diff --git a/fluss-common/src/main/java/org/apache/fluss/exception/KvSnapshotNotExistException.java b/fluss-common/src/main/java/org/apache/fluss/exception/KvSnapshotNotExistException.java
index b66b90e722..9aa147880e 100644
--- a/fluss-common/src/main/java/org/apache/fluss/exception/KvSnapshotNotExistException.java
+++ b/fluss-common/src/main/java/org/apache/fluss/exception/KvSnapshotNotExistException.java
@@ -32,4 +32,8 @@ public class KvSnapshotNotExistException extends ApiException {
     public KvSnapshotNotExistException(String message) {
         super(message);
     }
+
+    public KvSnapshotNotExistException(String message, Throwable cause) {
+        super(message, cause);
+    }
 }
diff --git a/fluss-server/src/main/java/org/apache/fluss/server/RpcServiceBase.java b/fluss-server/src/main/java/org/apache/fluss/server/RpcServiceBase.java
index dedef6ea8b..47737a3263 100644
--- a/fluss-server/src/main/java/org/apache/fluss/server/RpcServiceBase.java
+++ b/fluss-server/src/main/java/org/apache/fluss/server/RpcServiceBase.java
@@ -434,7 +434,8 @@ public CompletableFuture<GetKvSnapshotMetadataResponse> getKvSnapshotMetadata(
             throw new KvSnapshotNotExistException(
                     String.format(
                             "Failed to get kv snapshot metadata for table bucket %s and snapshot id %s. Error: %s",
-                            tableBucket, snapshotId, e.getMessage()));
+                            tableBucket, snapshotId, e.getMessage()),
+                    e);
         }
     }
 
@@ -456,7 +457,7 @@ public CompletableFuture<GetFileSystemSecurityTokenResponse> getFileSystemSecuri
                             remoteFileSystem.getUri().getScheme(), securityToken));
         } catch (Exception e) {
             throw new SecurityTokenException(
-                    "Failed to get file access security token: " + e.getMessage());
+                    "Failed to get file access security token: " + e.getMessage(), e);
         }
     }