diff --git a/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/automation/RewardComputationTrigger.scala b/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/automation/RewardComputationTrigger.scala
index 8acdc04e63..d0428a1905 100644
--- a/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/automation/RewardComputationTrigger.scala
+++ b/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/automation/RewardComputationTrigger.scala
@@ -4,14 +4,17 @@
 package org.lfdecentralizedtrust.splice.scan.automation
 
 import org.apache.pekko.stream.Materializer
+import com.daml.metrics.api.MetricsContext
 import org.lfdecentralizedtrust.splice.automation.{
   PollingParallelTaskExecutionTrigger,
   TaskOutcome,
   TaskSuccess,
   TriggerContext,
 }
+import org.lfdecentralizedtrust.splice.scan.metrics.RewardComputationMetrics
 import org.lfdecentralizedtrust.splice.scan.store.{AppActivityStore, ScanAppRewardsStore}
 import org.lfdecentralizedtrust.splice.store.UpdateHistory
+import com.digitalasset.canton.lifecycle.{AsyncOrSyncCloseable, SyncCloseable}
 import com.digitalasset.canton.logging.pretty.{Pretty, PrettyPrinting}
 import com.digitalasset.canton.tracing.TraceContext
 import io.opentelemetry.api.trace.Tracer
@@ -38,6 +41,12 @@ class RewardComputationTrigger(
     mat: Materializer,
 ) extends PollingParallelTaskExecutionTrigger[RewardComputationTrigger.Task] {
 
+  private val rewardMetrics = new RewardComputationMetrics(context.metricsFactory)(
+    MetricsContext(
+      "current_migration_id" -> updateHistory.domainMigrationInfo.currentMigrationId.toString
+    )
+  )
+
   override def retrieveTasks()(implicit
       tc: TraceContext
   ): Future[Seq[RewardComputationTrigger.Task]] = {
@@ -61,7 +70,16 @@ class RewardComputationTrigger(
   )(implicit tc: TraceContext): Future[TaskOutcome] =
     appRewardsStore
       .computeAndStoreRewards(task.roundNumber)
-      .map(_ => TaskSuccess(s"Computed rewards for round ${task.roundNumber}"))
+      .map { summary =>
+        rewardMetrics.record(summary)
+        TaskSuccess(
+          s"Computed rewards for round ${task.roundNumber}: " +
+            s"${summary.activePartiesCount} active parties, " +
+            s"${summary.activityRecordsCount} activity records, " +
+            s"${summary.rewardedPartiesCount} rewarded parties, " +
+            s"${summary.batchesCreatedCount} batches"
+        )
+      }
 
   override protected def isStaleTask(
       task: RewardComputationTrigger.Task
@@ -69,6 +87,10 @@ class RewardComputationTrigger(
     appRewardsStore
       .lookupLatestRoundWithRewardComputation()
       .map(_.exists(_ >= task.roundNumber))
+
+  override def closeAsync(): Seq[AsyncOrSyncCloseable] =
+    super.closeAsync() :+
+      SyncCloseable("RewardComputationMetrics", rewardMetrics.close())
 }
 
 object RewardComputationTrigger {
diff --git a/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/metrics/RewardComputationMetrics.scala b/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/metrics/RewardComputationMetrics.scala
new file mode 100644
index 0000000000..113a3bd983
--- /dev/null
+++ b/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/metrics/RewardComputationMetrics.scala
@@ -0,0 +1,67 @@
+// Copyright (c) 2024 Digital Asset (Switzerland) GmbH and/or its affiliates. All rights reserved.
+// SPDX-License-Identifier: Apache-2.0
+
+package org.lfdecentralizedtrust.splice.scan.metrics
+
+import com.daml.metrics.api.MetricHandle.{Gauge, LabeledMetricsFactory}
+import com.daml.metrics.api.MetricQualification.Traffic
+import com.daml.metrics.api.{MetricInfo, MetricName, MetricsContext}
+import org.lfdecentralizedtrust.splice.environment.SpliceMetrics
+import org.lfdecentralizedtrust.splice.scan.store.db.DbScanAppRewardsStore.RewardComputationSummary
+
+class RewardComputationMetrics(metricsFactory: LabeledMetricsFactory)(implicit
+    metricsContext: MetricsContext
+) extends AutoCloseable {
+  private val prefix: MetricName =
+    SpliceMetrics.MetricsPrefix :+ "scan" :+ "reward_computation"
+
+  val activePartiesCount: Gauge[Long] = metricsFactory.gauge(
+    MetricInfo(
+      name = prefix :+ "active_parties_count",
+      summary = "Number of parties with activity in the latest computed round",
+      qualification = Traffic,
+    ),
+    0L,
+  )(metricsContext)
+
+  val activityRecordsCount: Gauge[Long] = metricsFactory.gauge(
+    MetricInfo(
+      name = prefix :+ "activity_records_count",
+      summary = "Number of activity records in the latest computed round",
+      qualification = Traffic,
+    ),
+    0L,
+  )(metricsContext)
+
+  val rewardedPartiesCount: Gauge[Long] = metricsFactory.gauge(
+    MetricInfo(
+      name = prefix :+ "rewarded_parties_count",
+      summary = "Number of parties with rewards in the latest computed round",
+      qualification = Traffic,
+    ),
+    0L,
+  )(metricsContext)
+
+  val batchesCreatedCount: Gauge[Long] = metricsFactory.gauge(
+    MetricInfo(
+      name = prefix :+ "batches_created_count",
+      summary = "Number of reward batches created in the latest computed round",
+      qualification = Traffic,
+    ),
+    0L,
+  )(metricsContext)
+
+  def record(summary: RewardComputationSummary): Unit = {
+    activePartiesCount.updateValue(summary.activePartiesCount)
+    activityRecordsCount.updateValue(summary.activityRecordsCount)
+    rewardedPartiesCount.updateValue(summary.rewardedPartiesCount)
+    batchesCreatedCount.updateValue(summary.batchesCreatedCount)
+  }
+
+  override def close(): Unit = {
+    activePartiesCount.close()
+    activityRecordsCount.close()
+    rewardedPartiesCount.close()
+    batchesCreatedCount.close()
+  }
+}
diff --git a/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/store/ScanAppRewardsStore.scala b/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/store/ScanAppRewardsStore.scala
index 46af735fa9..ad08436e88 100644
--- a/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/store/ScanAppRewardsStore.scala
+++ b/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/store/ScanAppRewardsStore.scala
@@ -4,6 +4,7 @@
 package org.lfdecentralizedtrust.splice.scan.store
 
 import com.digitalasset.canton.tracing.TraceContext
+import org.lfdecentralizedtrust.splice.scan.store.db.DbScanAppRewardsStore.RewardComputationSummary
 
 import scala.concurrent.Future
 
@@ -28,5 +29,5 @@ trait ScanAppRewardsStore {
     */
   def computeAndStoreRewards(roundNumber: Long)(implicit
       tc: TraceContext
-  ): Future[Unit]
+  ): Future[RewardComputationSummary]
 }
diff --git a/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/store/db/DbScanAppRewardsStore.scala b/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/store/db/DbScanAppRewardsStore.scala
index 6f1bcbfd94..34299f7faa 100644
--- a/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/store/db/DbScanAppRewardsStore.scala
+++ b/apps/scan/src/main/scala/org/lfdecentralizedtrust/splice/scan/store/db/DbScanAppRewardsStore.scala
@@ -79,6 +79,14 @@ object DbScanAppRewardsStore {
       roundNumber: Long,
       rootHash: ByteString,
   )
+
+  /** Summary of a single round's reward computation, for metrics reporting. */
+  final case class RewardComputationSummary(
+      activePartiesCount: Long,
+      activityRecordsCount: Long,
+      rewardedPartiesCount: Long,
+      batchesCreatedCount: Long,
+  )
 }
 
 class DbScanAppRewardsStore(
@@ -177,6 +185,16 @@ class DbScanAppRewardsStore(
     )
   }
 
+  private implicit val getResultRewardComputationSummary
+      : GetResult[DbScanAppRewardsStore.RewardComputationSummary] = GetResult { prs =>
+    DbScanAppRewardsStore.RewardComputationSummary(
+      activePartiesCount = prs.<<[Long],
+      activityRecordsCount = prs.<<[Long],
+      rewardedPartiesCount = prs.<<[Long],
+      batchesCreatedCount = prs.<<[Long],
+    )
+  }
+
   // -- app_activity_party_totals --------------------------------------------
 
   private def batchInsertAppActivityPartyTotals(
@@ -496,8 +514,11 @@ class DbScanAppRewardsStore(
     */
   def computeAndStoreRewards(
       roundNumber: Long
-  )(implicit tc: TraceContext): Future[Unit] =
-    aggregateActivityTotals(roundNumber)
+  )(implicit tc: TraceContext): Future[DbScanAppRewardsStore.RewardComputationSummary] =
+    for {
+      _ <- aggregateActivityTotals(roundNumber)
+      summary <- readComputationSummary(roundNumber)
+    } yield summary
 
   /** Aggregate per-party and per-round activity totals for the given round from
     * `app_activity_record_store`.
@@ -634,6 +655,32 @@ class DbScanAppRewardsStore(
     )
   }
 
+  // -- Computation summary ----------------------------------------------------
+
+  /** Read back the summary counters for a round that was just computed,
+    * within the same transaction.
+    */
+  private def readComputationSummary(roundNumber: Long)(implicit
+      tc: TraceContext
+  ): Future[DbScanAppRewardsStore.RewardComputationSummary] =
+    runQuery(
+      sql"""select
+            (select active_app_provider_parties_count
+             from #${Tables.appActivityRoundTotals}
+             where history_id = $historyId and round_number = $roundNumber),
+            (select activity_records_count
+             from #${Tables.appActivityRoundTotals}
+             where history_id = $historyId and round_number = $roundNumber),
+            (select coalesce(rewarded_app_provider_parties_count, 0)
+             from #${Tables.appRewardRoundTotals}
+             where history_id = $historyId and round_number = $roundNumber),
+            (select count(*)
+             from #${Tables.appRewardBatchHashes}
+             where history_id = $historyId and round_number = $roundNumber)
+    """.as[DbScanAppRewardsStore.RewardComputationSummary].head,
+      "appRewards.readComputationSummary",
+    )
+
   // -- Private helpers -------------------------------------------------------
 
   private def runQuery[T](
diff --git a/apps/scan/src/test/scala/org/lfdecentralizedtrust/splice/scan/store/DbScanAppRewardsStoreTest.scala b/apps/scan/src/test/scala/org/lfdecentralizedtrust/splice/scan/store/DbScanAppRewardsStoreTest.scala
index 30c8e49525..1aabe2db2a 100644
--- a/apps/scan/src/test/scala/org/lfdecentralizedtrust/splice/scan/store/DbScanAppRewardsStoreTest.scala
+++ b/apps/scan/src/test/scala/org/lfdecentralizedtrust/splice/scan/store/DbScanAppRewardsStoreTest.scala
@@ -500,6 +500,54 @@ class DbScanAppRewardsStoreTest
       }
     }
 
+    // -- computeAndStoreRewards summary tests ----------------------------------
+
+    "computeAndStoreRewards — returns correct summary counts" in {
+      for {
+        (store, historyId) <- newStore()
+        _ <- insertSentinelRecords(historyId, roundNumber)
+        // 3 activity records, 2 parties (alice in 2 records, bob in 2)
+        _ <- insertActivityRecord(
+          historyId,
+          roundNumber,
+          Seq("alice::provider", "bob::provider"),
+          Seq(3000000L, 2000000L),
+        )
+        _ <- insertActivityRecord(
+          historyId,
+          roundNumber,
+          Seq("alice::provider"),
+          Seq(1000000L),
+        )
+        _ <- insertActivityRecord(
+          historyId,
+          roundNumber,
+          Seq("bob::provider"),
+          Seq(500000L),
+        )
+        summary <- store.computeAndStoreRewards(roundNumber)
+      } yield {
+        summary.activePartiesCount shouldBe 2L
+        summary.activityRecordsCount shouldBe 4L // sum of per-party counts: alice=2 + bob=2
+        // TODO(#4382): update when full reward pipeline is wired into computeAndStoreRewards
+        summary.rewardedPartiesCount shouldBe 0L
+        summary.batchesCreatedCount shouldBe 0L
+      }
+    }
+
+    "computeAndStoreRewards — empty round returns zero counts" in {
+      for {
+        (store, historyId) <- newStore()
+        _ <- insertSentinelRecords(historyId, roundNumber)
+        summary <- store.computeAndStoreRewards(roundNumber)
+      } yield {
+        summary.activePartiesCount shouldBe 0L
+        summary.activityRecordsCount shouldBe 0L
+        summary.rewardedPartiesCount shouldBe 0L
+        summary.batchesCreatedCount shouldBe 0L
+      }
+    }
+
     // -- computeRewardTotals tests -------------------------------------------
 
     val rewardTotalsTestCases = Seq(