diff --git a/.gitignore b/.gitignore
index d8cdfdc2b343caf231b47ec56f0125d59d6be97e..0787bdf4826703943772fc91eec1ade64418e6e1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -55,7 +55,11 @@ data/players.csv
 data/ranking.csv
 data/teams.csv
 data/raw/
-data/api_data/
+# Keep essential parquet files but exclude large player stats
+data/api_data/player_stats_*.parquet
+data/api_data/player_advanced_*.parquet
+data/api_data/player_clutch_*.parquet
+data/api_data/player_hustle_*.parquet
 
 # App folder (optional Streamlit)
 app/
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