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A Modern, Fast, and Lightweight Android Ingestion Library

CI Maven Central License

Clickstream is an event agnostic, real-time data ingestion platform. Clickstream allows apps to maintain a long-running connection to send data in real-time.

The word “Clickstream” is a trail of digital breadcrumbs left by users as they click their way through a website or mobile app. It is loaded with valuable customer information for businesses and its analysis and usage has emerged as a powerful data source.

To know more about Clickstream, you can read our Medium post

Clickstream provides an end to end solution for event ingestion. For setting up the backend infrastructure please check out raccoon

Architecture

Clickstream Architecture

Mobile Library Architecture

Clickstream HLD

Key features

  • Simple and lightweight
  • Remotely Configurable
  • Support for real-time data
  • Multiple QoS support (QoS0 and QoS1)
  • Typesafe and reusable schemas
  • Efficient payloads
  • In-built data aggregation

Getting Started with Clickstream

  1. Add the maven repository URL to the root build.gradle of your project.
buildscript {
    repositories {
        mavenCentral()
    }
}
  1. Add the following dependencies to your module build.gradle
dependencies {
    val version = "x.y.z"
    // Required
    implementation 'com.gojek.clickstream:clickstream-android:[latest_version]'
    implementation 'com.gojek.clickstream:clickstream-lifecycle:[latest_version]'

    // Optional
    implementation 'com.gojek.clickstream:clickstream-health-metrics:[latest_version]'
}

By default ClickStream embedded the rules, so not necessary client added the rules explicitly

-keep class * extends com.google.protobuf.GeneratedMessageLite { *; }

# Scarlet
-if interface * { @com.tinder.scarlet.ws.* <methods>; }
-keep,allowobfuscation interface <1>
-keepclassmembers,allowshrinking,allowobfuscation interface * {
    @com.tinder.scarlet.ws.* <methods>;
}

# Keep the ProcessLifecycleInitializer meta
-keepresourcexmlelements manifest/application/provider/meta-data@name=androidx.lifecycle.ProcessLifecycleInitializer
-keepresourcexmlelements manifest/application/provider/meta-data@value=androidx.startup

Once you’ve added the dependencies and synchronized your Gradle project, the next step is to initialize Clickstream.

Initialization

Initialization of the Clickstream can be done on the background thread or main-thread, Invocation should be done on the Application class. So that the initialization happens only once.

To create a Clickstream instance you can do the following setup:

class App : Application() {

    override fun onCreate() {
        initClickStream()
    }

    private fun initClickStream() {
        ClickStream.initialize(
            configuration = CSConfiguration.Builder(
                context = context,
                info = CSInfo(
                    appInfo = appInfo,
                    locationInfo = locationInfo,
                    deviceInfo = csDeviceInfo,
                    customerInfo = customerInfo,
                    sessionInfo = sessionInfo
                ),
                config = getBuildConfig(config),
                appLifeCycle = DefaultCSAppLifeCycleObserver(context),
                healthGateway = DefaultOpCSHealthGateway.factory(/*args*/)
            ).apply {
                setLogLevel(DEBUG)
                /**/ 
                setCSSocketConnectionListener(connectionListener())
            }.build())
    }

    /**
    * @see [CSConnectionEvent] for more detail explanation
    */
    private fun onConnectionListener(): CSSocketConnectionListener {
        return object : CSSocketConnectionListener {
            override fun onEventChanged(event: CSConnectionEvent) {
                is OnConnectionConnecting -> {}
                is OnConnectionConnected -> {}
                is OnMessageReceived -> {}
                is OnConnectionClosing -> {}
                is OnConnectionClosed -> {}
                is OnConnectionFailed -> {}
 			}
    	}
    }
}

Configuration

CSEventSchedulerConfig

Holds the configurations for Clickstream. These constraints allow for fine-grained control over the library behaviour like duration between retries, flush events when app goes in background, etc.

Description Variable Type Default value
Number of events to combine in a single request eventsPerBatch Int 20
Delay between two requests (in millis) batchPeriod Long 10000
Flag for enabling forced flushing of events flushOnBackground Boolean false
Wait time after which socket gets disconnected connectionTerminationTimerWaitTimeInMillis Long 5000
Flag for enabling flushing of events by background task backgroundTaskEnabled Boolean false
Initial delay for background task (in hour) workRequestDelayInHr Long 1

CSNetworkConfig

Holds the configuration for network related. e.g configure timeouts for network channel.

Description Variable Type Default value
Endpoint for web socket server endPoint String No Default Value
Connect timeout to be used by okhttp (in seconds) connectTimeout Long 10
Read timeout to be used by okhttp (in seconds) readTimeout Long 10
Write timeout to be used by okhttp (in seconds) writeTimeout Long 10
Interval between pings initiated by client (in seconds) pingInterval Long 1
Initial retry duration to be used for retry backoff strategy (in milliseconds) initialRetryDurationInMs Long 1000
Maximum retry duration for retry backoff strategy (in milliseconds) maxConnectionRetryDurationInMs Long 6000
Maximum retries per batch request maxRetriesPerBatch Long 20
Maximum timeout for a request to receive Ack (in milliseconds) maxRequestAckTimeout Long 10000
OkHttpClient instance that passed from client okHttpClient OkHttpClient No Default Value

CSEventClassification

Holds the class name to be classify into InstantEvent (QoS) or RealtimeEvent (QoS1).

Description Variable Type Default value
Holds all the eventTypes eventTypes EventClassifier [EventClassifier(identifier: "realTime", eventNames: []), EventClassifier(identifier: "instant", eventNames: [])]

Cleanup

Destroy instance of Clickstream, for example can be called when user logs out of the app.

   ClickStream.release()

Push an Event

Using Explicit Builder

As Clickstream use a proto definition on the client-side, you can build a MessageLite and send it directly through ClickstreamSDK.

For instance, you’ve defined a proto definition called Rating.java which has the following properties

rating: Float
reason: String

Thus we can build the rating object just by using a Builder Pattern.

val event = Rating.newBuilder()
    .setRating(4.5)
    .setReason("nice!")
    .build()

// wrap event in CSEvent
val csEvent = CSEvent(
    guid = UUID.randomUUID().toString(),
    timestamp = Timestamp.getDefaultInstance(),
    message = event
)

// track the event
ClickStream.getInstance().trackEvent(csEvent)

Congratulations! You’re done!.

Running Sample App

In order to running the sample app, please follow this instruction

  1. git clone [email protected]:gojekfarm/clickstream-android.git
  2. cd clickstream-android
  3. ./gradlew :app:installDebug or via play button in the Android Studio
Figure 1 Figure 2

Event Visualiser

Event visualiser is an android tool to visualise the client events being sent to Clickstream.

Adding dependency

Add following to your module's build.gradle.

dependencies {
    val latest_version = "x.y.z"
    implementation("com.gojek.clickstream:clickstream-event-visualiser:$latest_version")
    implementation("com.gojek.clickstream:clickstream-event-visualiser-ui:$latest_version")
}

Initialising

  1. In your Application class, add CSEventVisualiserListener to Clickstream.
  2. Call CSEventVisualiserUI.initialise(this) to initialise Event visualiser.
class App : Application() {
    /**/
    private fun initClickStream() {
        ClickStream.initialize(/**/).apply {
                /**/
                addEventListener(CSEventVisualiserListener.getInstance())
            }.build()
        CSEventVisualiserUI.initialise(this)
    }
}

Usage

  1. Call CSEventVisualiserUI.getInstance().show()to show a floating window and start recording all the events from clickstream.

  1. Click on Settings icon (top-left corner) to show a bottom sheet with all the actions that you can take with event visualiser.

  • START CAPTURING (Starts event recording in event visualiser)
  • STOP CAPTURING (Stops event recording in event visualiser)
  • CLEAR DATA (Clears the current data in event visualiser)
  • CLOSE (Closes the event visualiser window)
  1. Clicking on the window will land to event home screen where all unique events are listed. You can click on any event to check event details.

  2. Events can have the following states -

    • Scheduled - Events are scheduled (cached locally) by clickstream.
    • Dispatched - Events are sent to racoon.
    • Acknowledged - Events are acknowledged by racoon.

Excluding Event visualiser from release builds

Since Event visualiser is a debug tool that will be used by developers and testing teams only, it should ideally NOT be bundled with release builds.
For this purpose there are light-weight, alternative NoOp (No Operation) dependencies.

Configuring NoOp dependency

dependencies {
    val latest_version = "x.y.z"
    // Use main dependency for debug build types
    debugImplementation("com.gojek.clickstream:clickstream-event-visualiser:$latest_version")
    debugImplementation("com.gojek.clickstream:clickstream-event-visualiser-ui:$latest_version")

    // Use NoOp dependency for release build types
    releaseImplementation("com.gojek.clickstream:clickstream-event-visualiser-noop:$latest_version")
    releaseImplementation("com.gojek.clickstream:clickstream-event-visualiser-ui-noop:$latest_version")

}

License

Copyright 2022 GOJEK

Licensed 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.