diff --git a/pyproject.toml b/pyproject.toml
index 81cfb0e..6b0cb9f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,3 +10,8 @@ readme = "README.md"
 requires-python = ">=3.9"
 dependencies = []
 authors = [{ name="Nathan TeBlunthuis", email="nathanteblunthuis@gmail.com"}]
+
+[dependency-groups]
+dev = [
+    "pyarrow>=21.0.0",
+]
diff --git a/test/benchmark_wd2.py b/test/benchmark_wd2.py
new file mode 100644
index 0000000..fbc1bf5
--- /dev/null
+++ b/test/benchmark_wd2.py
@@ -0,0 +1,40 @@
+import pyarrow.parquet as pq
+from itertools import groupby
+from operator import itemgetter
+import sys
+from typing import Generator, Tuple, List, Any, Dict
+import pywikidiff2
+
+differ = pywikidiff2.pywikidiff2()
+
+def _iter_row_dicts(parquet_file: pq.ParquetFile) -> Generator[Dict[str, Any], None, None]:
+    for batch in parquet_file.iter_batches(columns=['articleid', 'text']):
+        yield from batch.to_pylist()
+
+
+def stream_text_by_article_streaming(file_path: str) -> Generator[Tuple[Any, List[str]], None, None]:
+    try:
+        pq_file = pq.ParquetFile(file_path)
+        row_stream = _iter_row_dicts(pq_file)
+        for article_id, group_iterator in groupby(row_stream,
+                                                  key=itemgetter('articleid')):
+            texts = [row['text'] for row in group_iterator]
+            yield article_id, texts
+
+    except FileNotFoundError:
+        print(f"Error: The file at '{file_path}' was not found.")
+    except Exception as e:
+        print(f"An error occurred: {e}")
+
+
+last_text = ""
+last_article_id = None
+
+
+with open('/dev/null', 'w') as of:
+    for article_id, text in stream_text_by_article_streaming(sys.argv[1]):
+        if article_id != last_article_id:
+            last_article_id = article_id
+            last_text = ""
+        result = differ.inline_json_diff(last_text, text)
+        print(result, file=of)