diff --git a/README.md b/README.md
index 9e4be08a880..eb71b181d82 100644
--- a/README.md
+++ b/README.md
@@ -39,7 +39,8 @@ pip install flytekit
 If `@spark_task` is to be used, one should install the `spark` plugin.
 
 ```bash
-pip install flytekit[spark]
+pip install flytekit[spark] for Spark 2.4.x
+pip install flytekit[spark3] for Spark 3.x
 ```
 
 #### Schema 
@@ -74,7 +75,7 @@ To install all or multiple available plugins, one can specify them individually:
 pip install flytekit[sidecar,spark,schema]
 ```
 
-Or install them with the `all` directive.
+Or install them with the `all` directive. `all` defaults to Spark 2.4.x currently.
 
 ```bash
 pip install flytekit[all]
diff --git a/flytekit/__init__.py b/flytekit/__init__.py
index 23b5d674a89..93ed670e953 100644
--- a/flytekit/__init__.py
+++ b/flytekit/__init__.py
@@ -2,4 +2,4 @@
 
 import flytekit.plugins
 
-__version__ = "0.10.9"
+__version__ = "0.10.10"
diff --git a/flytekit/plugins/__init__.py b/flytekit/plugins/__init__.py
index 3235244d79f..a1551081365 100644
--- a/flytekit/plugins/__init__.py
+++ b/flytekit/plugins/__init__.py
@@ -25,6 +25,12 @@
     [pyspark]
 )
 
+_lazy_loader.LazyLoadPlugin(
+    "spark3",
+    ["pyspark>=3.0.0"],
+    [pyspark]
+)
+
 _lazy_loader.LazyLoadPlugin(
     "sidecar",
     ["k8s-proto>=0.0.3,<1.0.0"],
diff --git a/flytekit/tools/lazy_loader.py b/flytekit/tools/lazy_loader.py
index 425ff6f2e3d..cbf9367f79c 100644
--- a/flytekit/tools/lazy_loader.py
+++ b/flytekit/tools/lazy_loader.py
@@ -26,7 +26,10 @@ def get_extras_require(cls):
         d = cls.LAZY_LOADING_PLUGINS.copy()
         all_plugins = []
         for k in d:
-            all_plugins.extend(d[k])
+            # Default to Spark 2.4.x .
+            if k !="spark3":
+                all_plugins.extend(d[k])
+
         d['all'] = all_plugins
         return d
 
diff --git a/scripts/flytekit_install_spark3.sh b/scripts/flytekit_install_spark3.sh
new file mode 100644
index 00000000000..190f1989eb8
--- /dev/null
+++ b/scripts/flytekit_install_spark3.sh
@@ -0,0 +1,54 @@
+#!/bin/bash
+
+# Fetches and install Spark and its dependencies. To be invoked by the Dockerfile
+
+# echo commands to the terminal output
+set -ex
+
+# Install JDK
+apt-get update -y && \
+    apt-get install -y software-properties-common && \
+    add-apt-repository ppa:openjdk-r/ppa && \
+    apt-get update -y && \
+    apt-get install -y --force-yes ca-certificates-java && \
+    apt-get install -y --force-yes openjdk-8-jdk && \
+    apt-get install -y wget && \
+    update-java-alternatives -s java-1.8.0-openjdk-amd64 && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+mkdir -p /opt/spark
+mkdir -p /opt/spark/work-dir
+touch /opt/spark/RELEASE
+
+# Fetch Spark Distribution
+wget https://archive.apache.org/dist/spark/spark-3.0.0/spark-3.0.0-bin-hadoop2.7.tgz -O spark-dist.tgz
+echo '98f6b92e5c476d7abb93cc179c2616aa5dc897da25753bd197e20ef54a28d945  spark-dist.tgz' | sha256sum --check
+mkdir -p spark-dist
+tar -xvf spark-dist.tgz -C spark-dist --strip-components 1
+
+#Copy over required files
+cp -rf spark-dist/jars /opt/spark/jars
+cp -rf spark-dist/examples /opt/spark/examples
+cp -rf spark-dist/python /opt/spark/python
+cp -rf spark-dist/bin /opt/spark/bin
+cp -rf spark-dist/sbin /opt/spark/sbin
+cp -rf spark-dist/data /opt/spark/data
+# Entrypoint for Driver/Executor pods
+cp spark-dist/kubernetes/dockerfiles/spark/entrypoint.sh /opt/entrypoint.sh
+chmod +x /opt/entrypoint.sh
+
+rm -rf spark-dist.tgz
+rm -rf spark-dist
+
+# Fetch Hadoop Distribution with AWS Support
+wget http://apache.mirrors.tds.net/hadoop/common/hadoop-2.7.7/hadoop-2.7.7.tar.gz -O hadoop-dist.tgz
+echo 'd129d08a2c9dafec32855a376cbd2ab90c6a42790898cabbac6be4d29f9c2026  hadoop-dist.tgz' | sha256sum --check
+mkdir -p hadoop-dist
+tar -xvf hadoop-dist.tgz -C hadoop-dist --strip-components 1
+
+cp -rf hadoop-dist/share/hadoop/tools/lib/hadoop-aws-2.7.7.jar /opt/spark/jars
+cp -rf hadoop-dist/share/hadoop/tools/lib/aws-java-sdk-1.7.4.jar /opt/spark/jars
+
+rm -rf hadoop-dist.tgz
+rm -rf hadoop-dist
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 6358c3386d2..1577394b067 100644
--- a/setup.py
+++ b/setup.py
@@ -52,6 +52,7 @@
     extras_require=extras_require,
     scripts=[
         'scripts/flytekit_install_spark.sh',
+        'scripts/flytekit_install_spark3.sh',
         'scripts/flytekit_build_image.sh',
         'scripts/flytekit_venv'
     ],