diff --git a/getting-started/spark/notebooks/Dockerfile b/getting-started/spark/notebooks/Dockerfile
index bb57ee65ff..4bbf292d07 100644
--- a/getting-started/spark/notebooks/Dockerfile
+++ b/getting-started/spark/notebooks/Dockerfile
@@ -17,7 +17,7 @@
 # under the License.
 #
 
-FROM docker.io/apache/spark:3.5.6-java17
+FROM docker.io/apache/spark:4.1.0-java17
 
 ENV PYSPARK_PYTHON=/home/spark/venv/bin/python \
     PYTHONPATH="${SPARK_HOME}/python/:${SPARK_HOME}/python/lib/py4j-0.10.9.7-src.zip:/home/spark/venv/lib/python3.10/site-packages"
diff --git a/plugins/spark/v3.5/getting-started/notebooks/Dockerfile b/plugins/spark/v3.5/getting-started/notebooks/Dockerfile
index 392d79e0a4..d45e1da01d 100644
--- a/plugins/spark/v3.5/getting-started/notebooks/Dockerfile
+++ b/plugins/spark/v3.5/getting-started/notebooks/Dockerfile
@@ -17,7 +17,7 @@
 # under the License.
 #
 
-FROM docker.io/apache/spark:3.5.6-java17
+FROM docker.io/apache/spark:4.1.0-java17
 
 ENV PYSPARK_PYTHON=/home/spark/venv/bin/python \
     PYTHONPATH="${SPARK_HOME}/python/:${SPARK_HOME}/python/lib/py4j-0.10.9.7-src.zip:/home/spark/venv/lib/python3.10/site-packages"
diff --git a/plugins/spark/v3.5/regtests/Dockerfile b/plugins/spark/v3.5/regtests/Dockerfile
index 5c4c480f20..d6ee8ccee1 100755
--- a/plugins/spark/v3.5/regtests/Dockerfile
+++ b/plugins/spark/v3.5/regtests/Dockerfile
@@ -17,7 +17,7 @@
 # under the License.
 #
 
-FROM docker.io/apache/spark:3.5.6-java17
+FROM docker.io/apache/spark:4.1.0-java17
 
 ARG POLARIS_HOST=polaris \
     CURRENT_SCALA_VERSION=2.12