diff --git a/getting-started/spark/notebooks/SparkPolaris.ipynb b/getting-started/spark/notebooks/SparkPolaris.ipynb
index deb74e928b..69d0bb3f26 100644
--- a/getting-started/spark/notebooks/SparkPolaris.ipynb
+++ b/getting-started/spark/notebooks/SparkPolaris.ipynb
@@ -258,7 +258,7 @@
     "\n",
     "spark = (SparkSession.builder\n",
     "  .config(\"spark.sql.catalog.spark_catalog\", \"org.apache.iceberg.spark.SparkSessionCatalog\")\n",
-    "  .config(\"spark.jars.packages\", \"org.apache.iceberg:iceberg-spark-runtime-3.5_2.12:1.5.2,org.apache.hadoop:hadoop-aws:3.4.0,software.amazon.awssdk:bundle:2.23.19,software.amazon.awssdk:url-connection-client:2.23.19\")\n",
+    "  .config(\"spark.jars.packages\", \"org.apache.iceberg:iceberg-spark-runtime-3.5_2.12:1.7.1,org.apache.hadoop:hadoop-aws:3.4.0,software.amazon.awssdk:bundle:2.23.19,software.amazon.awssdk:url-connection-client:2.23.19\")\n",
     "  .config('spark.sql.iceberg.vectorization.enabled', 'false')\n",
     "         \n",
     "  # Configure the 'polaris' catalog as an Iceberg rest catalog\n",
diff --git a/site/content/in-dev/unreleased/quickstart.md b/site/content/in-dev/unreleased/quickstart.md
index 9446e811f9..57f8e767f9 100644
--- a/site/content/in-dev/unreleased/quickstart.md
+++ b/site/content/in-dev/unreleased/quickstart.md
@@ -57,7 +57,7 @@ Once installed, make sure Docker is running.
 
 If you plan to build Polaris from source yourself, you will need to satisfy a few prerequisites first.
 
-Polaris is built using [gradle](https://gradle.org/) and is compatible with Java 21. We recommend the use of [jenv](https://www.jenv.be/) to manage multiple Java versions. For example, to install Java 21 via [homebrew](https://brew.sh/) and configure it with jenv: 
+Polaris is built using [gradle](https://gradle.org/) and is compatible with Java 21. We recommend the use of [jenv](https://www.jenv.be/) to manage multiple Java versions. For example, to install Java 21 via [homebrew](https://brew.sh/) and configure it with jenv:
 
 ```shell
 cd ~/polaris
@@ -135,7 +135,7 @@ realm: default-realm root principal credentials: <client-id>:<client-secret>
 Be sure to note of these credentials as we'll be using them below. You can also set these credentials as environment variables for use with the Polaris CLI:
 
 ```shell
-export CLIENT_ID=<client-id> 
+export CLIENT_ID=<client-id>
 export CLIENT_SECRET=<client-secret>
 ```
 
@@ -262,7 +262,7 @@ _Note: the credentials provided here are those for our principal, not the root c
 
 ```shell
 bin/spark-shell \
---packages org.apache.iceberg:iceberg-spark-runtime-3.5_2.12:1.5.2,org.apache.hadoop:hadoop-aws:3.4.0 \
+--packages org.apache.iceberg:iceberg-spark-runtime-3.5_2.12:1.7.1,org.apache.hadoop:hadoop-aws:3.4.0 \
 --conf spark.sql.extensions=org.apache.iceberg.spark.extensions.IcebergSparkSessionExtensions \
 --conf spark.sql.catalog.quickstart_catalog.warehouse=quickstart_catalog \
 --conf spark.sql.catalog.quickstart_catalog.header.X-Iceberg-Access-Delegation=vended-credentials \
@@ -291,7 +291,7 @@ spark.sql("USE NAMESPACE quickstart_namespace.schema")
 spark.sql("""
 	CREATE TABLE IF NOT EXISTS quickstart_table (
 		id BIGINT, data STRING
-	) 
+	)
 USING ICEBERG
 """)
 ```