diff --git a/dev/deps/spark-deps-hadoop-2.7-hive-1.2 b/dev/deps/spark-deps-hadoop-2.7-hive-1.2
index 45c346fa5ecc..7631158a8bf9 100644
--- a/dev/deps/spark-deps-hadoop-2.7-hive-1.2
+++ b/dev/deps/spark-deps-hadoop-2.7-hive-1.2
@@ -6,6 +6,7 @@ ST4/4.0.4//ST4-4.0.4.jar
 activation/1.1.1//activation-1.1.1.jar
 aircompressor/0.10//aircompressor-0.10.jar
 algebra_2.12/2.0.0-M2//algebra_2.12-2.0.0-M2.jar
+animal-sniffer-annotations/1.17//animal-sniffer-annotations-1.17.jar
 antlr-runtime/3.4//antlr-runtime-3.4.jar
 antlr/2.7.7//antlr-2.7.7.jar
 antlr4-runtime/4.7.1//antlr4-runtime-4.7.1.jar
@@ -29,6 +30,7 @@ bonecp/0.8.0.RELEASE//bonecp-0.8.0.RELEASE.jar
 breeze-macros_2.12/1.0//breeze-macros_2.12-1.0.jar
 breeze_2.12/1.0//breeze_2.12-1.0.jar
 cats-kernel_2.12/2.0.0-M4//cats-kernel_2.12-2.0.0-M4.jar
+checker-qual/2.5.2//checker-qual-2.5.2.jar
 chill-java/0.9.5//chill-java-0.9.5.jar
 chill_2.12/0.9.5//chill_2.12-0.9.5.jar
 commons-beanutils/1.9.4//commons-beanutils-1.9.4.jar
@@ -59,10 +61,12 @@ datanucleus-api-jdo/3.2.6//datanucleus-api-jdo-3.2.6.jar
 datanucleus-core/3.2.10//datanucleus-core-3.2.10.jar
 datanucleus-rdbms/3.2.9//datanucleus-rdbms-3.2.9.jar
 derby/10.12.1.1//derby-10.12.1.1.jar
+error_prone_annotations/2.2.0//error_prone_annotations-2.2.0.jar
+failureaccess/1.0//failureaccess-1.0.jar
 flatbuffers-java/1.9.0//flatbuffers-java-1.9.0.jar
 generex/1.0.2//generex-1.0.2.jar
 gson/2.2.4//gson-2.2.4.jar
-guava/14.0.1//guava-14.0.1.jar
+guava/27.0-jre//guava-27.0-jre.jar
 guice-servlet/3.0//guice-servlet-3.0.jar
 guice/3.0//guice-3.0.jar
 hadoop-annotations/2.7.4//hadoop-annotations-2.7.4.jar
@@ -88,6 +92,7 @@ httpclient/4.5.6//httpclient-4.5.6.jar
 httpcore/4.4.12//httpcore-4.4.12.jar
 istack-commons-runtime/3.0.8//istack-commons-runtime-3.0.8.jar
 ivy/2.4.0//ivy-2.4.0.jar
+j2objc-annotations/1.1//j2objc-annotations-1.1.jar
 jackson-annotations/2.10.0//jackson-annotations-2.10.0.jar
 jackson-core-asl/1.9.13//jackson-core-asl-1.9.13.jar
 jackson-core/2.10.0//jackson-core-2.10.0.jar
@@ -144,6 +149,7 @@ kubernetes-model/4.9.2//kubernetes-model-4.9.2.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 libfb303/0.9.3//libfb303-0.9.3.jar
 libthrift/0.12.0//libthrift-0.12.0.jar
+listenablefuture/9999.0-empty-to-avoid-conflict-with-guava//listenablefuture-9999.0-empty-to-avoid-conflict-with-guava.jar
 log4j/1.2.17//log4j-1.2.17.jar
 logging-interceptor/3.12.6//logging-interceptor-3.12.6.jar
 lz4-java/1.7.1//lz4-java-1.7.1.jar
diff --git a/dev/deps/spark-deps-hadoop-2.7-hive-2.3 b/dev/deps/spark-deps-hadoop-2.7-hive-2.3
index 4dc36d65f863..48f40a46adee 100644
--- a/dev/deps/spark-deps-hadoop-2.7-hive-2.3
+++ b/dev/deps/spark-deps-hadoop-2.7-hive-2.3
@@ -6,6 +6,7 @@ ST4/4.0.4//ST4-4.0.4.jar
 activation/1.1.1//activation-1.1.1.jar
 aircompressor/0.10//aircompressor-0.10.jar
 algebra_2.12/2.0.0-M2//algebra_2.12-2.0.0-M2.jar
+animal-sniffer-annotations/1.17//animal-sniffer-annotations-1.17.jar
 antlr-runtime/3.5.2//antlr-runtime-3.5.2.jar
 antlr4-runtime/4.7.1//antlr4-runtime-4.7.1.jar
 aopalliance-repackaged/2.6.1//aopalliance-repackaged-2.6.1.jar
@@ -27,6 +28,7 @@ bonecp/0.8.0.RELEASE//bonecp-0.8.0.RELEASE.jar
 breeze-macros_2.12/1.0//breeze-macros_2.12-1.0.jar
 breeze_2.12/1.0//breeze_2.12-1.0.jar
 cats-kernel_2.12/2.0.0-M4//cats-kernel_2.12-2.0.0-M4.jar
+checker-qual/2.5.2//checker-qual-2.5.2.jar
 chill-java/0.9.5//chill-java-0.9.5.jar
 chill_2.12/0.9.5//chill_2.12-0.9.5.jar
 commons-beanutils/1.9.4//commons-beanutils-1.9.4.jar
@@ -58,10 +60,12 @@ datanucleus-core/4.1.17//datanucleus-core-4.1.17.jar
 datanucleus-rdbms/4.1.19//datanucleus-rdbms-4.1.19.jar
 derby/10.12.1.1//derby-10.12.1.1.jar
 dropwizard-metrics-hadoop-metrics2-reporter/0.1.2//dropwizard-metrics-hadoop-metrics2-reporter-0.1.2.jar
+error_prone_annotations/2.2.0//error_prone_annotations-2.2.0.jar
+failureaccess/1.0//failureaccess-1.0.jar
 flatbuffers-java/1.9.0//flatbuffers-java-1.9.0.jar
 generex/1.0.2//generex-1.0.2.jar
 gson/2.2.4//gson-2.2.4.jar
-guava/14.0.1//guava-14.0.1.jar
+guava/27.0-jre//guava-27.0-jre.jar
 guice-servlet/3.0//guice-servlet-3.0.jar
 guice/3.0//guice-3.0.jar
 hadoop-annotations/2.7.4//hadoop-annotations-2.7.4.jar
@@ -101,6 +105,7 @@ httpclient/4.5.6//httpclient-4.5.6.jar
 httpcore/4.4.12//httpcore-4.4.12.jar
 istack-commons-runtime/3.0.8//istack-commons-runtime-3.0.8.jar
 ivy/2.4.0//ivy-2.4.0.jar
+j2objc-annotations/1.1//j2objc-annotations-1.1.jar
 jackson-annotations/2.10.0//jackson-annotations-2.10.0.jar
 jackson-core-asl/1.9.13//jackson-core-asl-1.9.13.jar
 jackson-core/2.10.0//jackson-core-2.10.0.jar
@@ -159,6 +164,7 @@ kubernetes-model/4.9.2//kubernetes-model-4.9.2.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 libfb303/0.9.3//libfb303-0.9.3.jar
 libthrift/0.12.0//libthrift-0.12.0.jar
+listenablefuture/9999.0-empty-to-avoid-conflict-with-guava//listenablefuture-9999.0-empty-to-avoid-conflict-with-guava.jar
 log4j/1.2.17//log4j-1.2.17.jar
 logging-interceptor/3.12.6//logging-interceptor-3.12.6.jar
 lz4-java/1.7.1//lz4-java-1.7.1.jar
diff --git a/dev/deps/spark-deps-hadoop-3.2-hive-2.3 b/dev/deps/spark-deps-hadoop-3.2-hive-2.3
index 40feed25d3a6..0b8069612955 100644
--- a/dev/deps/spark-deps-hadoop-3.2-hive-2.3
+++ b/dev/deps/spark-deps-hadoop-3.2-hive-2.3
@@ -7,6 +7,7 @@ accessors-smart/1.2//accessors-smart-1.2.jar
 activation/1.1.1//activation-1.1.1.jar
 aircompressor/0.10//aircompressor-0.10.jar
 algebra_2.12/2.0.0-M2//algebra_2.12-2.0.0-M2.jar
+animal-sniffer-annotations/1.17//animal-sniffer-annotations-1.17.jar
 antlr-runtime/3.5.2//antlr-runtime-3.5.2.jar
 antlr4-runtime/4.7.1//antlr4-runtime-4.7.1.jar
 aopalliance-repackaged/2.6.1//aopalliance-repackaged-2.6.1.jar
@@ -24,6 +25,7 @@ bonecp/0.8.0.RELEASE//bonecp-0.8.0.RELEASE.jar
 breeze-macros_2.12/1.0//breeze-macros_2.12-1.0.jar
 breeze_2.12/1.0//breeze_2.12-1.0.jar
 cats-kernel_2.12/2.0.0-M4//cats-kernel_2.12-2.0.0-M4.jar
+checker-qual/2.5.2//checker-qual-2.5.2.jar
 chill-java/0.9.5//chill-java-0.9.5.jar
 chill_2.12/0.9.5//chill_2.12-0.9.5.jar
 commons-beanutils/1.9.4//commons-beanutils-1.9.4.jar
@@ -57,11 +59,13 @@ derby/10.12.1.1//derby-10.12.1.1.jar
 dnsjava/2.1.7//dnsjava-2.1.7.jar
 dropwizard-metrics-hadoop-metrics2-reporter/0.1.2//dropwizard-metrics-hadoop-metrics2-reporter-0.1.2.jar
 ehcache/3.3.1//ehcache-3.3.1.jar
+error_prone_annotations/2.2.0//error_prone_annotations-2.2.0.jar
+failureaccess/1.0//failureaccess-1.0.jar
 flatbuffers-java/1.9.0//flatbuffers-java-1.9.0.jar
 generex/1.0.2//generex-1.0.2.jar
 geronimo-jcache_1.0_spec/1.0-alpha-1//geronimo-jcache_1.0_spec-1.0-alpha-1.jar
 gson/2.2.4//gson-2.2.4.jar
-guava/14.0.1//guava-14.0.1.jar
+guava/27.0-jre//guava-27.0-jre.jar
 guice-servlet/4.0//guice-servlet-4.0.jar
 guice/4.0//guice-4.0.jar
 hadoop-annotations/3.2.0//hadoop-annotations-3.2.0.jar
@@ -100,6 +104,7 @@ httpclient/4.5.6//httpclient-4.5.6.jar
 httpcore/4.4.12//httpcore-4.4.12.jar
 istack-commons-runtime/3.0.8//istack-commons-runtime-3.0.8.jar
 ivy/2.4.0//ivy-2.4.0.jar
+j2objc-annotations/1.1//j2objc-annotations-1.1.jar
 jackson-annotations/2.10.0//jackson-annotations-2.10.0.jar
 jackson-core-asl/1.9.13//jackson-core-asl-1.9.13.jar
 jackson-core/2.10.0//jackson-core-2.10.0.jar
@@ -171,6 +176,7 @@ kubernetes-model/4.9.2//kubernetes-model-4.9.2.jar
 leveldbjni-all/1.8//leveldbjni-all-1.8.jar
 libfb303/0.9.3//libfb303-0.9.3.jar
 libthrift/0.12.0//libthrift-0.12.0.jar
+listenablefuture/9999.0-empty-to-avoid-conflict-with-guava//listenablefuture-9999.0-empty-to-avoid-conflict-with-guava.jar
 log4j/1.2.17//log4j-1.2.17.jar
 logging-interceptor/3.12.6//logging-interceptor-3.12.6.jar
 lz4-java/1.7.1//lz4-java-1.7.1.jar
diff --git a/pom.xml b/pom.xml
index d07813c2787d..e891007a3090 100644
--- a/pom.xml
+++ b/pom.xml
@@ -180,7 +180,7 @@
     <!-- org.apache.commons/commons-pool2/-->
     <commons-pool2.version>2.6.2</commons-pool2.version>
     <datanucleus-core.version>4.1.17</datanucleus-core.version>
-    <guava.version>14.0.1</guava.version>
+    <guava.version>27.0-jre</guava.version>
     <janino.version>3.1.2</janino.version>
     <jersey.version>2.30</jersey.version>
     <joda.version>2.10.5</joda.version>
diff --git a/project/SparkBuild.scala b/project/SparkBuild.scala
index 5a3ac213c205..81e220574954 100644
--- a/project/SparkBuild.scala
+++ b/project/SparkBuild.scala
@@ -626,7 +626,7 @@ object KubernetesIntegrationTests {
  * Overrides to work around sbt's dependency resolution being different from Maven's.
  */
 object DependencyOverrides {
-  lazy val guavaVersion = sys.props.get("guava.version").getOrElse("14.0.1")
+  lazy val guavaVersion = sys.props.get("guava.version").getOrElse("27.0-jre")
   lazy val settings = Seq(
     dependencyOverrides += "com.google.guava" % "guava" % guavaVersion,
     dependencyOverrides += "xerces" % "xercesImpl" % "2.12.0",