diff --git a/build.sbt b/build.sbt
index d189e9035..7471d2c86 100644
--- a/build.sbt
+++ b/build.sbt
@@ -28,6 +28,9 @@ lazy val excludeAvro = ExclusionRule(organization = "org.apache.avro", name = "a
 lazy val excludeSpark = ExclusionRule(organization = "org.apache.spark")
 lazy val excludeFasterXML = ExclusionRule(organization = "com.fasterxml.jackson.module", name= "jackson-module-scala_2.12")
 lazy val excludeMetricsCore = ExclusionRule(organization = "io.dropwizard.metrics", name= "metrics-core")
+lazy val excludeLog4j = ExclusionRule(organization = "org.apache.logging.log4j")
+lazy val excludeParquet = ExclusionRule(organization = "org.apache.parquet")
+
 
 libraryDependencies ++= Seq(
   "org.apache.spark" %% "spark-core" % sparkVersion % "provided",
@@ -65,7 +68,7 @@ libraryDependencies ++= Seq(
   "org.apache.hudi" %% "hudi-spark-bundle" % "0.5.2-incubating" % "provided" excludeAll excludeFasterXML,
   "org.apache.parquet" % "parquet-avro" % "1.10.1" % "provided",
   "org.apache.avro" % "avro" % "1.8.2" % "provided",
-  "org.apache.hive" % "hive-jdbc" % "2.3.3" % "provided" excludeAll(excludeNetty, excludeNettyAll)
+  "org.apache.hive" % "hive-jdbc" % "2.3.3" % "provided" excludeAll(excludeLog4j, excludeParquet, excludeNetty, excludeNettyAll)
 )
 
 // Temporary fix for https://github.com/databricks/spark-redshift/issues/315#issuecomment-285294306
diff --git a/docker/spark/Dockerfile b/docker/spark/Dockerfile
index b27083846..43e92180c 100644
--- a/docker/spark/Dockerfile
+++ b/docker/spark/Dockerfile
@@ -61,6 +61,7 @@ RUN rm -f /spark/jars/guava-*.jar
 ADD log4j.json.properties /spark/conf/
 ADD spark-defaults.conf /spark/conf/
 ADD spark-env.sh /spark/conf/
+ADD fairscheduler.xml /spark/conf/
 
 ENV PYTHONHASHSEED 1
 ENV SPARK_HOME /spark
diff --git a/docker/spark/fairscheduler.xml b/docker/spark/fairscheduler.xml
new file mode 100644
index 000000000..efce2cdc4
--- /dev/null
+++ b/docker/spark/fairscheduler.xml
@@ -0,0 +1,7 @@
+<allocations>
+    <pool name="default">
+        <schedulingMode>FAIR</schedulingMode>
+        <weight>1</weight>
+        <minShare>2</minShare>
+    </pool>
+</allocations>
\ No newline at end of file
diff --git a/docker/spark/scripts/entrypoint-submit.sh b/docker/spark/scripts/entrypoint-submit.sh
index 2dabd5c9c..7fe816022 100755
--- a/docker/spark/scripts/entrypoint-submit.sh
+++ b/docker/spark/scripts/entrypoint-submit.sh
@@ -7,6 +7,7 @@ SPARK_MASTER_HOST=${SPARK_MASTER_HOST:=spark-master}
 MAX_RETRIES=${MAX_RETRIES:=300}
 MIN_WORKERS=${MIN_WORKERS:=1}
 SPARK_UI_PORT=${SPARK_UI_PORT:=4040}
+SHUFFLE_SERVICE_PORT=${SHUFFLE_SERVICE_PORT:=7337}
 POST_SCRIPT=${POST_SCRIPT:=/scripts/finish-submit.sh}
 
 # Atlas
@@ -36,8 +37,9 @@ fi
 # Run command
 SPARK_MASTER="spark://${SPARK_MASTER_HOST}:${SPARK_MASTER_PORT}"
 echo -e "
-spark.master $SPARK_MASTER
-spark.ui.port $SPARK_UI_PORT
+spark.master=$SPARK_MASTER
+spark.ui.port=$SPARK_UI_PORT
+spark.shuffle.service.port=$SHUFFLE_SERVICE_PORT
 " >> /spark/conf/spark-defaults.conf
 
 if [[ ! -z ${HIVE_METASTORE_URI} ]]; then
diff --git a/docker/spark/scripts/entrypoint-worker.sh b/docker/spark/scripts/entrypoint-worker.sh
index 2c0779b57..1b6f5dd2e 100755
--- a/docker/spark/scripts/entrypoint-worker.sh
+++ b/docker/spark/scripts/entrypoint-worker.sh
@@ -5,7 +5,8 @@ SPARK_MASTER_PORT=${SPARK_MASTER_PORT:=7077}
 SPARK_WORKER_WEBUI_PORT=${SPARK_WORKER_WEBUI_PORT:=8081}
 SPARK_MASTER_HOST=${SPARK_MASTER_HOST:=spark-master}
 SPARK_WORKER_PORT=${SPARK_WORKER_PORT:=7078}
-SPARK_WORKER_OPTS=${SPARK_WORKER_OPTS:="-Dspark.worker.cleanup.enabled=true -Dspark.worker.cleanup.appDataTtl=1800"}
+SHUFFLE_SERVICE_PORT=${SHUFFLE_SERVICE_PORT:=7337}
+SPARK_WORKER_OPTS=${SPARK_WORKER_OPTS:="-Dspark.shuffle.service.enabled=true -Dspark.worker.cleanup.enabled=true -Dspark.worker.cleanup.appDataTtl=1800"}
 
 # Logs
 /scripts/init-logs-metrics.sh
@@ -13,8 +14,12 @@ SPARK_WORKER_OPTS=${SPARK_WORKER_OPTS:="-Dspark.worker.cleanup.enabled=true -Dsp
 # Monitor Logs
 /scripts/monitor-executor-logs.sh &
 
+echo -e "
+spark.shuffle.service.port=$SHUFFLE_SERVICE_PORT
+" >> /spark/conf/spark-defaults.conf
+
 . "/spark/sbin/spark-config.sh"
 . "/spark/bin/load-spark-env.sh"
 SPARK_MASTER="spark://$SPARK_MASTER_HOST:$SPARK_MASTER_PORT"
 /spark/sbin/../bin/spark-class org.apache.spark.deploy.worker.Worker \
-    --webui-port ${SPARK_WORKER_WEBUI_PORT} --port ${SPARK_WORKER_PORT} ${SPARK_MASTER}
+    --webui-port ${SPARK_WORKER_WEBUI_PORT} --port ${SPARK_WORKER_PORT} --properties-file /spark/conf/spark-defaults.conf ${SPARK_MASTER}
diff --git a/docker/spark/spark-defaults.conf b/docker/spark/spark-defaults.conf
index 55d9dd030..c99611dad 100644
--- a/docker/spark/spark-defaults.conf
+++ b/docker/spark/spark-defaults.conf
@@ -20,4 +20,7 @@ spark.serializer=org.apache.spark.serializer.KryoSerializer
 spark.sql.hive.convertMetastoreParquet=false
 spark.sql.legacy.allowCreatingManagedTableUsingNonemptyLocation=true
 spark.driver.extraClassPath=/spark/pre-jars/*
-spark.executor.extraClassPath=/spark/pre-jars/*
\ No newline at end of file
+spark.executor.extraClassPath=/spark/pre-jars/*
+spark.shuffle.service.enabled=true
+spark.dynamicAllocation.enabled=true
+spark.scheduler.mode=FAIR
\ No newline at end of file
diff --git a/src/main/scala/com/yotpo/metorikku/Metorikku.scala b/src/main/scala/com/yotpo/metorikku/Metorikku.scala
index 796f381d8..a12943610 100644
--- a/src/main/scala/com/yotpo/metorikku/Metorikku.scala
+++ b/src/main/scala/com/yotpo/metorikku/Metorikku.scala
@@ -30,12 +30,31 @@ object Metorikku extends App {
     ex.scheduleAtFixedRate(task, initialDelay, periodic.getTriggerDurationInSeconds(), TimeUnit.SECONDS)
   }
 
-  def runMetrics(job: Job): Unit = {
-    job.config.metrics match {
-      case Some(metrics) => metrics.foreach(metricSetPath => {
+  def runMetricsInParallel(job: Job, metrics: Seq[String]): Unit = {
+    val threads = metrics.map(metricSetPath => new Thread(new Runnable {
+      def run() {
         val metricSet = new MetricSet(metricSetPath)
         metricSet.run(job)
-      })
+      }
+    })).toList
+
+    threads.foreach(t => t.start())
+    threads.foreach(t => t.join())
+  }
+
+  def runMetrics(job: Job): Unit = {
+    job.config.metrics match {
+      case Some(metrics) => {
+        session.config.parallel match {
+          case Some(true) => runMetricsInParallel(job, metrics)
+          case _ => {
+            metrics.foreach(metricSetPath => {
+              val metricSet = new MetricSet(metricSetPath)
+              metricSet.run(job)
+            })
+          }
+        }
+      }
       case None => log.warn("No mertics were defined, exiting")
     }
   }
diff --git a/src/main/scala/com/yotpo/metorikku/configuration/job/Configuration.scala b/src/main/scala/com/yotpo/metorikku/configuration/job/Configuration.scala
index 42e7dcf9f..92793d0b2 100644
--- a/src/main/scala/com/yotpo/metorikku/configuration/job/Configuration.scala
+++ b/src/main/scala/com/yotpo/metorikku/configuration/job/Configuration.scala
@@ -13,6 +13,7 @@ case class Configuration(metrics: Option[Seq[String]],
                          showQuery: Option[Boolean],
                          streaming: Option[Streaming],
                          periodic: Option[Periodic],
+                         parallel: Option[Boolean],
                          var logLevel: Option[String],
                          var showPreviewLines: Option[Int],
                          var explain: Option[Boolean],
diff --git a/src/main/scala/com/yotpo/metorikku/test/Tester.scala b/src/main/scala/com/yotpo/metorikku/test/Tester.scala
index fccff5d00..0e2018dda 100644
--- a/src/main/scala/com/yotpo/metorikku/test/Tester.scala
+++ b/src/main/scala/com/yotpo/metorikku/test/Tester.scala
@@ -46,7 +46,7 @@ case class Tester(config: TesterConfig) {
     val variables = params.variables
     val inputs = getMockFilesFromDir(config.test.mocks, config.basePath)
     Configuration(Option(metrics), inputs, variables, None, None, None, None, None,
-      Option(config.preview > 0), None, None,  None, Option(config.preview), None, None, None, None)
+      Option(config.preview > 0), None, None, None, None, Option(config.preview), None, None, None, None)
   }
 
   private def getMockFilesFromDir(mocks: Option[List[Mock]], testDir: File): Option[Map[String, Input]] = {