diff --git a/java_based_implementation/api_impl.py b/java_based_implementation/api_impl.py
index 9a06156..eeccca3 100644
--- a/java_based_implementation/api_impl.py
+++ b/java_based_implementation/api_impl.py
@@ -21,8 +21,8 @@
 from paimon_python_api import (catalog, table, read_builder, table_scan, split, table_read,
                                write_builder, table_write, commit_message, table_commit)
 from pyarrow import (RecordBatch, BufferOutputStream, RecordBatchStreamWriter,
-                     RecordBatchStreamReader, BufferReader)
-from typing import List
+                     RecordBatchStreamReader, BufferReader, RecordBatchReader)
+from typing import List, Iterator
 
 
 class Catalog(catalog.Catalog):
@@ -119,42 +119,27 @@ def __init__(self, j_table_read, j_row_type):
 
     def create_reader(self, split: Split):
         self._j_bytes_reader.setSplit(split.to_j_split())
-        return BatchReader(self._j_bytes_reader)
+        batches = []
+        schema = None
+        for arrow_bytes in self._bytes_generator():
+            stream_reader = RecordBatchStreamReader(BufferReader(arrow_bytes))
+            if schema is None:
+                schema = stream_reader.schema
+            batches.extend(batch for batch in stream_reader)
+        return RecordBatchReader.from_batches(schema, batches)
+
+    def _bytes_generator(self) -> Iterator[bytes]:
+        while True:
+            next_bytes = self._j_bytes_reader.next()
+            if next_bytes is None:
+                break
+            else:
+                yield next_bytes
 
     def close(self):
         self._j_bytes_reader.close()
 
 
-class BatchReader(table_read.BatchReader):
-
-    def __init__(self, j_bytes_reader):
-        self._j_bytes_reader = j_bytes_reader
-        self._inited = False
-        self._has_next = True
-        self._next_arrow_reader()
-
-    def next_batch(self):
-        if not self._has_next:
-            return None
-
-        try:
-            return self._current_arrow_reader.read_next_batch()
-        except StopIteration:
-            self._current_arrow_reader.close()
-            self._next_arrow_reader()
-            if not self._has_next:
-                return None
-            else:
-                return self._current_arrow_reader.read_next_batch()
-
-    def _next_arrow_reader(self):
-        byte_array = self._j_bytes_reader.next()
-        if byte_array is None:
-            self._has_next = False
-        else:
-            self._current_arrow_reader = RecordBatchStreamReader(BufferReader(byte_array))
-
-
 class BatchWriteBuilder(write_builder.BatchWriteBuilder):
 
     def __init__(self, j_batch_write_builder, j_row_type):
diff --git a/java_based_implementation/tests/test_write_and_read.py b/java_based_implementation/tests/test_write_and_read.py
index 9163482..acfdba0 100644
--- a/java_based_implementation/tests/test_write_and_read.py
+++ b/java_based_implementation/tests/test_write_and_read.py
@@ -66,19 +66,14 @@ def testWriteReadAppendTable(self):
         read_builder = table.new_read_builder()
         table_scan = read_builder.new_scan()
         table_read = read_builder.new_read()
-
         splits = table_scan.plan().splits()
-        batches = []
-        for split in splits:
-            batch_reader = table_read.create_reader(split)
-            while True:
-                batch = batch_reader.next_batch()
-                if batch is None:
-                    break
-                else:
-                    batches.append(batch.to_pandas())
 
-        result = pd.concat(batches)
+        data_frames = [
+            batch.to_pandas()
+            for split in splits
+            for batch in table_read.create_reader(split)
+        ]
+        result = pd.concat(data_frames)
 
         # check data
         pd.testing.assert_frame_equal(result, df)
diff --git a/paimon_python_api/table_read.py b/paimon_python_api/table_read.py
index 4555dc0..bb6000d 100644
--- a/paimon_python_api/table_read.py
+++ b/paimon_python_api/table_read.py
@@ -17,26 +17,17 @@
 #################################################################################
 
 from abc import ABC, abstractmethod
-from pyarrow import RecordBatch
+from pyarrow import RecordBatchReader
 from paimon_python_api.split import Split
-from typing import Union
 
 
 class TableRead(ABC):
     """To read data from data splits."""
 
     @abstractmethod
-    def create_reader(self, split: Split) -> 'BatchReader':
+    def create_reader(self, split: Split) -> RecordBatchReader:
         """Return a reader containing batches of pyarrow format."""
 
     @abstractmethod
     def close(self):
         """Close this resource."""
-
-
-class BatchReader(ABC):
-    """Reader to get RecordBatch."""
-
-    @abstractmethod
-    def next_batch(self) -> Union[RecordBatch, None]:
-        """Get next RecordBatch. Return NONE if there is no more data."""