chore: bump spark version to 3.5.6 (#224)

Author: razvan

demos/data-lakehouse-iceberg-trino-spark/create-spark-ingestion-job.yaml

@@ -43,13 +43,13 @@ data:
         stackable.tech/vendor: Stackable
     spec:
       sparkImage:
-        productVersion: 3.5.5
+        productVersion: 3.5.6
       mode: cluster
       mainApplicationFile: local:///stackable/spark/jobs/spark-ingest-into-lakehouse.py
       deps:
         packages:
           - org.apache.iceberg:iceberg-spark-runtime-3.5_2.12:1.8.1
-          - org.apache.spark:spark-sql-kafka-0-10_2.12:3.5.5
+          - org.apache.spark:spark-sql-kafka-0-10_2.12:3.5.6
       s3connection:
         reference: minio
       sparkConf:

demos/end-to-end-security/create-spark-report.yaml

@@ -55,7 +55,7 @@ data:
       name: spark-report
     spec:
       sparkImage:
-        productVersion: 3.5.5
+        productVersion: 3.5.6
       mode: cluster
       mainApplicationFile: local:///stackable/spark/jobs/spark-report.py
       deps:

demos/spark-k8s-anomaly-detection-taxi-data/create-spark-anomaly-detection-job.yaml

@@ -37,7 +37,7 @@ data:
       name: spark-ad
     spec:
       sparkImage:
-        productVersion: 3.5.5
+        productVersion: 3.5.6
       mode: cluster
       mainApplicationFile: local:///spark-scripts/spark-ad.py
       deps:

stacks/airflow/airflow.yaml

@@ -274,7 +274,7 @@ data:
     spec:
       version: "1.0"
       sparkImage:
-        productVersion: 3.5.5
+        productVersion: 3.5.6
       mode: cluster
       mainApplicationFile: local:///stackable/spark/examples/src/main/python/pi.py
       job:

stacks/jupyterhub-pyspark-hdfs/jupyterlab.yaml

@@ -21,7 +21,7 @@ spec:
       serviceAccountName: default
       containers:
         - name: jupyterlab
-          image: oci.stackable.tech/stackable/spark-connect-client:3.5.5-stackable0.0.0-dev
+          image: oci.stackable.tech/stackable/spark-connect-client:3.5.6-stackable0.0.0-dev
           imagePullPolicy: IfNotPresent
           command:
             - bash
@@ -39,7 +39,7 @@ spec:
               name: notebook
       initContainers:
         - name: download-notebook
-          image: oci.stackable.tech/stackable/spark-connect-client:3.5.5-stackable0.0.0-dev
+          image: oci.stackable.tech/stackable/spark-connect-client:3.5.6-stackable0.0.0-dev
           command: ['sh', '-c', 'curl https://raw.githubusercontent.com/stackabletech/demos/main/stacks/jupyterhub-pyspark-hdfs/notebook.ipynb -o /notebook/notebook.ipynb']
           volumeMounts:
             - mountPath: /notebook

stacks/jupyterhub-pyspark-hdfs/notebook.ipynb

@@ -53,7 +53,7 @@
     "#\n",
     "# See: https://issues.apache.org/jira/browse/SPARK-46032\n",
     "#\n",
-    "spark.addArtifacts(\"/stackable/spark/connect/spark-connect_2.12-3.5.5.jar\")"
+    "spark.addArtifacts(\"/stackable/spark/connect/spark-connect_2.12-3.5.6.jar\")"
    ]
   },
   {

stacks/jupyterhub-pyspark-hdfs/spark_connect.yaml

@@ -30,8 +30,8 @@ spec:
   image:
     # Using an image that includes scikit-learn (among other things)
     # because this package needs to be available on the executors.
-    custom: oci.stackable.tech/stackable/spark-connect-client:3.5.5-stackable0.0.0-dev
-    productVersion: 3.5.5
+    custom: oci.stackable.tech/stackable/spark-connect-client:3.5.6-stackable0.0.0-dev
+    productVersion: 3.5.6
     pullPolicy: IfNotPresent
   args:
   server: