diff --git a/scripts/parquet_to_json.py b/scripts/parquet_to_json.py
index 5a9b10b..83cc3f2 100644
--- a/scripts/parquet_to_json.py
+++ b/scripts/parquet_to_json.py
@@ -1,21 +1,31 @@
 import os
-import pandas as pd
+import pyarrow.parquet as pq
 
 
-def convert_parquet_to_json(directory: str, filenames: list, output_file: str) -> None:
+def convert_parquet_to_json_streaming(
+    directory: str, filenames: list, output_file: str, batch_size: int = 10_000
+) -> None:
     """
-    Convert a list of Parquet files to a single JSON file.
+    Convert a list of Parquet files to a single JSON Lines file in a memory-efficient manner.
+    Data is read and written in batches to avoid loading entire datasets into memory at once.
 
     :param directory: Directory containing the Parquet files.
     :param filenames: List of Parquet files to be combined.
-    :param output_file: Output JSON file.
+    :param output_file: Output JSON file (JSON Lines format).
+    :param batch_size: Number of rows per batch (adjust as needed).
     """
-    combined_df = pd.concat(
-        [pd.read_parquet(os.path.join(directory, filename)) for filename in filenames],
-        ignore_index=True,
-    )
+    with open(output_file, "w", encoding="utf-8") as f_out:
+        for filename in filenames:
+            filepath = os.path.join(directory, filename)
+            print(f"Started processing: {filepath}")
+
+            parquet_file = pq.ParquetFile(filepath)
+
+            for batch in parquet_file.iter_batches(batch_size=batch_size):
+                df = batch.to_pandas()
+                json_str = df.to_json(orient="records", lines=True)
+                f_out.write(json_str)
 
-    combined_df.to_json(output_file, orient="records", lines=True)
     print(f"Conversion to JSON completed successfully! Output saved to: {output_file}")
 
 
@@ -24,4 +34,4 @@ def convert_parquet_to_json(directory: str, filenames: list, output_file: str) -
     filenames = ["a.parquet", "b.parquet", "c.parquet", "d.parquet"]
     output_file = "samples/wikipedia.json"
 
-    convert_parquet_to_json(directory, filenames, output_file)
+    convert_parquet_to_json_streaming(directory, filenames, output_file)