSnapshot>;
 }
diff --git a/src/query/storages/fuse/src/operations/common/generators/truncate_generator.rs b/src/query/storages/fuse/src/operations/common/generators/truncate_generator.rs
index 4479aea13ebf7..750043cebb0b0 100644
--- a/src/query/storages/fuse/src/operations/common/generators/truncate_generator.rs
+++ b/src/query/storages/fuse/src/operations/common/generators/truncate_generator.rs
@@ -58,7 +58,7 @@ impl SnapshotGenerator for TruncateGenerator {
         &self,
         schema: TableSchema,
         cluster_key_meta: Option<ClusterKey>,
-        previous: Option<Arc<TableSnapshot>>,
+        previous: &Option<Arc<TableSnapshot>>,
         prev_table_seq: Option<u64>,
     ) -> Result<TableSnapshot> {
         let (prev_timestamp, prev_snapshot_id) = if let Some(prev_snapshot) = previous {
diff --git a/tests/sqllogictests/suites/base/14_transaction/14_0005_snapshots.test b/tests/sqllogictests/suites/base/14_transaction/14_0005_snapshots.test
new file mode 100644
index 0000000000000..9d4a243413cd5
--- /dev/null
+++ b/tests/sqllogictests/suites/base/14_transaction/14_0005_snapshots.test
@@ -0,0 +1,59 @@
+statement ok
+create or replace database test_txn_snapshots;
+
+statement ok
+use  test_txn_snapshots;
+
+statement ok
+create or replace table t(c int);
+
+
+###################################
+# no snapshots left if tx aborted #
+###################################
+
+statement ok
+begin;
+
+statement ok
+insert into t values(1);
+
+statement ok
+insert into t values(1);
+
+statement ok
+rollback;
+
+query I
+select count() from fuse_snapshot('test_txn_snapshots', 't');
+----
+0
+
+
+#####################################################
+# one snapshot left if table mutated multiple times #
+#####################################################
+
+
+
+statement ok
+begin;
+
+statement ok
+insert into t values(1);
+
+statement ok
+insert into t values(1);
+
+statement ok
+insert into t values(1);
+
+statement ok
+commit;
+
+query I
+select count() from fuse_snapshot('test_txn_snapshots', 't');
+----
+1
+
+