Last Updated: 2020-01-28

Why use the Android Performance Tuner?

Android Performance Tuner helps you to measure and optimize your game's frame rate stability and graphical fidelity across many Android devices at scale, enabling you to deliver the best possible experience to each of your users. The Android Performance Tuner library, also known as Tuning Fork, records and aggregates live frame time information from your game, alongside your own game annotations and fidelity parameters, and uploads this data to the Play Console. This unlocks a new suite of metrics and insights in Android vitals.

What you'll build

In this codelab, you're going to open a demo game made for Unity, test it, and integrate Android Performance Tuner with it. After setting up and verifying that Android Performance Tuner works, we'll show how to upload the game to the Play Store and get access to the new performance insights provided by Android Performance Tuner in the Play Console.

What you'll learn

What you'll need

Get Boat Attack from GitHub

You can either use Git to clone the BoatAttack repository with the version used in this Codelab: https://github.com/Verasl/BoatAttack or download a zip file containing the whole project.

Download a zip of the project (Unity 2019.3)

Download BoatAttack Unity project

Extract the zip in a folder once it's downloaded.

Or clone the Git repository

If you prefer to clone the Git repository, follow these steps:

Open Boat Attack with Unity 2019.3

Open the Unity Hub and click Add:

Choose the folder where you extracted the archive or cloned the Git repository.

The project will be added to the list of projects. Select the version of Unity to use with this project. You need to use Unity 2019.3 or later:

Under Target Platform, select Android so that Unity opens the game and imports assets for Android. You can later switch to another platform, but Unity will have to re-import all of the assets, which can take some time.

When you have the Android platform selected for the project, click on the project to open it. If you are asked to downgrade or upgrade the project, this means that your Unity version is different from the one that was used to create the project. You can proceed if your version is Unity 2019.3 or later.

When Unity starts, you'll see the editor with a welcome window:

Close the Gameplay Ingredients tip window. In the Boat Attack welcome window, choose Open demo_Island. You can then close this window too. If you don't see this window, click File > Open Scene and navigate to Assets > Scenes > demo_Island.unity.

The Unity editor now shows the scene:

You can scroll with the mouse wheel to get a broader view of the scene:

If you want to see the game in action, press the play button at the top:

The game will run in the editor. Because this is a demo, the boat is controlled by the AI.

Now that you have the game open and running on your computer, let's try it on an Android device and then add Android Performance Tuner.

Before integrating Android Performance Tuner, it's a good idea to get familiar with the game and run it on an Android device.

Open the Build Settings

In the File menu, choose Build Settings. Under Platform, select Android. Then click Switch Platform.

Unity will re-import the assets for Android if it was already not selected, which can take a bit of time.

Only include the demo scene in the build

To reduce the game size and the build time, we'll only build the demo_Island scene for this codelab. By default, the main_menu and level_Island scenes are included. Click Add Open Scenes to add the demo_Island scene that you opened previously.

Clear the checkboxes for the main_menu and level_Island scenes, leaving only the demo_Island scene selected.

Ensure arm64 architecture is activated

To make sure the game is running at the highest speed on Android devices with 64-bit processors, make sure the game binaries are built with support for arm64. Open the Player Settings:

The settings are shown in a separate window. Under Settings for Android, click Other Settings:

Scroll down in the settings. Under Target Architectures, ensure the ARM64 and ARMv7 checkboxes are selected:

You can now close this window.

Build addressables

Before building the game, you need to build Unity addressables.

Open Window > Asset Management > Addressables > Groups.

In the Addressables Groups window, choose Build > New Build > Default Build Script:

Wait for Unity to build the Addressables assets.

When it's done, you're ready to build and run the game on an Android phone.

Build and run the game

Connect your Android device to your computer and be sure to have the Build Settings window opened. Make sure your device has the developer options and USB Debugging enabled.

When connected, you can click the Refresh buttonnext to the Run Device dropdown menu— then click on the dropdown and find your device.

Once you've confirmed that your device is properly connected, you can keep the Default device option selected.

Click the Build And Run button. You'll be asked where to save the generated APK file on your computer. Choose a folder and enter a name like "BoatAttackDemo".

Unity will now compile the game. This can again take a bit of time. At the end, the game will be installed on your device and started.

Enable "Android Performance Parameters API" on Google Cloud Platform

Before integrating Android Performance Tuner in your project, you need to get an API key for it. Android Performance Tuner will send performance data to the Google Play Console APIs, which must be able to identify your game.

  1. Create a new Cloud project in the Cloud Console:
    Go to the console
  2. Enter a name for your Cloud project and click Create.
  3. Search for "Android Performance Parameters API" in the Marketplace.
  4. Enable the API.

Create an API key

The library is enabled, let's now create the API key:

  1. Go to API & Services, then Credentials from the menu.
  2. Click Create Credentials and choose API Key.
  3. From the API key created window, copy the value of the key and store it in a safe place.
  4. Click on Restrict Key.
  5. Enter a name for the key. Choose something that will remind you that it is linked to your game and Android Performance Tuner (for example, BoatAttack with Performance Tuner API key).
  6. In API restrictions, choose Restrict key and select "Android Performance Parameters API":
  7. Click Save to finish.

Now that you have the API key, copy it and keep it somewhere as you will need it to set up the Android Performance Tuner Unity plugin.

You will now install the Android Performance Tuner Unity plugin in the game.

Download and install the plugin

Download the Android Performance Tuner Unity plugin from GitHub and save it somewhere on your computer. If you have Unity 2018 or more recent, download the tgz file. If you have Unity 2017, download the unitypackage file.

Download the plugin

Install the .tgz package file (Unity 2018 or more recent)

Open the Unity Package Manager:

Click the + button on the top-left in the package manager, and choose Add Package from tarball...

Choose the tgz file that you downloaded.

Install the .unitypackage file (Unity 2017 only)

This file is a Unity Package that you can import in your project. In the Unity Assets menu, choose Import Package > Custom Package...

Choose the unitypackage file that you just downloaded. If asked which file to import, choose to import all the files.

Set the API key and explore the plugin configuration

When the Android Performance Tuner plugin is installed, you can open its configuration from the Google > Android Performance Tuner menu.

The first tab shown in the window contains a field for the API Key. Paste your API key here:

The other tabs allow you to specify annotations and fidelity parameters.

In this codelab, you won't define any custom annotations or fidelity parameters. The Android Performance Tuner Unity plugin will record the current scene name as an annotation, and the active quality settings, defined in the Unity settings, as a fidelity parameter.

Enable Optimized Android Frame Pacing and VSync

Open the Player Settings (from the Build Settings window).

Under Settings for Android in the Resolution and Presentation section, make sure to enable Optimized Frame Pacing:

This will enable the Android Frame Pacing library for your game. Android Performance Tuner will use it to measure the performance of your game, including more in-depth measures compared to what Unity alone will report if you don't select this option.

From the Player Settings, select the Quality tab and find the VSync Count menu. Use any selection (except Don't Sync). This enables more precise measurements in conjunction with the Android Frame Pacing library.

Initialize Android Performance Tuner in your game

To enable Android Performance Tuner to instrument your game and send the gathered data to Play Console APIs, you need to initialize it. You will do that by creating a new script called GamePerformanceManager. You will use the existing AppSettings script to call GamePerformanceManager and initialize Android Performance Tuner when started.

  1. In the Project tab, navigate to Scripts > GameSystem.
  2. Click the + button and choose C# Script.
  3. Enter GamePerformanceManager as the script name:
  4. Double-click the GamePerformanceManager script. Inside, instantiate AndroidPerformanceTuner and create an Initialize method. This method initializes the library by calling its Start method. Copy all of the following code into the new class
using Google.Android.PerformanceTuner;
using UnityEngine;

public class GamePerformanceManager
{
    AndroidPerformanceTuner<FidelityParams, Annotation> tuner =
        new AndroidPerformanceTuner<FidelityParams, Annotation>();

    public IEnumerator Initialize()
    {
        yield return new WaitForEndOfFrame(); // Needed to make sure Vulkan backend is fully ready, after the first frame.
        ErrorCode startErrorCode = tuner.Start();
        Debug.Log("Android Performance Tuner started with code: " + startErrorCode);

        tuner.onReceiveUploadLog += request =>
        {
            Debug.Log("Telemetry uploaded with request name: " + request.name);
        };
    }
}
  1. Open the AppSettings script. We'll use it to instantiate the GamePerformanceManager and call its Initialize method. In the Initialize method, add a private gamePerformanceManager field and call its Initialize method:
using System;
// ...

namespace BoatAttack
{
    [ManagerDefaultPrefab("AppManager")]
    public class AppSettings : Manager
    {
        // ...
        private GamePerformanceManager gamePerformanceManager = new GamePerformanceManager();
        
        // ...
        private void Initialize()
        {
            Instance = this;
            Application.targetFrameRate = 300;
            MainCamera = Camera.main;
            gamePerformanceManager.Initialize();
            ...
        }
        
        // ...
  1. This is enough to get Android Performance Tuner started and your game instrumented. We've added logs when Android Performance Tuner is started and when telemetry is uploaded to the Google Play Console APIs so that it's easier to verify that Android Performance Tuner works.

Reduce the interval between telemetry upload for testing

As we're still implementing the library in the project, it's a good idea to reduce the time between the uploads of the telemetry. By default, this time is set to a large interval so that the game is not making too many requests to the APIs, which is especially important for users that don't have a mobile data plan that includes unlimited data. This also avoids draining the battery.

In the case of this codelab, you can reduce this interval to make it easier to verify the proper uploading of the telemetry.

  1. Open again the Android Performance Tuner settings by choosing Google > Android Performance Tuner in the menu.
  2. Choose Instrumentation Settings, then click Use advanced settings.
  3. Enter 0.5 in the Intervals (minutes) field:


    This will make Android Performance Tuner upload the telemetry every 30 seconds.

You now have Android Performance Tuner integrated, set up and initialized in your game. In the next section, we'll confirm proper integration by running the game on a device and checking the logs.

Check that Android Performance Tuner starts properly

To confirm that Android Performance Tuner is properly integrated, connect your device to your computer and thenbuild and run the game. In Unity, choose File > Build And Run. Be sure that Android is selected as the current platform - otherwise switch to it in the Build Settings.

While your game is launching on your phone, open a terminal on your computer and launch adb logcat:

adb logcat

Wait for the game to compile and run on your device.

In the output of adb logcat, search for "TuningFork" (Tuning Fork is the internal name of the Android library):

02-03 16:55:45.103 10511 10536 I TuningFork: Got settings from tuningfork/tuningfork_settings.bin
02-03 16:55:45.103 10511 10536 I TuningFork: Using local file cache at /data/user/0/com.Unity3d.BoatAttackDay/cache/tuningfork
02-03 16:55:45.105 10511 10536 I TuningFork: OpenGL version 3.2
02-03 16:55:45.105 10511 10536 I TuningFork: TuningFork.GoogleEndpoint: OK
02-03 16:55:45.106 10511 10611 I TuningFork: Creating directory /data/user/0/com.Unity3d.BoatAttackDay/cache/tuningfork
02-03 16:55:45.106 10511 10536 I TuningFork: TuningFork Settings:

[...]

02-03 16:55:45.107 10511 10536 I TuningFork: TuningFork initialized
02-03 16:55:45.107 10511 10536 I UnityTuningfork: Swappy backend: 1
02-03 16:55:45.107 10511 10536 I TuningFork: Creating directory /data/user/0/com.Unity3d.BoatAttackDay/cache/tuningfork/V1
02-03 16:55:45.110 10511 10613 I TuningFork: OpenGL version 3.2
02-03 16:55:45.110 10511 10613 I TuningFork:Web: Connecting to: https://performanceparameters.googleapis.com/v1/applications/com.Unity3d.BoatAttackDay/apks/1:generateTuningParameters

If you made a mistake while setting up Android Performance Tuner, like forgetting to set the API key, you should see an error in the initialization logs. For example:

02-03 16:49:44.970  8815  8831 I TuningFork: Got settings from tuningfork/tuningfork_settings.bin
02-03 16:49:44.971  8815  8831 I TuningFork: Using local file cache at /data/user/0/com.Unity3d.BoatAttackDay/cache/tuningfork
02-03 16:49:44.972  8815  8831 I TuningFork: OpenGL version 3.2
02-03 16:49:44.972  8815  8831 W TuningFork.GE: The API key in Tuning Fork TFSettings is invalid
02-03 16:49:44.972  8815  8831 E TuningFork: TuningFork.GoogleEndpoint: FAILED
02-03 16:49:44.973  8815  8831 I Unity   : Tuningfork started with code: BadParameter

Check that Android Performance Tuner is uploading telemetry

If you see "TuningFork initialized" in the logs, wait a bit more and look for logs indicating that telemetry is being uploaded:

02-03 16:58:00.193 10511 10536 I Unity   : Telemetry uploaded with request name: applications/com.Unity3d.BoatAttackDay/apks/1
02-03 16:58:00.552 10511 10611 I TuningFork:Web: Connecting to: https://performanceparameters.googleapis.com/v1/applications/com.Unity3d.BoatAttackDay/apks/1:uploadTelemetry
02-03 16:58:00.898 10511 10611 I TuningFork:Web: Response code: 200
02-03 16:58:00.898 10511 10611 I TuningFork:Web: Response message: OK
02-03 16:58:00.899 10511 10611 I TuningFork.GE: UPLOAD request returned 200 {}

Search in the logs for "Connecting to", followed by the response code a few lines after.

Now that we've confirmed that Android Performance Tuner is running and can properly upload the data from the game, we'll add an in-game "annotation" to tell the Android Performance Tuner when the game is loading. This will avoid recording performance at this moment - which is expected to be poor. We'll then build and upload the game to the Play Store, distribute it to testers and verify that insights are shown in the Vitals section of the Play Console.

When the game is loading, performance is usually poor as assets are being loaded in memory and the CPU and GPU don't have much bandwidth to render regular frames on screen.

To avoid getting inaccurate insights because of this, we'll use an annotation.

An annotation gives contextual information about what your game is doing. In our case, you want to use the built-in annotation LoadingState. Android Performance Tuner recognizes this annotation and stops recording the frame times while it's set to Loading.

  1. Open the Android Performance Tuner settings and go to Annotation parameters. Choose Use custom parameters. Verify that you see the loading_state and scene parameters, then click on Apply to save the changes:


    By using custom annotations, Android Performance Tuner won't automatically update the Scene. You'lldo that manually.
  2. Create a new public method in GamePerformanceManager, called MarkAsLoading:
public class GamePerformanceManager
{
    // ...

    public void MarkAsLoading(bool isLoading)
    {
        Debug.Log("Marking game as loading: " + isLoading);
        UnityEngine.SceneManagement.Scene currentScene = UnityEngine.SceneManagement.SceneManager.GetActiveScene();
        tuner.SetCurrentAnnotation(new Annotation
        {
            // Scenes are indexed from 1 in Performance Tuner 
            // (0 is reserved for invalid scene).
            Scene = (Google.Android.PerformanceTuner.Scene) currentScene.buildIndex + 1,
            LoadingState = isLoading ? LoadingState.Loading : LoadingState.NotLoading
        });
    }
  1. Open the AppSettings script, where you previously added the GamePerformanceManager field and called its Initialize method.
  2. Find the LoadScene(int buildIndex, LoadSceneMode mode) method and add a call to MarkAsLoading.
    Then find the CleanupLoadingScreen method and add another call to MarkAsNotLoading:
using System;
// ...

namespace BoatAttack
{
    [ManagerDefaultPrefab("AppManager")]
    public class AppSettings : Manager
    {
        // ...

        public static void LoadScene(int buildIndex, LoadSceneMode mode)
        {
            Instance.gamePerformanceManager.MarkAsLoading(true);
            // ...
        }

        // ...

        private void CleanupLoadingScreen()
        {
            Instance.gamePerformanceManager.MarkAsLoading(false);
            // ...
        }

        // ...

With this, Android Performance Tuner will be able to distinguish when the game is loading and when it's not. When the loading annotation is set, the frame times are not recorded.

You can now build and upload the game to the Play Store, distribute it to testers and verify that insights are shown in the Vitals section of the Play Console.

The monitoring app is a tool part of Android Game SDK. You can redirect the performance data collected by the Android Performance Tuner to this app running on your device, to see in real time, what is collected. It's a useful debugging tool.

Build the monitor app

The monitor app must be built before being used. Ensure that you have Android Studio installed. If that's not the case, download the latest version from the Android Developer website:

Download Android Studio

You also need to download the source code of the Android Game SDK. Ensure you have a git client installed (either the git command line or a GUI client).

Clone the content of the Game SDK:

git clone https://android.googlesource.com/platform/frameworks/opt/gamesdk

Compile the monitoring app. Open Android Studio. In the welcome window, choose Import project (Gradle, Eclipse ADT, etc.).

Navigate to the folder gamesdk that was created. Choose src > tuningfork > tools > TuningForkMonitor.

Android Studio will open the project:

The app is a Kotlin Android app. If you're interested in making apps with Kotlin on Android, read more about it on the Android Developers website.

Wait for the project to sync. Connect your device and press the Run button. The run button is displayed next to the device name in the top toolbar.

The app will now run on device and will wait for a connection from a game:

You will now slightly modify the game configuration to connect to this monitoring application.

Set up the game to connect to the local monitoring app

Let's now build the game in Unity so that it connects to the monitoring app.

In the Initialize method of GamePerformanceManager, add just before tuner.Start() a line to enable the local endpoint: tuner.EnableLocalEndpoint()

using Google.Android.PerformanceTuner;
using UnityEngine;

public class GamePerformanceManager
{
    // ...

    public IEnumerator Initialize()
    {
        yield return new WaitForEndOfFrame(); // Needed to make sure Vulkan backend is fully ready, after the first frame.
        tuner.EnableLocalEndpoint(); // For local testing.
        ErrorCode startErrorCode = tuner.Start();
        // ...
    }
}

Build the game as a Development Build

You now need to build and run the game as:

To enable the http communication, in your Projects Assets, create a folder called "Plugins", and create another folder called "Android" inside it:

Create a new file called AndroidManifest.xml inside this folder. Inside this file, paste the following content:

<?xml version="1.0" encoding="utf-8"?>
<manifest xmlns:android="http://schemas.android.com/apk/res/android" package="com.unity3d.player" xmlns:tools="http://schemas.android.com/tools">
  <application android:usesCleartextTraffic="true" android:isGame="true">
    <activity android:name="com.unity3d.player.UnityPlayerActivity" android:theme="@style/UnityThemeSelector" android:screenOrientation="landscape" android:launchMode="singleTask" android:configChanges="mcc|mnc|locale|touchscreen|keyboard|keyboardHidden|navigation|orientation|screenLayout|uiMode|screenSize|smallestScreenSize|fontScale|layoutDirection|density" android:hardwareAccelerated="false">
      <intent-filter>
        <action android:name="android.intent.action.MAIN" />
        <category android:name="android.intent.category.LAUNCHER" />
        <category android:name="android.intent.category.LEANBACK_LAUNCHER" />
      </intent-filter>
      <meta-data android:name="unityplayer.UnityActivity" android:value="true" />
    </activity>
  </application>
</manifest>

Most of the content of this file is the default elements generated by Unity. The code aboveadds android:usesCleartextTraffic="true" in the application element, to indicate that you expect your application to use cleartext HTTP.

You can now open again the Build Settings window. Check Development Build:

Click Build And Run to build and launch the game on your device. Make sure you have the Tuning Fork Monitor app running.

Inspect performance data from the monitoring application

Once the game is started, make sure to run it for one minute to get some data reported. Check in the logs that you can see that localhost:9000 (the address of the local server running on the device) is reported.

05-14 14:03:26.226 11087 11170 I TuningFork:Web: Connecting to: http://localhost:9000/applications/com.Unity3d.BoatAttackDay/apks/1:uploadTelemetry
[...]
05-14 14:03:26.323 11087 11170 I TuningFork:Web: Response code: 200
05-14 14:03:26.323 11087 11170 I TuningFork:Web: Response message:
05-14 14:03:26.323 11087 11170 I TuningFork.GE: UPLOAD request returned 200{}

Switch from the game to the monitoring app on your device, and you'll see the game listed in the list of applications:

Click on the package name of the application to see the frame rate histograms and other settings:

This confirms the proper working of the Android Performance Tuner integration.

The game has Android Performance Tuner properly integrated. You can now create a new build and upload it on the Play Console. You can then distribute it to testers to start collecting performance data.

Set a unique package name for the game

Every Android app has a unique application ID that looks like a Java package name, such as com.example.myapp. This ID uniquely identifies your app on the device and in the Google Play Store. If you already have a game released or uploaded to the Play Console, you already chose a package name for it.

In this Codelab, we're using the Boat Attack demo game. To be able to upload it on your account, you need to choose a new, unique application id.

Open the Player Settings (from the Build Settings window). In the Android tab, open Other Settings section and find the Package Name field:

Enter a unique, valid application id.

Create and setup a keystore for the game

Android requires that all apps are digitally signed with a certificate before they are installed on a device or updated.

We'll create a "Keystore" for the game in this codelab. If you're publishing an update to an existing game, reuse the same Keystore as you did for releasing previous versions of the app.

Create a keystore

You can create a Keystore with Android Studio or generate one on the command line. Using the command line, navigate to a folder where you want to store the key, then run keytool:

keytool -genkey -v -keystore mykeystore.keystore -alias alias -keyalg RSA -keysize 2048 -validity 10000

Answer the questions about your identity and confirm by entering "yes" when asked if the details are correct. You'll need to enter a password and an alias password.

Set up the keystore in Unity

Now that you have a keystore, navigate to Player Settings (from the Build Settings window). In the Android tab, open the Publishing Settings section. Check Custom Keystore, and then select your keystore file. Enter the password that was used for the keystore, the alias name and the alias password. These are the ones you chose when creating the keystore using Android Studio or the keytool command line tool. Note that the keytool command uses the same password for the keystore and alias, which is acceptable for this codelab but discouraged for production apps.

Privacy

Please review your app's Privacy Policy to ensure that it appropriately reflects that data about devices and usage may be shared with Google. Under Section 3.b the Google APIs Terms of Service, which governs your use of the Android Performance Tuner APIs, you must:

"comply with all applicable privacy laws and regulations including those applying to PII. You will provide and adhere to a privacy policy for your API Client that clearly and accurately describes to users of your API Client what user information you collect and how you use and share such information (including for advertising) with Google and third parties."

Only include the demo scene in the build

To reduce the game size, we'll only build the demo_Island scene for this codelab. By default, the main_menu and level_Island scenes are included. If you've not done it previously, go back to the Build Settings window, add the demo_Island scene that we opened previously and uncheck the main_menu and level_Island scenes, leaving only the demo_Island scene checked:

Build the game as an Android App Bundle

The game is almost ready. Instead of building and submitting to the Play Store an APK file, we'll build an Android App Bundle. When you upload an Android App Bundle, Google play is able to automatically build and serve APKs that are optimized for each device configuration. This means that your users have a smaller game to download and install on their phone.

Games uploaded as Android App Bundles also benefit from a size limit of 150 MB. It's higher than the default limit of 100 MB for a single traditional APK. This will be useful for this codelab as the game, even with just the demo scene, is larger than 100 MB.

In the Build Settings window, check Build App Bundle (Google Play).

That's all that is needed to generate an Android App Bundle (an .aab file).

Build the game

The game should be ready! In the Build Settings window, ensure Development Build is not checked, and click on Build. Choose a location for the Android App Bundle file.

Check that you've covered everything

Before uploading your Android App Bundle (.aab file) to the Play Console, please check that you have:

If you decide to use custom fidelity parameters or custom annotations (in addition to the level name and loading state), ensure you have added them in the plugin settings and integrate them in your game, using AndroidPerformanceTuner, as you did for the loading annotation.

Upload the game and create a release on an internal testing track

Use the Google Play Console to create an app, fill information about it and create a new internal testing release. Upload your Android App Bundle for this internal testing release. This will allow you to test your app and see the results in the Play Console.

Note that it's important to use an internal testing release to test your integration of the Android Performance Tuner. You can publish to other tracks (closed testing, open testing or production), but you'll need a large number of users to play your game before seeing the data in the Play Console.

Open the Game performance Insights page

Open the Google Play Console and choose the app you've uploaded. In the menu, choose Android Vitals > Performance > Insights in the Quality section:

If you open the page just after submitting your app for testing, it will probably be empty as no data was received and aggregated yet:

Ensure your game is played for the data to flow in. As it's a demo, you can let it run on a few devices.

You can already set the target frame rate for your game - allowing insights to be adapted to your game expected performance. In our example, we'll set it to 30fps. This is the default, so we can simply click Dismiss.

Exploring the results from the Game performance Insights page

After your game is played by a certain number of users, you'll be able to see the charts showing how the game is performing.

Ensure you're looking at the data from the proper version of your app by selecting it at the top of the page:

The Summary section shows how many sessions have been recorded, and the number of frames considered slow for these sessions:

The Insights section shows more details, with slow frames per device model in Device model issues section and per annotation in the Annotation issues section:

The next section allows you to explore the data in a chart:

The 90th percentile of frame time for each device model is represented there, ordered by Quality level. In this codelab, we'll have only one quality level, which is automatically mapped by Android Performance Tuner from the Unity quality levels.

For more information on how to understand your performance metrics and insights, see Understand Android Performance Tuner insights.

Congratulations, you have successfully added Android Performance Tuner to a game, verified the integration and checked the results on the Google Play Console.

As you roll out your game to players, keep an eye on the insights to identify devices with issues or scope out potential improvements to add to your game.