diff --git a/python/ray/data/_internal/output_buffer.py b/python/ray/data/_internal/output_buffer.py
index bfefd8bb18aa..4355b6e0a233 100644
--- a/python/ray/data/_internal/output_buffer.py
+++ b/python/ray/data/_internal/output_buffer.py
@@ -82,17 +82,23 @@ def next(self) -> Block:
             # this ensures that the last block produced will be at least half
             # the block size.
             num_bytes_per_row = block.size_bytes() // block.num_rows()
-            target_num_rows = self._target_max_block_size // num_bytes_per_row
-            target_num_rows = max(1, target_num_rows)
-
-            # TODO(swang): If the buffer is finalized, try to create even
-            # blocks?
+            target_num_rows = max(1, self._target_max_block_size // num_bytes_per_row)
 
             if target_num_rows < block.num_rows():
-                # Use copy=True to avoid holding the entire block in memory.
+                # NOTE: We're maintaining following protocol of slicing underlying block
+                #       into appropriately sized ones:
+                #
+                #         - (Finalized) Target blocks sliced from the original one
+                #           and are *copied* to avoid referencing original blocks
+                #         - Temporary remainder of the block should *NOT* be copied
+                #           such as to avoid repeatedly copying the remainder bytes
+                #           of the block, resulting in O(M * N) total bytes being
+                #           copied, where N is the total number of bytes in the original
+                #           block and M is the number of blocks that will be produced by
+                #           this iterator
                 block_to_yield = block.slice(0, target_num_rows, copy=True)
                 block_remainder = block.slice(
-                    target_num_rows, block.num_rows(), copy=True
+                    target_num_rows, block.num_rows(), copy=False
                 )
 
         self._buffer = DelegatingBlockBuilder()