diff --git a/graalpy/graalpy-apache-arrow-guide/README.md b/graalpy/graalpy-apache-arrow-guide/README.md
index 5e329fe..6a383e2 100644
--- a/graalpy/graalpy-apache-arrow-guide/README.md
+++ b/graalpy/graalpy-apache-arrow-guide/README.md
@@ -34,6 +34,14 @@ Add the required dependencies for GraalPy and JArrow in the dependency section o
 </dependency>
 ```
 
+or 
+
+`build.gradle`
+```
+implementation "org.graalvm.python:python-community:$pythonVersion" // ①
+implementation "org.graalvm.python:python-embedding:$pythonVersion" // ③
+```
+
 ❶ The `python-community` dependency is a meta-package that transitively depends on all resources and libraries to run GraalPy.
 
 ❷ Note that the `python-community` package is not a JAR - it is simply a `pom` that declares more dependencies.
@@ -56,6 +64,14 @@ Add the required dependencies for GraalPy and JArrow in the dependency section o
 </dependency>
 ```
 
+or
+
+`build.gradle`
+```java
+implementation "org.apache.arrow:arrow-vector:$arrowVersion" // ①
+implementation "org.apache.arrow:arrow-memory-unsafe:$arrowVersion" // ②
+```
+
 ❶ The `arrow-vector` dependency is used for managing in-memory columnar data structures.
 
 ❷ The `arrow-memory-unsafe` data structures defined in the `arrow-vector` will be backed by `sun.misc.Unsafe` library.
@@ -94,6 +110,27 @@ There is also another option `arrow-memory-netty`. You can read more about Apach
     </build>
 ```
 
+or 
+
+`build.gradle`
+```
+plugins {
+    id 'org.graalvm.python' version '25.0.0'
+    // ...
+}
+```
+
+`build.gradle`
+```
+graalPy {
+    community = true
+    packages = [ // ①
+                 'pandas', // ②
+                 'pyarrow' // ③
+    ]
+}
+```
+
 ❶ The `packages` section lists all Python packages optionally with [requirement specifiers](https://pip.pypa.io/en/stable/reference/requirement-specifiers/).
 
 ❷ Python packages and their versions can be specified as if used with pip. You can either install the latest version or you can specify the version e.g.`pandas==2.2.2`.
@@ -136,20 +173,22 @@ All Python source code should be placed in `src/main/resources/org.graalvm.pytho
 Let's create a `data_analysis.py` file to calculate the mean and median for the Float8Vector using Pandas:
 ```python
 import pandas as pd
-from polyglot.arrow import Float8Vector # ①
+from polyglot.arrow import Float8Vector, enable_java_integration
 
+enable_java_integration() # ①
 
 def calculateMean(valueVector: Float8Vector) -> float:
-    series = pd.Series(valueVector, dtype="float64[pyarrow]") # ②
-    return series.mean()
+  series = pd.Series(valueVector, dtype="float64[pyarrow]") # ②
+  return series.mean()
 
 
 def calculateMedian(valueVector: Float8Vector) -> float:
-    series = pd.Series(valueVector, dtype="float64[pyarrow]")
-    return series.median()
+  series = pd.Series(valueVector, dtype="float64[pyarrow]")
+  return series.median()
+
 ```
 
-❶ This import is crucial. Without it zero copy memory won't be achieved.
+❶ You need to call this method to enable the zero copy integration.
 
 ❷ In pandas you need to specify that the series should be backed by pyarrow, therefore adding `[pyarrow]` to the dtype. 
 
@@ -240,7 +279,19 @@ To compile the application:
 ./mvnw package
 ```
 
+or
+
+```bash
+./gradlew build
+```
+
 To run the application: 
 ```bash
 ./mvnw exec:java -Dexec.mainClass="com.example.Main"
+```
+
+or
+
+```bash
+./gradlew run
 ```
\ No newline at end of file
diff --git a/graalpy/graalpy-apache-arrow-guide/build.gradle b/graalpy/graalpy-apache-arrow-guide/build.gradle
index 8850437..a5f796a 100644
--- a/graalpy/graalpy-apache-arrow-guide/build.gradle
+++ b/graalpy/graalpy-apache-arrow-guide/build.gradle
@@ -1,7 +1,7 @@
 plugins {
+    id 'org.graalvm.python' version '25.0.0'
     id 'application'
     id 'java'
-    id 'org.graalvm.python' version '25.0.0'
 }
 
 group = 'com.example'
@@ -34,17 +34,17 @@ compileJava {
 }
 
 tasks.withType(JavaExec) {
-    jvmArgs = ['--enable-preview']
+    jvmArgs = ['--enable-preview', '--add-opens=java.base/java.nio=org.apache.arrow.memory.core,ALL-UNNAMED']
 }
 
 dependencies {
     // Apache Arrow
-    implementation "org.apache.arrow:arrow-vector:$arrowVersion"
-    implementation "org.apache.arrow:arrow-memory-unsafe:$arrowVersion"
+    implementation "org.apache.arrow:arrow-vector:$arrowVersion" // ①
+    implementation "org.apache.arrow:arrow-memory-unsafe:$arrowVersion" // ②
 
     // GraalPy
-    implementation "org.graalvm.python:python-community:$pythonVersion"
-    implementation "org.graalvm.python:python-embedding:$pythonVersion"
+    implementation "org.graalvm.python:python-community:$pythonVersion" // ①
+    implementation "org.graalvm.python:python-embedding:$pythonVersion" // ③
 }
 
 application {
diff --git a/graalpy/graalpy-apache-arrow-guide/pom.xml b/graalpy/graalpy-apache-arrow-guide/pom.xml
index c2690f0..aa88669 100644
--- a/graalpy/graalpy-apache-arrow-guide/pom.xml
+++ b/graalpy/graalpy-apache-arrow-guide/pom.xml
@@ -59,10 +59,6 @@
                                 <package>pandas</package> <!-- ② -->
                                 <package>pyarrow</package> <!-- ③ -->
                             </packages>
-                            <pythonHome>
-                                <includes></includes>
-                                <excludes>.*</excludes>
-                            </pythonHome>
                         </configuration>
                         <goals>
                             <goal>process-graalpy-resources</goal>
diff --git a/graalpy/graalpy-apache-arrow-guide/src/main/resources/org.graalvm.python.vfs/src/data_analysis.py b/graalpy/graalpy-apache-arrow-guide/src/main/resources/org.graalvm.python.vfs/src/data_analysis.py
index a7d84e3..c38a858 100644
--- a/graalpy/graalpy-apache-arrow-guide/src/main/resources/org.graalvm.python.vfs/src/data_analysis.py
+++ b/graalpy/graalpy-apache-arrow-guide/src/main/resources/org.graalvm.python.vfs/src/data_analysis.py
@@ -1,6 +1,7 @@
 import pandas as pd
-from polyglot.arrow import Float8Vector # ①
+from polyglot.arrow import Float8Vector, enable_java_integration
 
+enable_java_integration() # ①
 
 def calculateMean(valueVector: Float8Vector) -> float:
     series = pd.Series(valueVector, dtype="float64[pyarrow]")