diff --git a/docs/building-with-maven.md b/docs/building-with-maven.md
index b9ff0af76f6478f49fe37a0e6a360796eb1d967a..6a9a8d681742fb6245029cbea7af189e0092a1bb 100644
--- a/docs/building-with-maven.md
+++ b/docs/building-with-maven.md
@@ -71,8 +71,8 @@ This setup works fine in IntelliJ IDEA 11.1.4. After opening the project via the
 
 ## Building Spark Debian Packages ##
 
-It includes support for building a Debian package containing a 'fat-jar' which includes the repl, the examples and bagel. This can be created by specifying the following profiles:
+The maven build includes support for building a Debian package containing the assembly 'fat-jar', PySpark, and the necessary scripts and configuration files. This can be created by specifying the following:
 
-    $ mvn -Prepl-bin -Pdeb clean package
+    $ mvn -Pdeb -DskipTests clean package
 
-The debian package can then be found under repl/target. We added the short commit hash to the file name so that we can distinguish individual packages build for SNAPSHOT versions.
+The debian package can then be found under assembly/target. We added the short commit hash to the file name so that we can distinguish individual packages built for SNAPSHOT versions.
diff --git a/pom.xml b/pom.xml
index b25d9d7ef891dfcbc6d2c5d17586a363a5e9a198..54072b053cb5e8389eb8be5922206f7fbb2b9f16 100644
--- a/pom.xml
+++ b/pom.xml
@@ -754,15 +754,5 @@
       </modules>
 
     </profile>
-
-    <profile>
-      <id>repl-bin</id>
-      <activation>
-        <activeByDefault>false</activeByDefault>
-      </activation>
-      <modules>
-        <module>repl-bin</module>
-      </modules>
-    </profile>
   </profiles>
 </project>
diff --git a/repl-bin/pom.xml b/repl-bin/pom.xml
deleted file mode 100644
index 869dbdb9b095a170debd8794cb060f9572edf5e7..0000000000000000000000000000000000000000
--- a/repl-bin/pom.xml
+++ /dev/null
@@ -1,184 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<!--
-  ~ Licensed to the Apache Software Foundation (ASF) under one or more
-  ~ contributor license agreements.  See the NOTICE file distributed with
-  ~ this work for additional information regarding copyright ownership.
-  ~ The ASF licenses this file to You under the Apache License, Version 2.0
-  ~ (the "License"); you may not use this file except in compliance with
-  ~ the License.  You may obtain a copy of the License at
-  ~
-  ~    http://www.apache.org/licenses/LICENSE-2.0
-  ~
-  ~ Unless required by applicable law or agreed to in writing, software
-  ~ distributed under the License is distributed on an "AS IS" BASIS,
-  ~ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-  ~ See the License for the specific language governing permissions and
-  ~ limitations under the License.
-  -->
-
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
-  <modelVersion>4.0.0</modelVersion>
-  <parent>
-    <groupId>org.apache.spark</groupId>
-    <artifactId>spark-parent</artifactId>
-    <version>0.9.0-incubating-SNAPSHOT</version>
-    <relativePath>../pom.xml</relativePath>
-  </parent>
-
-  <groupId>org.apache.spark</groupId>
-  <artifactId>spark-repl-bin_2.10</artifactId>
-  <packaging>pom</packaging>
-  <name>Spark Project REPL binary packaging</name>
-  <url>http://spark.incubator.apache.org/</url>
-
-  <properties>
-    <deb.pkg.name>spark</deb.pkg.name>
-    <deb.install.path>/usr/share/spark</deb.install.path>
-    <deb.user>root</deb.user>
-  </properties>
-
-  <dependencies>
-    <dependency>
-      <groupId>org.apache.spark</groupId>
-      <artifactId>spark-core_${scala.binary.version}</artifactId>
-      <version>${project.version}</version>
-    </dependency>
-    <dependency>
-      <groupId>org.apache.spark</groupId>
-      <artifactId>spark-bagel_${scala.binary.version}</artifactId>
-      <version>${project.version}</version>
-      <scope>runtime</scope>
-    </dependency>
-    <dependency>
-      <groupId>org.apache.spark</groupId>
-      <artifactId>spark-repl_${scala.binary.version}</artifactId>
-      <version>${project.version}</version>
-      <scope>runtime</scope>
-    </dependency>
-  </dependencies>
-
-  <build>
-    <plugins>
-      <plugin>
-        <groupId>org.apache.maven.plugins</groupId>
-        <artifactId>maven-shade-plugin</artifactId>
-        <configuration>
-          <shadedArtifactAttached>false</shadedArtifactAttached>
-          <outputFile>${project.build.directory}/${project.artifactId}-${project.version}-shaded.jar</outputFile>
-          <artifactSet>
-            <includes>
-              <include>*:*</include>
-            </includes>
-          </artifactSet>
-          <filters>
-            <filter>
-              <artifact>*:*</artifact>
-              <excludes>
-                <exclude>META-INF/*.SF</exclude>
-                <exclude>META-INF/*.DSA</exclude>
-                <exclude>META-INF/*.RSA</exclude>
-              </excludes>
-            </filter>
-          </filters>
-        </configuration>
-        <executions>
-          <execution>
-            <phase>package</phase>
-            <goals>
-              <goal>shade</goal>
-            </goals>
-            <configuration>
-              <transformers>
-                <transformer implementation="org.apache.maven.plugins.shade.resource.ServicesResourceTransformer" />
-                <transformer implementation="org.apache.maven.plugins.shade.resource.AppendingTransformer">
-                  <resource>reference.conf</resource>
-                </transformer>
-                <transformer implementation="org.apache.maven.plugins.shade.resource.ManifestResourceTransformer">
-                  <mainClass>spark.repl.Main</mainClass>
-                </transformer>
-              </transformers>
-            </configuration>
-          </execution>
-        </executions>
-      </plugin>
-    </plugins>
-  </build>
-
-  <profiles>
-    <profile>
-      <id>deb</id>
-      <build>
-        <plugins>
-          <plugin>
-            <groupId>org.codehaus.mojo</groupId>
-            <artifactId>buildnumber-maven-plugin</artifactId>
-            <version>1.1</version>
-            <executions>
-              <execution>
-                <phase>validate</phase>
-                <goals>
-                  <goal>create</goal>
-                </goals>
-                <configuration>
-                  <shortRevisionLength>8</shortRevisionLength>
-                </configuration>
-              </execution>
-            </executions>
-          </plugin>
-          <plugin>
-            <groupId>org.vafer</groupId>
-            <artifactId>jdeb</artifactId>
-            <version>0.11</version>
-            <executions>
-              <execution>
-                <phase>package</phase>
-                <goals>
-                  <goal>jdeb</goal>
-                </goals>
-                <configuration>
-                  <deb>${project.build.directory}/${deb.pkg.name}_${project.version}-${buildNumber}_all.deb</deb>
-                  <attach>false</attach>
-                  <compression>gzip</compression>
-                  <dataSet>
-                    <data>
-                      <src>${project.build.directory}/${project.artifactId}-${project.version}-shaded.jar</src>
-                      <type>file</type>
-                      <mapper>
-                        <type>perm</type>
-                        <user>${deb.user}</user>
-                        <group>${deb.user}</group>
-                        <prefix>${deb.install.path}</prefix>
-                      </mapper>
-                    </data>
-                    <data>
-                      <src>${basedir}/src/deb/bin</src>
-                      <type>directory</type>
-                      <mapper>
-                        <type>perm</type>
-                        <user>${deb.user}</user>
-                        <group>${deb.user}</group>
-                        <prefix>${deb.install.path}</prefix>
-                        <filemode>744</filemode>
-                      </mapper>
-                    </data>
-                    <data>
-                      <src>${basedir}/../conf</src>
-                      <type>directory</type>
-                      <mapper>
-                        <type>perm</type>
-                        <user>${deb.user}</user>
-                        <group>${deb.user}</group>
-                        <prefix>${deb.install.path}/conf</prefix>
-                        <filemode>744</filemode>
-                      </mapper>
-                    </data>
-                  </dataSet>
-                </configuration>
-              </execution>
-            </executions>
-          </plugin>
-        </plugins>
-      </build>
-    </profile>
-  </profiles>
-</project>
diff --git a/repl-bin/src/deb/bin/run b/repl-bin/src/deb/bin/run
deleted file mode 100755
index 3a6f22f41fca5406a615f57b9d1c96187ce6d928..0000000000000000000000000000000000000000
--- a/repl-bin/src/deb/bin/run
+++ /dev/null
@@ -1,57 +0,0 @@
-#!/usr/bin/env bash
-
-#
-# Licensed to the Apache Software Foundation (ASF) under one or more
-# contributor license agreements.  See the NOTICE file distributed with
-# this work for additional information regarding copyright ownership.
-# The ASF licenses this file to You under the Apache License, Version 2.0
-# (the "License"); you may not use this file except in compliance with
-# the License.  You may obtain a copy of the License at
-#
-#    http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-#
-
-SCALA_VERSION=2.10
-
-# Figure out where the Scala framework is installed
-FWDIR="$(cd `dirname $0`; pwd)"
-
-# Export this as SPARK_HOME
-export SPARK_HOME="$FWDIR"
-
-# Load environment variables from conf/spark-env.sh, if it exists
-if [ -e $FWDIR/conf/spark-env.sh ] ; then
-  . $FWDIR/conf/spark-env.sh
-fi
-
-# Figure out how much memory to use per executor and set it as an environment
-# variable so that our process sees it and can report it to Mesos
-if [ -z "$SPARK_MEM" ] ; then
-  SPARK_MEM="512m"
-fi
-export SPARK_MEM
-
-# Set JAVA_OPTS to be able to load native libraries and to set heap size
-JAVA_OPTS="$SPARK_JAVA_OPTS"
-JAVA_OPTS+=" -Djava.library.path=$SPARK_LIBRARY_PATH"
-JAVA_OPTS+=" -Xms$SPARK_MEM -Xmx$SPARK_MEM"
-# Load extra JAVA_OPTS from conf/java-opts, if it exists
-if [ -e $FWDIR/conf/java-opts ] ; then
-  JAVA_OPTS+=" `cat $FWDIR/conf/java-opts`"
-fi
-export JAVA_OPTS
-
-# Build up classpath
-CLASSPATH=":$FWDIR/conf"
-for jar in `find $FWDIR -name '*jar'`; do
-  CLASSPATH+=":$jar"
-done
-export CLASSPATH
-
-exec java -Dscala.usejavacp=true -Djline.shutdownhook=true -cp "$CLASSPATH" $JAVA_OPTS $EXTRA_ARGS "$@"
diff --git a/repl-bin/src/deb/bin/spark-executor b/repl-bin/src/deb/bin/spark-executor
deleted file mode 100755
index 052d76fb8d81cad0b27af8f0ac86b51b6acc8b7c..0000000000000000000000000000000000000000
--- a/repl-bin/src/deb/bin/spark-executor
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env bash
-
-#
-# Licensed to the Apache Software Foundation (ASF) under one or more
-# contributor license agreements.  See the NOTICE file distributed with
-# this work for additional information regarding copyright ownership.
-# The ASF licenses this file to You under the Apache License, Version 2.0
-# (the "License"); you may not use this file except in compliance with
-# the License.  You may obtain a copy of the License at
-#
-#    http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-#
-
-FWDIR="$(cd `dirname $0`; pwd)"
-echo "Running spark-executor with framework dir = $FWDIR"
-exec $FWDIR/run org.apache.spark.executor.MesosExecutorBackend
diff --git a/repl-bin/src/deb/bin/spark-shell b/repl-bin/src/deb/bin/spark-shell
deleted file mode 100755
index 118349d7c30f26ec8770724fca797a3aed69cbd4..0000000000000000000000000000000000000000
--- a/repl-bin/src/deb/bin/spark-shell
+++ /dev/null
@@ -1,21 +0,0 @@
-#!/usr/bin/env bash
-
-#
-# Licensed to the Apache Software Foundation (ASF) under one or more
-# contributor license agreements.  See the NOTICE file distributed with
-# this work for additional information regarding copyright ownership.
-# The ASF licenses this file to You under the Apache License, Version 2.0
-# (the "License"); you may not use this file except in compliance with
-# the License.  You may obtain a copy of the License at
-#
-#    http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-#
-
-FWDIR="$(cd `dirname $0`; pwd)"
-exec $FWDIR/run org.apache.spark.repl.Main "$@"
diff --git a/repl-bin/src/deb/control/control b/repl-bin/src/deb/control/control
deleted file mode 100644
index a6b4471d485f475358462b5f9437b104cce46d09..0000000000000000000000000000000000000000
--- a/repl-bin/src/deb/control/control
+++ /dev/null
@@ -1,8 +0,0 @@
-Package: [[deb.pkg.name]]
-Version: [[version]]-[[buildNumber]]
-Section: misc
-Priority: extra
-Architecture: all
-Maintainer: Matei Zaharia <matei.zaharia@gmail.com>
-Description: [[name]]
-Distribution: development