diff --git a/docs/en/changes/changes.md b/docs/en/changes/changes.md
index 9a496b0c61a9..e4b027e898f5 100644
--- a/docs/en/changes/changes.md
+++ b/docs/en/changes/changes.md
@@ -19,6 +19,7 @@
 * Replace BanyanDB Java client with native implementation.
 * Remove `bydb.dependencies.properties` and set the compatible BanyanDB API version number in `${SW_STORAGE_BANYANDB_COMPATIBLE_SERVER_API_VERSIONS}`
 * Fix trace profiling query time range condition.
+* Fix BanyanDB time range overflow in profile thread snapshot query.
 
 #### UI
 * Fix the missing icon in new native trace view.
diff --git a/oap-server/server-storage-plugin/storage-banyandb-plugin/src/main/java/org/apache/skywalking/oap/server/storage/plugin/banyandb/stream/BanyanDBProfileThreadSnapshotQueryDAO.java b/oap-server/server-storage-plugin/storage-banyandb-plugin/src/main/java/org/apache/skywalking/oap/server/storage/plugin/banyandb/stream/BanyanDBProfileThreadSnapshotQueryDAO.java
index 491bf2b6154d..9cb6ed049e01 100644
--- a/oap-server/server-storage-plugin/storage-banyandb-plugin/src/main/java/org/apache/skywalking/oap/server/storage/plugin/banyandb/stream/BanyanDBProfileThreadSnapshotQueryDAO.java
+++ b/oap-server/server-storage-plugin/storage-banyandb-plugin/src/main/java/org/apache/skywalking/oap/server/storage/plugin/banyandb/stream/BanyanDBProfileThreadSnapshotQueryDAO.java
@@ -77,7 +77,7 @@ public BanyanDBProfileThreadSnapshotQueryDAO(BanyanDBStorageClient client, int p
     }
 
     @Override
-    public List<ProfileThreadSnapshotRecord> queryRecords(String taskId)  throws IOException {
+    public List<ProfileThreadSnapshotRecord> queryRecords(String taskId) throws IOException {
         StreamQueryResponse resp = query(false, ProfileThreadSnapshotRecord.INDEX_NAME,
                 TAGS_BASIC,
                 new QueryBuilder<StreamQuery>() {
@@ -97,7 +97,7 @@ public void apply(StreamQuery query) {
         List<ProfileThreadSnapshotRecord> result = new ArrayList<>();
         for (final RowEntity rowEntity : resp.getElements()) {
             ProfileThreadSnapshotRecord record = this.builder.storage2Entity(
-                new BanyanDBConverter.StorageToStream(ProfileThreadSnapshotRecord.INDEX_NAME, rowEntity));
+                    new BanyanDBConverter.StorageToStream(ProfileThreadSnapshotRecord.INDEX_NAME, rowEntity));
             result.add(record);
         }
         return result;
@@ -136,8 +136,11 @@ public void apply(StreamQuery query) {
     }
 
     private int querySequenceWithAgg(AggType aggType, String segmentId, long start, long end) throws IOException {
+        // Clamp the time range to safe bounds for BanyanDB
+        long safeStart = Math.max(start, LOWER_BOUND_TIME);
+        long safeEnd = Math.min(end, UPPER_BOUND_TIME);
         StreamQueryResponse resp = query(false, ProfileThreadSnapshotRecord.INDEX_NAME,
-                TAGS_ALL, new TimestampRange(start, end),
+                TAGS_ALL, new TimestampRange(safeStart, safeEnd),
                 new QueryBuilder<StreamQuery>() {
                     @Override
                     public void apply(StreamQuery query) {