Akka Replicated Event Sourcing over gRPC

Akka Replicated Event Sourcing extends Akka Persistence allowing multiple replicas of the same entity, all accepting writes, for example in different data centers or cloud provider regions. This makes it possible to implement patterns such as active-active and hot standby.

Originally, Akka Replicated Event Sourcing has required cross-replica access to the underlying replica database, which can be hard to open up for security and infrastructure reasons. It was also easiest to use in an Akka Multi DC Cluster setup where a single cluster spans multiple datacenters or regions, another thing that can be complicated to allow.

Akka Replicated Event Sourcing over gRPC builds on Akka Projection gRPC and Akka gRPC to instead use gRPC as the cross-replica transport for events.

There are no requirements that the replicas are sharing a cluster, instead it is expected that each replica is a separate Akka cluster with the gRPC replication transport as only connection in between.

Overview

For a basic overview of Replicated Event Sourcing see the Akka Replicated Event Sourcing docs

Akka Replicated Event Sourcing over gRPC consists of the following three parts:

  • The Replicated Event Sourced Behavior is run in each replica as a sharded entity using Akka Cluster Sharding.

  • The events of each replica are published to the other replicas using Akka Projection gRPC endpoints.

  • Each replica consumes a number of parallel slices of the events from each other replica by running Akka Projection gRPC in Akka Sharded Daemon Process.

Dependencies

The functionality is provided through the akka-projection-grpc module.

Project Info: Akka Projections gRPC
Artifact
com.lightbend.akka
akka-projection-grpc
1.6.2
JDK versions
Eclipse Temurin JDK 11
Eclipse Temurin JDK 17
Eclipse Temurin JDK 21
Scala versions2.13.15, 3.3.4
JPMS module nameakka.projection.grpc
License
Readiness level
Supported, support is available from Lightbend
Since 1.3.0, 2020-10-23
Home pagehttps://akka.io
API documentation
Forums
Release notesGitHub releases
IssuesGitHub issues
Sourceshttps://github.com/akka/akka-projection

The Akka dependencies are available from Akka’s library repository. To access them there, you need to configure the URL for this repository.

sbt
resolvers += "Akka library repository".at("https://repo.akka.io/maven")
Maven
<project>
  ...
  <repositories>
    <repository>
      <id>akka-repository</id>
      <name>Akka library repository</name>
      <url>https://repo.akka.io/maven</url>
    </repository>
  </repositories>
</project>
Gradle
repositories {
    mavenCentral()
    maven {
        url "https://repo.akka.io/maven"
    }
}

To use the gRPC module of Akka Projections add the following dependency in your project:

sbt
libraryDependencies += "com.lightbend.akka" %% "akka-projection-grpc" % "1.6.2"
Maven
<properties>
  <scala.binary.version>2.13</scala.binary.version>
</properties>
<dependencies>
  <dependency>
    <groupId>com.lightbend.akka</groupId>
    <artifactId>akka-projection-grpc_${scala.binary.version}</artifactId>
    <version>1.6.2</version>
  </dependency>
</dependencies>
Gradle
def versions = [
  ScalaBinary: "2.13"
]
dependencies {
  implementation "com.lightbend.akka:akka-projection-grpc_${versions.ScalaBinary}:1.6.2"
}

Akka Replicated Event Sourcing over gRPC requires Akka 2.8.0 or later and can only be run in an Akka cluster since it uses cluster components.

It is currently only possible to use akka-projection-r2dbc as the projection storage and journal for this module.

The full set of dependencies needed:

sbt
libraryDependencies ++= Seq(
  "com.lightbend.akka" %% "akka-projection-grpc" % "1.6.2",
  "com.typesafe.akka" %% "akka-cluster-typed" % "2.10.0",
  "com.typesafe.akka" %% "akka-cluster-sharding-typed" % "2.10.0",
  "com.lightbend.akka" %% "akka-persistence-r2dbc" % "1.3.0",
  "com.lightbend.akka" %% "akka-projection-r2dbc" % "1.6.2"
)
Maven
<properties>
  <scala.binary.version>2.13</scala.binary.version>
</properties>
<dependencies>
  <dependency>
    <groupId>com.lightbend.akka</groupId>
    <artifactId>akka-projection-grpc_${scala.binary.version}</artifactId>
    <version>1.6.2</version>
  </dependency>
  <dependency>
    <groupId>com.typesafe.akka</groupId>
    <artifactId>akka-cluster-typed_${scala.binary.version}</artifactId>
    <version>2.10.0</version>
  </dependency>
  <dependency>
    <groupId>com.typesafe.akka</groupId>
    <artifactId>akka-cluster-sharding-typed_${scala.binary.version}</artifactId>
    <version>2.10.0</version>
  </dependency>
  <dependency>
    <groupId>com.lightbend.akka</groupId>
    <artifactId>akka-persistence-r2dbc_${scala.binary.version}</artifactId>
    <version>1.3.0</version>
  </dependency>
  <dependency>
    <groupId>com.lightbend.akka</groupId>
    <artifactId>akka-projection-r2dbc_${scala.binary.version}</artifactId>
    <version>1.6.2</version>
  </dependency>
</dependencies>
Gradle
def versions = [
  ScalaBinary: "2.13"
]
dependencies {
  implementation "com.lightbend.akka:akka-projection-grpc_${versions.ScalaBinary}:1.6.2"
  implementation "com.typesafe.akka:akka-cluster-typed_${versions.ScalaBinary}:2.10.0"
  implementation "com.typesafe.akka:akka-cluster-sharding-typed_${versions.ScalaBinary}:2.10.0"
  implementation "com.lightbend.akka:akka-persistence-r2dbc_${versions.ScalaBinary}:1.3.0"
  implementation "com.lightbend.akka:akka-projection-r2dbc_${versions.ScalaBinary}:1.6.2"
}

Transitive dependencies

The table below shows akka-projection-grpc’s direct dependencies, and the second tab shows all libraries it depends on transitively.

Direct dependencies
OrganizationArtifactVersion
com.lightbend.akka.grpcakka-grpc-runtime_2.132.5.0
com.lightbend.akkaakka-projection-core_2.131.6.2
com.lightbend.akkaakka-projection-eventsourced_2.131.6.2
com.thesamet.scalapbscalapb-runtime_2.130.11.17
com.typesafe.akkaakka-actor-typed_2.132.10.0
com.typesafe.akkaakka-persistence-query_2.132.10.0
com.typesafe.akkaakka-persistence-typed_2.132.10.0
com.typesafe.akkaakka-stream_2.132.10.0
io.grpcgrpc-stub1.63.2
org.scala-langscala-library2.13.15
Dependency tree
com.lightbend.akka.grpc    akka-grpc-runtime_2.13    2.5.0    BUSL-1.1
    com.google.protobuf    protobuf-java    3.25.5
    com.thesamet.scalapb    scalapb-runtime_2.13    0.11.17    Apache 2
        com.google.protobuf    protobuf-java    3.25.5
        com.thesamet.scalapb    lenses_2.13    0.11.17    Apache 2
            org.scala-lang.modules    scala-collection-compat_2.13    2.12.0    Apache-2.0
                org.scala-lang    scala-library    2.13.15    Apache-2.0
            org.scala-lang    scala-library    2.13.15    Apache-2.0
        org.scala-lang.modules    scala-collection-compat_2.13    2.12.0    Apache-2.0
            org.scala-lang    scala-library    2.13.15    Apache-2.0
        org.scala-lang    scala-library    2.13.15    Apache-2.0
    com.typesafe.akka    akka-discovery_2.13    2.10.0    BUSL-1.1
        com.typesafe.akka    akka-actor_2.13    2.10.0    BUSL-1.1
            com.typesafe    config    1.4.3    Apache-2.0
            org.scala-lang    scala-library    2.13.15    Apache-2.0
        org.scala-lang    scala-library    2.13.15    Apache-2.0
    com.typesafe.akka    akka-http-core_2.13    10.7.0    BUSL-1.1
        com.typesafe.akka    akka-parsing_2.13    10.7.0    BUSL-1.1
            org.scala-lang    scala-library    2.13.15    Apache-2.0
        org.scala-lang    scala-library    2.13.15    Apache-2.0
    com.typesafe.akka    akka-http_2.13    10.7.0    BUSL-1.1
        com.typesafe.akka    akka-http-core_2.13    10.7.0    BUSL-1.1
            com.typesafe.akka    akka-parsing_2.13    10.7.0    BUSL-1.1
                org.scala-lang    scala-library    2.13.15    Apache-2.0
            org.scala-lang    scala-library    2.13.15    Apache-2.0
        com.typesafe.akka    akka-pki_2.13    2.10.0    BUSL-1.1
            com.hierynomus    asn-one    0.6.0    The Apache License, Version 2.0
            com.typesafe.akka    akka-actor_2.13    2.10.0    BUSL-1.1
                com.typesafe    config    1.4.3    Apache-2.0
                org.scala-lang    scala-library    2.13.15    Apache-2.0
            org.scala-lang    scala-library    2.13.15    Apache-2.0
            org.slf4j    slf4j-api    2.0.16
        org.scala-lang    scala-library    2.13.15    Apache-2.0
    com.typesafe.akka    akka-pki_2.13    2.10.0    BUSL-1.1
        com.hierynomus    asn-one    0.6.0    The Apache License, Version 2.0
        com.typesafe.akka    akka-actor_2.13    2.10.0    BUSL-1.1
            com.typesafe    config    1.4.3    Apache-2.0
            org.scala-lang    scala-library    2.13.15    Apache-2.0
        org.scala-lang    scala-library    2.13.15    Apache-2.0
        org.slf4j    slf4j-api    2.0.16
    com.typesafe.akka    akka-stream_2.13    2.10.0    BUSL-1.1
        com.typesafe.akka    akka-actor_2.13    2.10.0    BUSL-1.1
            com.typesafe    config    1.4.3    Apache-2.0
            org.scala-lang    scala-library    2.13.15    Apache-2.0
        com.typesafe.akka    akka-protobuf-v3_2.13    2.10.0    BUSL-1.1
        org.reactivestreams    reactive-streams    1.0.4    MIT-0
        org.scala-lang    scala-library    2.13.15    Apache-2.0
    io.grpc    grpc-core    1.63.2    Apache 2.0
        com.google.android    annotations    4.1.1.4    Apache 2.0
        com.google.code.gson    gson    2.10.1    Apache-2.0
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            com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
            org.checkerframework    checker-qual    3.37.0    The MIT License
        io.grpc    grpc-api    1.63.2    Apache 2.0
            com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
            com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
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                com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
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                com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
                com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
                org.checkerframework    checker-qual    3.37.0    The MIT License
        io.grpc    grpc-context    1.63.2    Apache 2.0
            io.grpc    grpc-api    1.63.2    Apache 2.0
                com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
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                    com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
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                    com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
                    com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
                    org.checkerframework    checker-qual    3.37.0    The MIT License
        io.perfmark    perfmark-api    0.26.0    Apache 2.0
        org.codehaus.mojo    animal-sniffer-annotations    1.23
    io.grpc    grpc-netty-shaded    1.63.2    Apache 2.0
        com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
        com.google.guava    guava    32.1.3-android
            com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
            com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
            com.google.guava    failureaccess    1.0.1
            com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
            com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
            org.checkerframework    checker-qual    3.37.0    The MIT License
        io.grpc    grpc-api    1.63.2    Apache 2.0
            com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
            com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
            com.google.guava    guava    32.1.3-android
                com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
                com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
                com.google.guava    failureaccess    1.0.1
                com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
                com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
                org.checkerframework    checker-qual    3.37.0    The MIT License
        io.grpc    grpc-core    1.63.2    Apache 2.0
            com.google.android    annotations    4.1.1.4    Apache 2.0
            com.google.code.gson    gson    2.10.1    Apache-2.0
            com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
            com.google.guava    guava    32.1.3-android
                com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
                com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
                com.google.guava    failureaccess    1.0.1
                com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
                com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
                org.checkerframework    checker-qual    3.37.0    The MIT License
            io.grpc    grpc-api    1.63.2    Apache 2.0
                com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
                com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
                com.google.guava    guava    32.1.3-android
                    com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
                    com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
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                    com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
                    com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
                    org.checkerframework    checker-qual    3.37.0    The MIT License
            io.grpc    grpc-context    1.63.2    Apache 2.0
                io.grpc    grpc-api    1.63.2    Apache 2.0
                    com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
                    com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
                    com.google.guava    guava    32.1.3-android
                        com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
                        com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
                        com.google.guava    failureaccess    1.0.1
                        com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
                        com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
                        org.checkerframework    checker-qual    3.37.0    The MIT License
            io.perfmark    perfmark-api    0.26.0    Apache 2.0
            org.codehaus.mojo    animal-sniffer-annotations    1.23
        io.grpc    grpc-util    1.63.2    Apache 2.0
            com.google.guava    guava    32.1.3-android
                com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
                com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
                com.google.guava    failureaccess    1.0.1
                com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
                com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
                org.checkerframework    checker-qual    3.37.0    The MIT License
            io.grpc    grpc-api    1.63.2    Apache 2.0
                com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
                com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
                com.google.guava    guava    32.1.3-android
                    com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
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                    com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
                    com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
                    org.checkerframework    checker-qual    3.37.0    The MIT License
            io.grpc    grpc-core    1.63.2    Apache 2.0
                com.google.android    annotations    4.1.1.4    Apache 2.0
                com.google.code.gson    gson    2.10.1    Apache-2.0
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                com.google.guava    guava    32.1.3-android
                    com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
                    com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
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                    com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
                    com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
                    org.checkerframework    checker-qual    3.37.0    The MIT License
                io.grpc    grpc-api    1.63.2    Apache 2.0
                    com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
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                io.grpc    grpc-context    1.63.2    Apache 2.0
                    io.grpc    grpc-api    1.63.2    Apache 2.0
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                            com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
                            com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
                            org.checkerframework    checker-qual    3.37.0    The MIT License
                io.perfmark    perfmark-api    0.26.0    Apache 2.0
                org.codehaus.mojo    animal-sniffer-annotations    1.23
            org.codehaus.mojo    animal-sniffer-annotations    1.23
        io.perfmark    perfmark-api    0.26.0    Apache 2.0
    io.grpc    grpc-protobuf    1.63.2    Apache 2.0
        com.google.api.grpc    proto-google-common-protos    2.29.0    Apache-2.0
            com.google.protobuf    protobuf-java    3.25.5
        com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
        com.google.guava    guava    32.1.3-android
            com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
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            com.google.guava    failureaccess    1.0.1
            com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
            com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
            org.checkerframework    checker-qual    3.37.0    The MIT License
        com.google.protobuf    protobuf-java    3.25.5
        io.grpc    grpc-api    1.63.2    Apache 2.0
            com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
            com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
            com.google.guava    guava    32.1.3-android
                com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
                com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
                com.google.guava    failureaccess    1.0.1
                com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
                com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
                org.checkerframework    checker-qual    3.37.0    The MIT License
        io.grpc    grpc-protobuf-lite    1.63.2    Apache 2.0
            com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
            com.google.guava    guava    32.1.3-android
                com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
                com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
                com.google.guava    failureaccess    1.0.1
                com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
                com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
                org.checkerframework    checker-qual    3.37.0    The MIT License
            io.grpc    grpc-api    1.63.2    Apache 2.0
                com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
                com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
                com.google.guava    guava    32.1.3-android
                    com.google.code.findbugs    jsr305    3.0.2    The Apache Software License, Version 2.0
                    com.google.errorprone    error_prone_annotations    2.23.0    Apache 2.0
                    com.google.guava    failureaccess    1.0.1
                    com.google.guava    listenablefuture    9999.0-empty-to-avoid-conflict-with-guava
                    com.google.j2objc    j2objc-annotations    2.8    Apache License, Version 2.0
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API and setup

The same API as regular EventSourcedBehaviors is used to define the logic. See Replicated Event Sourcing for more detail on designing an entity for replication.

To enable an entity for Replicated Event Sourcing over gRPC, use the ReplicationReplication grpcReplication method, which takes ReplicationSettingsReplicationSettings, a factory function for the behavior, and an actor system.

The factory function will be passed a ReplicatedBehaviorsReplicatedBehaviors factory that must be used to set up the replicated event sourced behavior. Its setup method provides a ReplicationContextReplicationContext to create an EventSourcedBehavior which will then be configured for replication. The behavior factory can be composed with other behavior factories, if access to the actor context or timers are needed.

Scala
sourcedef init(implicit system: ActorSystem[_]): Replication[Command] = {
  val replicationSettings = ReplicationSettings[Command](EntityType, R2dbcReplication())
  Replication.grpcReplication(replicationSettings)(ShoppingCart.apply)
}

def apply(replicatedBehaviors: ReplicatedBehaviors[Command, Event, State]): Behavior[Command] = {
  Behaviors.setup[Command] { context =>
    replicatedBehaviors.setup { replicationContext =>
      new ShoppingCart(context, replicationContext).behavior()
    }
  }
}
Java
sourcepublic static Replication<Command> init(ActorSystem<?> system) {
  ReplicationSettings<Command> replicationSettings =
      ReplicationSettings.create(
          Command.class,
          ShoppingCart.ENTITY_TYPE,
          R2dbcReplication.create(system),
          system);
  return Replication.grpcReplication(replicationSettings, ShoppingCart::create, system);
}

public static Behavior<Command> create(
    ReplicatedBehaviors<Command, Event, State> replicatedBehaviors) {
  return Behaviors.setup(
      context ->
          replicatedBehaviors.setup(
              replicationContext -> new ShoppingCart(context, replicationContext)));
}

Settings

The ReplicationSettingsReplicationSettings applycreate factory methods can accept an entity name, a ReplicationProjectionProviderReplicationProjectionProvider and an actor system. The configuration of that system is expected to have a top level entry with the entity name containing this structure:

Scala
source# Replication configuration for the ShoppingCart. Note that config `replicated-shopping-cart`
# is the same as the ShoppingCart entity type name.
replicated-shopping-cart {
  # which of the replicas this node belongs to, should be the same
  # across the nodes of each replica Akka cluster.
  self-replica-id = us-east-1

  # Pick it up from an environment variable to re-use the same config
  # without changes across replicas
  self-replica-id = ${?SELF_REPLICA}

  # max number of parallel in-flight (sent over sharding) entity updates
  # per consumer/projection
  parallel-updates = 8

  # Fail the replication stream (and restart with backoff) if completing
  # the write of a replicated event reaching the cluster takes more time
  # than this.
  entity-event-replication-timeout = 10s

  replicas: [
    {
      # Unique identifier of the replica/datacenter, is stored in the events
      # and cannot be changed after events have been persisted.
      replica-id = "us-east-1"

      # Number of replication streams/projections to start to consume events
      # from this replica
      number-of-consumers = 4

      # Akka gRPC client config block for how to reach this replica
      # from the other replicas, note that binding the server/publishing
      # endpoint of each replica is done separately, in code.
      grpc.client {
        host = "k8s-shopping-604179632a-148180922.us-east-2.elb.amazonaws.com"
        host = ${?US_EAST_1_GRPC_HOST}
        port = 443
        port = ${?US_EAST_1_GRPC_PORT}
        use-tls = true
      }
    },
    {
      replica-id = "eu-west-1"
      number-of-consumers = 4
      # Optional - only run replication stream consumers for events from the
      # remote replica on nodes with this role
      consumers-on-cluster-role = replication-consumer
      grpc.client {
        host = "k8s-shopping-19708e1324-24617530ddc6d2cb.elb.eu-west-1.amazonaws.com"
        host = ${?EU_WEST_1_GRPC_HOST}
        port = 443
        port = ${?EU_WEST_1_GRPC_PORT}
      }
    }
  ]
}
Java
source# Replication configuration for the ShoppingCart. Note that config `replicated-shopping-cart`
# is the same as the ShoppingCart entity type name.
replicated-shopping-cart {
  # which of the replicas this node belongs to, should be the same
  # across the nodes of each replica Akka cluster.
  self-replica-id = us-east-1

  # Pick it up from an environment variable to re-use the same config
  # without changes across replicas
  self-replica-id = ${?SELF_REPLICA}

  # max number of parallel in-flight (sent over sharding) entity updates
  # per consumer/projection
  parallel-updates = 8

  # Fail the replication stream (and restart with backoff) if completing
  # the write of a replicated event reaching the cluster takes more time
  # than this.
  entity-event-replication-timeout = 10s

  replicas: [
    {
      # Unique identifier of the replica/datacenter, is stored in the events
      # and cannot be changed after events have been persisted.
      replica-id = "us-east-1"

      # Number of replication streams/projections to start to consume events
      # from this replica
      number-of-consumers = 4

      # Akka gRPC client config block for how to reach this replica
      # from the other replicas, note that binding the server/publishing
      # endpoint of each replica is done separately, in code.
      grpc.client {
        host = "k8s-shopping-604179632a-148180922.us-east-2.elb.amazonaws.com"
        host = ${?US_EAST_1_GRPC_HOST}
        port = 443
        port = ${?US_EAST_1_GRPC_PORT}
        use-tls = true
      }
    },
    {
      replica-id = "eu-west-1"
      number-of-consumers = 4
      # Optional - only run replication stream consumers for events from the
      # remote replica on nodes with this role
      consumers-on-cluster-role = replication-consumer
      grpc.client {
        host = "k8s-shopping-19708e1324-24617530ddc6d2cb.elb.eu-west-1.amazonaws.com"
        host = ${?EU_WEST_1_GRPC_HOST}
        port = 443
        port = ${?EU_WEST_1_GRPC_PORT}
      }
    }
  ]
}

The entries in the block refer to the local replica while replicas is a list of all replicas, including the node itself, with details about how to reach the replicas across the network.

The grpc.client section for each of the replicas is used for setting up the Akka gRPC client and supports the same discovery, TLS and other connection options as when using Akka gRPC directly. For more details see Akka gRPC configuration.

It is also possible to set up ReplicationSettingsReplicationSettings through APIs only and not rely on the configuration file at all.

Fully connected topology

In a network topology where each replica cluster can connect to each other replica cluster the configuration should list all replicas and gRPC server must be started in each replica.

Binding the publisher

Binding the publisher is a manual step to allow arbitrary customization of the Akka HTTP server and combining the endpoint with other HTTP and gRPC routes.

When there is only a single replicated entity and no other usage of Akka gRPC Projections in an application a convenience is provided through createSingleServiceHandler on ReplicationReplication which will create a single handler:

Scala
sourceval replicatedShoppingCart = ShoppingCart.init(system)
// alternatively
// val replicatedShoppingCart = ShoppingCart.initWithProducerFilter(system)
val replicationService = replicatedShoppingCart.createSingleServiceHandler()
Java
sourceReplication<ShoppingCart.Command> replicatedShoppingCart = ShoppingCart.init(system);
// alternatively
// Replication<ShoppingCart.Command> replicatedShoppingCart = ShoppingCart.initWithProducerFilter(system);
Function<HttpRequest, CompletionStage<HttpResponse>> replicationService =
    replicatedShoppingCart.createSingleServiceHandler();

This can then be bound:

Scala
sourceval service: HttpRequest => Future[HttpResponse] =
  ServiceHandler.concatOrNotFound(
    replicationService,
    proto.ShoppingCartServiceHandler.partial(grpcService),
    // ServerReflection enabled to support grpcurl without import-path and proto parameters
    ServerReflection.partial(List(proto.ShoppingCartService)))

val bound =
  Http()
    .newServerAt(interface, port)
    .bind(service)
    .map(_.addToCoordinatedShutdown(3.seconds))
Java
sourceFunction<HttpRequest, CompletionStage<HttpResponse>> service =
    ServiceHandler.concatOrNotFound(
        replicationService,
        ShoppingCartServiceHandlerFactory.create(grpcService, system),
        // ServerReflection enabled to support grpcurl without import-path and proto parameters
        ServerReflection.create(
            Collections.singletonList(ShoppingCartService.description), system));

CompletionStage<ServerBinding> bound =
    Http.get(system).newServerAt(host, port).bind(service::apply);

When multiple producers exist, all instances of EventProducerSettingsEventProducerSettings need to be passed at once to EventProducer.grpcServiceHandler to create a single producer service handling each of the event streams.

Scala
sourceval replication: Replication[MyCommand] =
  Replication.grpcReplication(settings)(MyReplicatedBehavior.apply)

val allSources: Set[EventProducerSource] = {
  Set(
    replication.eventProducerSource,
    // producers from other replicated entities or gRPC projections
    otherReplication.eventProducerSource)
}
val route = EventProducer.grpcServiceHandler(allSources)

val handler = ServiceHandler.concatOrNotFound(route)
Java
sourceSet<EventProducerSource> allSources = new HashSet<>();

Replication<MyCommand> replication = ShoppingCart.init(system);
allSources.add(replication.eventProducerService());

// add additional EventProducerSource from other entities or
// Akka Projection gRPC
allSources.add(otherReplication.eventProducerService());

Function<HttpRequest, CompletionStage<HttpResponse>> route =
    EventProducer.grpcServiceHandler(system, allSources);

@SuppressWarnings("unchecked")
Function<HttpRequest, CompletionStage<HttpResponse>> handler =
    ServiceHandler.concatOrNotFound(route);

The Akka HTTP server must be running with HTTP/2, this is done through config:

Scala
sourceakka.http.server.enable-http2 = on
Java
sourceakka.http.server.enable-http2 = on

Edge topology

In some use cases it is not possible to use a fully connected topology, for example because of firewalls or NAT in front of each producer. The consumer may also not know about all producers up front.

This is typical when using Replicated Event Sourcing at the edge. where the connection can only be established from the edge service to the cloud service.

For this purpose, Akka Replicated Event Sourcing gRPC has a mode where the replication streams for both consuming and producing events are initiated by one side. In this way a star topology can be defined, and it’s possible to combine with replicas that are fully connected.

You would still define how to connect to other replicas as described above, but it’s only needed on the edge side, and it would typically only define one or a few cloud replicas that it will connect to. A gRPC server is not needed on the edge side, because there are no incoming connections.

On the edge side you start with Replication.grpcEdgeReplication.

Scala
sourcedef initEdge(implicit system: ActorSystem[_]): EdgeReplication[Command] = {
  val replicationSettings = ReplicationSettings[Command](EntityType, R2dbcReplication())
  Replication.grpcEdgeReplication(replicationSettings)(ShoppingCart.apply)
}
Java
sourcepublic static EdgeReplication<Command> initEdge(ActorSystem<?> system) {
  ReplicationSettings<Command> replicationSettings =
      ReplicationSettings.create(
              Command.class,
              ShoppingCart.ENTITY_TYPE,
              R2dbcReplication.create(system),
              system);
  return Replication.grpcEdgeReplication(replicationSettings, ShoppingCart::create, system);
}

On the cloud side you would start with Replication.grpcReplication as described above, but with the addition withEdgeReplication(true) in the ReplicationSettingsReplicationSettings or enable akka.projection.grpc.replication.accept-edge-replication configuration.

Scala
sourcedef initAllowEdge(implicit system: ActorSystem[_]): EdgeReplication[Command] = {
  val replicationSettings = ReplicationSettings[Command](EntityType, R2dbcReplication())
    .withEdgeReplication(true)
  Replication.grpcEdgeReplication(replicationSettings)(ShoppingCart.apply)
}
Java
sourcepublic static Replication<Command> initAllowEdge(ActorSystem<?> system) {
  ReplicationSettings<Command> replicationSettings =
      ReplicationSettings.create(
          Command.class,
          ShoppingCart.ENTITY_TYPE,
          R2dbcReplication.create(system),
          system)
          .withEdgeReplication(true);
  return Replication.grpcReplication(replicationSettings, ShoppingCart::create, system);
}

Serialization of events

The events are serialized for being passed over the wire using the same Akka serializer as configured for serializing the events for storage.

Note that having separate replicas increases the risk that two different serialized formats and versions of the serializer are running at the same time, so extra care must be taken when changing the events and their serialization and deploying new versions of the application to the replicas.

For some scenarios it may be necessary to do a two-step deploy of format changes to not lose data, first deploy support for a new serialization format so that all replicas can deserialize it, then a second deploy where the new field is actually populated with data.

Filters

By default, events from all Replicated Event Sourced entities are replicated.

The same kind of filters as described in Akka Projection gRPC Filters can be used for Replicated Event Sourcing.

The producer filter is defined with withProducerFilter or withProducerFilterTopicExpression in ReplicationSettingsReplicationSettings:

Scala
sourcedef initWithProducerFilter(implicit system: ActorSystem[_]): Replication[Command] = {
  val producerFilter: EventEnvelope[Event] => Boolean = { envelope =>
    envelope.tags.contains(VipCustomerTag)
  }
  val replicationSettings = ReplicationSettings[Command](EntityType, R2dbcReplication())
    .withProducerFilter(producerFilter)

  Replication.grpcReplication(replicationSettings)(ShoppingCart.applyWithProducerFilter)
}

def applyWithProducerFilter(replicatedBehaviors: ReplicatedBehaviors[Command, Event, State]): Behavior[Command] = {
  Behaviors.setup[Command] { context =>
    replicatedBehaviors.setup { replicationContext =>
      new ShoppingCart(context, replicationContext, onlyReplicateVip = true).behavior()
    }
  }
}
Java
sourcepublic static Replication<Command> initWithProducerFilter(ActorSystem<?> system) {
  Predicate<EventEnvelope<Event>> producerFilter =
      envelope -> envelope.getTags().contains(VIP_CUSTOMER_TAG);
  ReplicationSettings<Command> replicationSettings =
      ReplicationSettings.create(
          Command.class,
          ShoppingCart.ENTITY_TYPE,
          R2dbcReplication.create(system),
          system)
          .withProducerFilter(producerFilter);

  return Replication.grpcReplication(replicationSettings,  ShoppingCart::createWithProducerFilter, system);
}

public static Behavior<Command> createWithProducerFilter(
    ReplicatedBehaviors<Command, Event, State> replicatedBehaviors) {
  return Behaviors.setup(
      context ->
          replicatedBehaviors.setup(
              replicationContext -> new ShoppingCart(
                  context,
                  replicationContext,
                  true // onlyReplicateVip flag
                  )));
}

The initial consumer filter is defined with withInitialConsumerFilter in ReplicationSettingsReplicationSettings. Consumer defined filters can be updated in runtime as described in Akka Projection gRPC Consumer defined filter

One thing to note is that streamId is always the same as the entityType when using Replicated Event Sourcing.

The entity id based filter criteria must include the replica id as suffix to the entity id, with | separator.

Sample projects

Source code and build files for complete sample projects can be found in the Akka Distributed Cluster Guide and Akka Edge Guide.

Security

Mutual authentication with TLS can be setup according to the Akka gRPC documentation

Access control

From the consumer

The consumer can pass metadata, such as auth headers, in each request to the producer service by specifying MetadataMetadata as additionalRequestMetadata when creating each ReplicaReplica

In the producer

Authentication and authorization for the producer can be done by implementing an EventProducerInterceptorEventProducerInterceptor and passing it to the grpcServiceHandler method during producer bootstrap. The interceptor is invoked with the stream id and gRPC request metadata for each incoming request and can return a suitable error through GrpcServiceExceptionGrpcServiceException

Migrating from non-replicated

It is possible to migrate from an ordinary single-writer EventSourcedBehavior to a ReplicatedEventSourcedBehavior. The events are stored in the same way, aside from some metadata that is filled in automatically if it’s missing.

The ReplicaId for the where the original entity was located should be empty. This makes sure that the same PersistenceId and same events are used for the original replica.

The aspects of Resolving conflicting updates must be considered in the logic of the event handler when migrating to Replicated Event Sourcing.

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