diff --git a/chapter02/run_spark_shell.sh b/chapter02/run_spark_shell.sh
new file mode 100755
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+++ b/chapter02/run_spark_shell.sh
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+#!/bin/bash
+# Spark Shell command with Hudi packages and optimized memory settings
+
+spark-shell \
+  --packages org.apache.hudi:hudi-spark3.5-bundle_2.12:1.0.2 \
+  --driver-memory 8g \
+  --executor-memory 8g \
+  --conf spark.serializer=org.apache.spark.serializer.KryoSerializer \
+  --conf spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog \
+  --conf spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension \
+  --conf spark.sql.adaptive.enabled=true \
+  --conf spark.sql.adaptive.coalescePartitions.enabled=true \
+  --conf spark.memory.fraction=0.8 \
+  --conf spark.memory.storageFraction=0.3
+