diff --git a/README.md b/README.md
index 8b15743..7832edb 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,6 @@ This project houses the **experimental** client for [Spark
 Connect](https://spark.apache.org/docs/latest/spark-connect-overview.html) for
 [Apache Spark](https://spark.apache.org/) written in [Golang](https://go.dev/).
 
-
 ## Current State of the Project
 
 Currently, the Spark Connect client for Golang is highly experimental and should
@@ -13,33 +12,42 @@ project reserves the right to withdraw and abandon the development of this proje
 if it is not sustainable.
 
 ## Getting started
+
+This section explains how to run Spark Connect Go locally.
+
+Step 1: Install Golang: https://go.dev/doc/install.
+
+Step 2: Ensure you have installed `buf CLI` installed, [more info here](https://buf.build/docs/installation/)
+
+Step 3: Run the following commands to setup the Spark Connect client.
+
 ```
 git clone https://github.com/apache/spark-connect-go.git
 git submodule update --init --recursive
 
 make gen && make test
 ```
-> Ensure you have installed `buf CLI`; [more info](https://buf.build/docs/installation/)
 
-## How to write Spark Connect Go Application in your own project
+Step 4: Setup the Spark Driver on localhost.
 
-See [Quick Start Guide](quick-start.md)
+1. [Download Spark distribution](https://spark.apache.org/downloads.html) (3.4.0+), unzip the package.
 
-## Spark Connect Go Application Example
+2. Start the Spark Connect server with the following command (make sure to use a package version that matches your Spark distribution):
 
-A very simple example in Go looks like following:
+```
+sbin/start-connect-server.sh --packages org.apache.spark:spark-connect_2.12:3.4.0
+```
+
+Step 5: Run the example Go application.
 
 ```
-func main() {
-	remote := "localhost:15002"
-	spark, _ := sql.SparkSession.Builder.Remote(remote).Build()
-	defer spark.Stop()
-
-	df, _ := spark.Sql("select 'apple' as word, 123 as count union all select 'orange' as word, 456 as count")
-	df.Show(100, false)
-}
+go run cmd/spark-connect-example-spark-session/main.go
 ```
 
+## How to write Spark Connect Go Application in your own project
+
+See [Quick Start Guide](quick-start.md)
+
 ## High Level Design
 
 Following [diagram](https://textik.com/#ac299c8f32c4c342) shows main code in current prototype:
@@ -66,7 +74,6 @@ Following [diagram](https://textik.com/#ac299c8f32c4c342) shows main code in cur
 | SparkConnectServiceClient |--------------+|  Spark Driver  |                                         
 |                           |               |                |                                         
 +---------------------------+               +----------------+
-
 ```
 
 `SparkConnectServiceClient` is GRPC client which talks to Spark Driver. `sparkSessionImpl` generates `dataFrameImpl`
@@ -75,24 +82,6 @@ instances. `dataFrameImpl` uses the GRPC client in `sparkSessionImpl` to communi
 We will mimic the logic in Spark Connect Scala implementation, and adopt Go common practices, e.g. returning `error` object for
 error handling.
 
-## How to Run Spark Connect Go Application
-
-1. Install Golang: https://go.dev/doc/install.
-
-2. Download Spark distribution (3.4.0+), unzip the folder.
-
-3. Start Spark Connect server by running command:
-
-```
-sbin/start-connect-server.sh --packages org.apache.spark:spark-connect_2.12:3.4.0
-```
-
-4. In this repo, run Go application:
-
-```
-go run cmd/spark-connect-example-spark-session/main.go
-```
-
 ## Contributing
 
 Please review the [Contribution to Spark guide](https://spark.apache.org/contributing.html)