diff --git a/library/spark b/library/spark
index 50f868a356f03..955a8e66b6e57 100644
--- a/library/spark
+++ b/library/spark
@@ -1,25 +1,45 @@
 Maintainers: Apache Spark Developers <dev@spark.apache.org> (@ApacheSpark)
 GitRepo: https://github.com/apache/spark-docker.git
 
-Tags: 4.0.0-preview1-scala2.13-java17-python3-ubuntu, 4.0.0-preview1-python3, 4.0.0-preview1
+Tags: 4.0.0-preview2-scala2.13-java21-python3-ubuntu, 4.0.0-preview2-java21-python3, 4.0.0-preview2-java21
 Architectures: amd64, arm64v8
-GitCommit: b9f1f8e8ebed1959c2be3864a114b52f67519092
-Directory: ./4.0.0-preview1/scala2.13-java17-python3-ubuntu
+GitCommit: 059a2817e53ac7c0c408196f9eb91397a99ec84e
+Directory: ./4.0.0-preview2/scala2.13-java21-python3-ubuntu
 
-Tags: 4.0.0-preview1-scala2.13-java17-r-ubuntu, 4.0.0-preview1-r
+Tags: 4.0.0-preview2-scala2.13-java21-r-ubuntu, 4.0.0-preview2-java21-r
 Architectures: amd64, arm64v8
-GitCommit: b9f1f8e8ebed1959c2be3864a114b52f67519092
-Directory: ./4.0.0-preview1/scala2.13-java17-r-ubuntu
+GitCommit: 059a2817e53ac7c0c408196f9eb91397a99ec84e
+Directory: ./4.0.0-preview2/scala2.13-java21-r-ubuntu
 
-Tags: 4.0.0-preview1-scala2.13-java17-ubuntu, 4.0.0-preview1-scala
+Tags: 4.0.0-preview2-scala2.13-java21-ubuntu, 4.0.0-preview2-java21-scala
 Architectures: amd64, arm64v8
-GitCommit: b9f1f8e8ebed1959c2be3864a114b52f67519092
-Directory: ./4.0.0-preview1/scala2.13-java17-ubuntu
+GitCommit: 059a2817e53ac7c0c408196f9eb91397a99ec84e
+Directory: ./4.0.0-preview2/scala2.13-java21-ubuntu
 
-Tags: 4.0.0-preview1-scala2.13-java17-python3-r-ubuntu
+Tags: 4.0.0-preview2-scala2.13-java21-python3-r-ubuntu
 Architectures: amd64, arm64v8
-GitCommit: b9f1f8e8ebed1959c2be3864a114b52f67519092
-Directory: ./4.0.0-preview1/scala2.13-java17-python3-r-ubuntu
+GitCommit: 059a2817e53ac7c0c408196f9eb91397a99ec84e
+Directory: ./4.0.0-preview2/scala2.13-java21-python3-r-ubuntu
+
+Tags: 4.0.0-preview2-scala2.13-java17-python3-ubuntu, 4.0.0-preview2-python3, 4.0.0-preview2
+Architectures: amd64, arm64v8
+GitCommit: 059a2817e53ac7c0c408196f9eb91397a99ec84e
+Directory: ./4.0.0-preview2/scala2.13-java17-python3-ubuntu
+
+Tags: 4.0.0-preview2-scala2.13-java17-r-ubuntu, 4.0.0-preview2-r
+Architectures: amd64, arm64v8
+GitCommit: 059a2817e53ac7c0c408196f9eb91397a99ec84e
+Directory: ./4.0.0-preview2/scala2.13-java17-r-ubuntu
+
+Tags: 4.0.0-preview2-scala2.13-java17-ubuntu, 4.0.0-preview2-scala
+Architectures: amd64, arm64v8
+GitCommit: 059a2817e53ac7c0c408196f9eb91397a99ec84e
+Directory: ./4.0.0-preview2/scala2.13-java17-ubuntu
+
+Tags: 4.0.0-preview2-scala2.13-java17-python3-r-ubuntu
+Architectures: amd64, arm64v8
+GitCommit: 059a2817e53ac7c0c408196f9eb91397a99ec84e
+Directory: ./4.0.0-preview2/scala2.13-java17-python3-r-ubuntu
 
 Tags: 3.5.2-scala2.12-java17-python3-ubuntu, 3.5.2-java17-python3, 3.5.2-java17, python3-java17
 Architectures: amd64, arm64v8