diff --git a/doc/jvm/xgboost4j_spark_tutorial.rst b/doc/jvm/xgboost4j_spark_tutorial.rst
index 3315004a4b49..e5248d0591a2 100644
--- a/doc/jvm/xgboost4j_spark_tutorial.rst
+++ b/doc/jvm/xgboost4j_spark_tutorial.rst
@@ -40,6 +40,21 @@ in order to add XGBoost4J-Spark as a dependency for your project. We provide bot
   Also, make sure to install Spark directly from `Apache website <https://spark.apache.org/>`_. **Upstream XGBoost is not guaranteed to
   work with third-party distributions of Spark, such as Cloudera Spark.** Consult appropriate third parties to obtain their distribution of XGBoost.
 
+.. warning:: Spark 4.0.0 is not compatible with XGBoost4J-Spark
+
+  Apache Spark 4.0.0 introduced a breaking change to the ``org.apache.spark.ml.param.Param`` class
+  constructor (`SPARK-52259 <https://issues.apache.org/jira/browse/SPARK-52259>`_), which causes a
+  ``NoSuchMethodError`` when instantiating any XGBoost estimator:
+
+  .. code-block:: text
+
+    java.lang.NoSuchMethodError: 'void org.apache.spark.ml.param.Param.<init>(
+        org.apache.spark.ml.util.Identifiable, java.lang.String, java.lang.String, scala.Function1)'
+
+  This issue affects all third-party ML libraries that use ``Param``. It was fixed in
+  **Spark 4.0.1** and **Spark 4.1.0**. If you are using Spark 4.x, please upgrade to
+  **Spark 4.0.1 or later**.
+
 Data Preparation
 ================
 
diff --git a/doc/jvm/xgboost_spark_migration.rst b/doc/jvm/xgboost_spark_migration.rst
index 976acd5bb6d4..49276c979570 100644
--- a/doc/jvm/xgboost_spark_migration.rst
+++ b/doc/jvm/xgboost_spark_migration.rst
@@ -113,3 +113,18 @@ Starting from xgboost4j-spark 3.0, below parameters are removed.
 - singlePrecisionHistogram
 - lambdaBias
 - objectiveType
+
+***************************
+Spark 4.0 Compatibility
+***************************
+
+XGBoost4J-Spark JARs built against Spark 3.5 are binary compatible with **Spark 4.0.1+** and
+**Spark 4.1.0+**. No code changes are required.
+
+.. warning::
+
+  **Spark 4.0.0** is **not** compatible due to an upstream bug
+  (`SPARK-52259 <https://issues.apache.org/jira/browse/SPARK-52259>`_) that changed the
+  constructor signature of ``org.apache.spark.ml.param.Param``. This causes a
+  ``NoSuchMethodError`` at runtime when instantiating any XGBoost estimator. The fix is included
+  in Spark 4.0.1 and later. Please avoid Spark 4.0.0 and upgrade to at least **Spark 4.0.1**.