diff --git a/core/src/test/scala/org/apache/spark/serializer/KryoSerializerSuite.scala b/core/src/test/scala/org/apache/spark/serializer/KryoSerializerSuite.scala
index fcb1315c13fb..bf5ff1002ee9 100644
--- a/core/src/test/scala/org/apache/spark/serializer/KryoSerializerSuite.scala
+++ b/core/src/test/scala/org/apache/spark/serializer/KryoSerializerSuite.scala
@@ -17,7 +17,7 @@
 
 package org.apache.spark.serializer
 
-import java.io.{ByteArrayInputStream, ByteArrayOutputStream, FileInputStream, FileOutputStream}
+import java.io.{ByteArrayInputStream, ByteArrayOutputStream}
 import java.nio.ByteBuffer
 
 import scala.collection.JavaConverters._
@@ -32,7 +32,6 @@ import org.apache.spark.{SharedSparkContext, SparkConf, SparkFunSuite}
 import org.apache.spark.scheduler.HighlyCompressedMapStatus
 import org.apache.spark.serializer.KryoTest._
 import org.apache.spark.storage.BlockManagerId
-import org.apache.spark.util.Utils
 
 class KryoSerializerSuite extends SparkFunSuite with SharedSparkContext {
   conf.set("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
@@ -365,30 +364,6 @@ class KryoSerializerSuite extends SparkFunSuite with SharedSparkContext {
     assert(thrown.getCause.isInstanceOf[KryoException])
   }
 
-  test("SPARK-12222: deserialize RoaringBitmap throw Buffer underflow exception") {
-    val dir = Utils.createTempDir()
-    val tmpfile = dir.toString + "/RoaringBitmap"
-    val outStream = new FileOutputStream(tmpfile)
-    val output = new KryoOutput(outStream)
-    val bitmap = new RoaringBitmap
-    bitmap.add(1)
-    bitmap.add(3)
-    bitmap.add(5)
-    // Ignore Kryo because it doesn't use writeObject
-    bitmap.serialize(new KryoOutputObjectOutputBridge(null, output))
-    output.flush()
-    output.close()
-
-    val inStream = new FileInputStream(tmpfile)
-    val input = new KryoInput(inStream)
-    val ret = new RoaringBitmap
-    // Ignore Kryo because it doesn't use readObject
-    ret.deserialize(new KryoInputObjectInputBridge(null, input))
-    input.close()
-    assert(ret == bitmap)
-    Utils.deleteRecursively(dir)
-  }
-
   test("KryoOutputObjectOutputBridge.writeObject and KryoInputObjectInputBridge.readObject") {
     val kryo = new KryoSerializer(conf).newKryo()
 
@@ -462,6 +437,14 @@ class KryoSerializerSuite extends SparkFunSuite with SharedSparkContext {
       testSerializerInstanceReuse(autoReset = autoReset, referenceTracking = referenceTracking)
     }
   }
+
+  test("SPARK-27216: test RoaringBitmap ser/dser with Kryo") {
+    val expected = new RoaringBitmap()
+    expected.add(1787)
+    val ser = new KryoSerializer(conf).newInstance()
+    val actual: RoaringBitmap = ser.deserialize(ser.serialize(expected))
+    assert(actual === expected)
+  }
 }
 
 class KryoSerializerAutoResetDisabledSuite extends SparkFunSuite with SharedSparkContext {
diff --git a/dev/deps/spark-deps-hadoop-2.6 b/dev/deps/spark-deps-hadoop-2.6
index ade5be53a81a..b2bc8e2cafb7 100644
--- a/dev/deps/spark-deps-hadoop-2.6
+++ b/dev/deps/spark-deps-hadoop-2.6
@@ -1,5 +1,5 @@
 JavaEWAH-0.3.2.jar
-RoaringBitmap-0.5.11.jar
+RoaringBitmap-0.7.45.jar
 ST4-4.0.4.jar
 activation-1.1.1.jar
 aircompressor-0.10.jar
@@ -176,6 +176,7 @@ scala-parser-combinators_2.11-1.1.0.jar
 scala-reflect-2.11.12.jar
 scala-xml_2.11-1.0.5.jar
 shapeless_2.11-2.3.2.jar
+shims-0.7.45.jar
 slf4j-api-1.7.16.jar
 slf4j-log4j12-1.7.16.jar
 snakeyaml-1.15.jar
diff --git a/dev/deps/spark-deps-hadoop-2.7 b/dev/deps/spark-deps-hadoop-2.7
index 2ce82e8d4312..b2767d393ca2 100644
--- a/dev/deps/spark-deps-hadoop-2.7
+++ b/dev/deps/spark-deps-hadoop-2.7
@@ -1,5 +1,5 @@
 JavaEWAH-0.3.2.jar
-RoaringBitmap-0.5.11.jar
+RoaringBitmap-0.7.45.jar
 ST4-4.0.4.jar
 activation-1.1.1.jar
 aircompressor-0.10.jar
@@ -177,6 +177,7 @@ scala-parser-combinators_2.11-1.1.0.jar
 scala-reflect-2.11.12.jar
 scala-xml_2.11-1.0.5.jar
 shapeless_2.11-2.3.2.jar
+shims-0.7.45.jar
 slf4j-api-1.7.16.jar
 slf4j-log4j12-1.7.16.jar
 snakeyaml-1.15.jar
diff --git a/dev/deps/spark-deps-hadoop-3.1 b/dev/deps/spark-deps-hadoop-3.1
index eabc16332d28..9b2cb8d93499 100644
--- a/dev/deps/spark-deps-hadoop-3.1
+++ b/dev/deps/spark-deps-hadoop-3.1
@@ -1,6 +1,6 @@
 HikariCP-java7-2.4.12.jar
 JavaEWAH-0.3.2.jar
-RoaringBitmap-0.5.11.jar
+RoaringBitmap-0.7.45.jar
 ST4-4.0.4.jar
 accessors-smart-1.2.jar
 activation-1.1.1.jar
@@ -196,6 +196,7 @@ scala-parser-combinators_2.11-1.1.0.jar
 scala-reflect-2.11.12.jar
 scala-xml_2.11-1.0.5.jar
 shapeless_2.11-2.3.2.jar
+shims-0.7.45.jar
 slf4j-api-1.7.16.jar
 slf4j-log4j12-1.7.16.jar
 snakeyaml-1.15.jar
diff --git a/pom.xml b/pom.xml
index 1065b90f3237..e5e849722537 100644
--- a/pom.xml
+++ b/pom.xml
@@ -574,7 +574,7 @@
       <dependency>
         <groupId>org.roaringbitmap</groupId>
         <artifactId>RoaringBitmap</artifactId>
-        <version>0.5.11</version>
+        <version>0.7.45</version>
       </dependency>
       <dependency>
         <groupId>commons-net</groupId>