diff --git a/README.md b/README.md
index 2b35664e..d6dbefcf 100644
--- a/README.md
+++ b/README.md
@@ -75,6 +75,29 @@ val records: IO[ConsumerRecords[String, String]] = consumer.use { consumer =>
 }
 ```
 
+## Java client metrics example
+
+The example below demonstrates creation of `Consumer`, but same can be done for `Producer` as well.
+
+> :warning: using `ConsumerMetricsOf.withJavaClientMetrics`  (or its alternative `metrics.exposeJavaClientMetrics`) 
+> registers new Prometheus collector under the hood. Please use unique prefixes for each collector 
+> to avoid duplicated metrics in Prometheus (i.e. runtime exception on registration). 
+> Prefix can be set as parameter in: `ConsumerMetricsOf.withJavaClientMetrics(prometheus, Some("the_prefix"))`
+
+```scala
+import ConsumerMetricsOf.*
+
+val config: ConsumerConfig = ???
+val prometheus: CollectorRegistry = ???
+val metrics: ConsumerMetrics[IO] = ???
+
+for {
+  metrics   <- metrics.exposeJavaClientMetrics(prometheus)
+  consumerOf = ConsumerOf.apply1(metrics1.some) 
+  consumer  <- consumerOf(config)
+} yield ???
+```
+
 ## Setup
 
 ```scala
diff --git a/build.sbt b/build.sbt
index 70b26b14..99112428 100644
--- a/build.sbt
+++ b/build.sbt
@@ -39,7 +39,9 @@ lazy val commonSettings = Seq(
     ProblemFilters.exclude[ReversedMissingMethodProblem]("com.evolutiongaming.skafka.consumer.Consumer.subscribe"),
     ProblemFilters.exclude[DirectMissingMethodProblem](
       "com.evolutiongaming.skafka.Converters#MapJOps.asScalaMap$extension"
-    )
+    ),
+    ProblemFilters.exclude[DirectMissingMethodProblem]("com.evolutiongaming.skafka.consumer.ConsumerMetrics#ConsumerMetricsOps.mapK$extension"),
+    ProblemFilters.exclude[DirectMissingMethodProblem]("com.evolutiongaming.skafka.producer.ProducerMetrics#ProducerMetricsOps.mapK$extension"),
   )
 )
 
diff --git a/modules/metrics/src/main/scala/com/evolutiongaming/skafka/consumer/ConsumerMetricsOf.scala b/modules/metrics/src/main/scala/com/evolutiongaming/skafka/consumer/ConsumerMetricsOf.scala
new file mode 100644
index 00000000..ef02d20b
--- /dev/null
+++ b/modules/metrics/src/main/scala/com/evolutiongaming/skafka/consumer/ConsumerMetricsOf.scala
@@ -0,0 +1,66 @@
+package com.evolutiongaming.skafka.consumer
+
+import cats.effect.{Resource, Sync}
+import cats.effect.std.UUIDGen
+import com.evolutiongaming.catshelper.ToTry
+import com.evolutiongaming.skafka.{Topic, TopicPartition}
+import com.evolutiongaming.skafka.metrics.KafkaMetricsRegistry
+import io.prometheus.client.CollectorRegistry
+
+import scala.concurrent.duration.FiniteDuration
+
+object ConsumerMetricsOf {
+
+  /**
+    * Construct [[ConsumerMetrics]] that will expose Java Kafka client metrics.
+    *
+    * @param source original [[ConsumerMetrics]]
+    * @param prometheus instance of Prometheus registry
+    * @param prefix metric name prefix
+    * @return [[ConsumerMetrics]] that exposes Java Kafka client metrics
+    */
+  def withJavaClientMetrics[F[_]: Sync: ToTry: UUIDGen](
+    source: ConsumerMetrics[F],
+    prometheus: CollectorRegistry,
+    prefix: Option[String],
+  ): Resource[F, ConsumerMetrics[F]] =
+    for {
+      registry <- KafkaMetricsRegistry.of(prometheus, prefix)
+    } yield new ConsumerMetrics[F] {
+      override def call(name: String, topic: Topic, latency: FiniteDuration, success: Boolean): F[Unit] =
+        source.call(name, topic, latency, success)
+
+      override def poll(topic: Topic, bytes: Int, records: Int, age: Option[FiniteDuration]): F[Unit] =
+        source.poll(topic, bytes, records, age)
+
+      override def count(name: String, topic: Topic): F[Unit] =
+        source.count(name, topic)
+
+      override def rebalance(name: String, topicPartition: TopicPartition): F[Unit] =
+        source.rebalance(name, topicPartition)
+
+      override def topics(latency: FiniteDuration): F[Unit] =
+        source.topics(latency)
+
+      override def exposeJavaMetrics[K, V](consumer: Consumer[F, K, V]): Resource[F, Unit] =
+        registry.register(consumer.clientMetrics)
+
+    }
+
+  implicit final class ConsumerMetricsOps[F[_]](val source: ConsumerMetrics[F]) extends AnyVal {
+
+    /**
+      * Construct [[ConsumerMetrics]] that will expose Java Kafka client metrics.
+      *
+      * @param prometheus instance of Prometheus registry
+      * @param prefix metric name prefix
+      * @return [[ConsumerMetrics]] that exposes Java Kafka client metrics
+      */
+    def exposeJavaClientMetrics(
+      prometheus: CollectorRegistry,
+      prefix: Option[String] = None,
+    )(implicit F: Sync[F], toTry: ToTry[F]): Resource[F, ConsumerMetrics[F]] =
+      withJavaClientMetrics(source, prometheus, prefix)
+
+  }
+}
diff --git a/modules/metrics/src/main/scala/com/evolutiongaming/skafka/metrics/KafkaMetricsRegistry.scala b/modules/metrics/src/main/scala/com/evolutiongaming/skafka/metrics/KafkaMetricsRegistry.scala
new file mode 100644
index 00000000..d93e4862
--- /dev/null
+++ b/modules/metrics/src/main/scala/com/evolutiongaming/skafka/metrics/KafkaMetricsRegistry.scala
@@ -0,0 +1,85 @@
+package com.evolutiongaming.skafka.metrics
+
+import cats.syntax.all._
+import cats.effect.syntax.resource._
+import cats.effect.{Resource, Ref, Sync}
+import cats.effect.std.UUIDGen
+import com.evolutiongaming.catshelper.ToTry
+import com.evolutiongaming.skafka.ClientMetric
+import io.prometheus.client.CollectorRegistry
+
+import java.util.UUID
+
+/**
+  * Allows reporting metrics of multiple Kafka clients inside a single VM.
+  *
+  * Example:
+  * {{{
+  *   val prometheus: CollectorRegistry = ???
+  *   val consumerOf: ConsumerOf[F] = ???
+  *   val producerOf: ProducerOf[F] = ???
+  *
+  *   for {
+  *     registry <- KafkaMetricsRegistry.of(prometheus)
+  *
+  *     consumer <- consumerOf(consumerConfig)
+  *     _        <- registry.register(consumer.clientMetrics)
+  *
+  *     producer <- producerOf(producerConfig)
+  *     _        <- registry.register(producer.clientMetrics)
+  *   } yield ()
+  * }}}
+  */
+trait KafkaMetricsRegistry[F[_]] {
+
+  /**
+    * Register a function to obtain a list of client metrics.
+    * Normally, you would pass
+    * [[com.evolutiongaming.skafka.consumer.Consumer#clientMetrics]] or
+    * [[com.evolutiongaming.skafka.producer.Producer#clientMetrics]]
+    */
+  def register(metrics: F[Seq[ClientMetric[F]]]): Resource[F, Unit]
+}
+
+object KafkaMetricsRegistry {
+
+  def of[F[_]: Sync: ToTry: UUIDGen](
+    prometheus: CollectorRegistry,
+    prefix: Option[String] = None,
+  ): Resource[F, KafkaMetricsRegistry[F]] =
+    for {
+      sources <- Ref[F].of(Map.empty[UUID, F[Seq[ClientMetric[F]]]]).toResource
+
+      metrics = sources
+        .get
+        .flatMap { sources =>
+          sources
+            .toList
+            .flatTraverse {
+              case (uuid, metrics) =>
+                metrics.map { metrics =>
+                  metrics.toList.map { metric => metric.copy(tags = metric.tags + ("uuid" -> uuid.toString)) }
+                }
+            }
+        }
+        .widen[Seq[ClientMetric[F]]]
+
+      collector = new KafkaMetricsCollector[F](metrics, prefix)
+      allocate  = Sync[F].delay { prometheus.register(collector) }
+      release   = Sync[F].delay { prometheus.unregister(collector) }
+
+      _ <- Resource.make(allocate)(_ => release)
+    } yield new KafkaMetricsRegistry[F] {
+
+      def register(metrics: F[Seq[ClientMetric[F]]]): Resource[F, Unit] =
+        for {
+          uuid <- UUIDGen[F].randomUUID.toResource
+
+          allocate = sources.update { sources => sources.updated(uuid, metrics) }
+          release  = sources.update { sources => sources - uuid }
+
+          _ <- Resource.make(allocate)(_ => release)
+        } yield {}
+    }
+
+}
diff --git a/modules/metrics/src/main/scala/com/evolutiongaming/skafka/producer/ProducerMetricsOf.scala b/modules/metrics/src/main/scala/com/evolutiongaming/skafka/producer/ProducerMetricsOf.scala
new file mode 100644
index 00000000..ee3ce3a8
--- /dev/null
+++ b/modules/metrics/src/main/scala/com/evolutiongaming/skafka/producer/ProducerMetricsOf.scala
@@ -0,0 +1,72 @@
+package com.evolutiongaming.skafka.producer
+
+import cats.effect.{Resource, Sync}
+import cats.effect.std.UUIDGen
+import com.evolutiongaming.catshelper.ToTry
+import com.evolutiongaming.skafka.Topic
+import com.evolutiongaming.skafka.metrics.KafkaMetricsRegistry
+import io.prometheus.client.CollectorRegistry
+
+import scala.concurrent.duration.FiniteDuration
+
+object ProducerMetricsOf {
+
+  /**
+    * Construct [[ProducerMetrics]] that will expose Java Kafka client metrics.
+    *
+    * @param source original [[ProducerMetrics]]
+    * @param prometheus instance of Prometheus registry
+    * @param prefix metric name prefix
+    * @return [[ProducerMetrics]] that exposes Java Kafka client metrics
+    */
+  def withJavaClientMetrics[F[_]: Sync: ToTry: UUIDGen](
+    source: ProducerMetrics[F],
+    prometheus: CollectorRegistry,
+    prefix: Option[String],
+  ): Resource[F, ProducerMetrics[F]] =
+    for {
+      registry <- KafkaMetricsRegistry.of(prometheus, prefix)
+    } yield new ProducerMetrics[F] {
+      override def initTransactions(latency: FiniteDuration): F[Unit] = source.initTransactions(latency)
+
+      override def beginTransaction: F[Unit] = source.beginTransaction
+
+      override def sendOffsetsToTransaction(latency: FiniteDuration): F[Unit] = source.sendOffsetsToTransaction(latency)
+
+      override def commitTransaction(latency: FiniteDuration): F[Unit] = source.commitTransaction(latency)
+
+      override def abortTransaction(latency: FiniteDuration): F[Unit] = source.abortTransaction(latency)
+
+      override def send(topic: Topic, latency: FiniteDuration, bytes: Int): F[Unit] = source.send(topic, latency, bytes)
+
+      override def block(topic: Topic, latency: FiniteDuration): F[Unit] = source.block(topic, latency)
+
+      override def failure(topic: Topic, latency: FiniteDuration): F[Unit] = source.failure(topic, latency)
+
+      override def partitions(topic: Topic, latency: FiniteDuration): F[Unit] = source.partitions(topic, latency)
+
+      override def flush(latency: FiniteDuration): F[Unit] = source.flush(latency)
+
+      override def exposeJavaMetrics(producer: Producer[F]): Resource[F, Unit] =
+        registry.register(producer.clientMetrics)
+
+    }
+
+  implicit final class ProducerMetricsOps[F[_]](val source: ProducerMetrics[F]) extends AnyVal {
+
+    /**
+      * Construct [[ProducerMetrics]] that will expose Java Kafka client metrics.
+      *
+      * @param prometheus instance of Prometheus registry
+      * @param prefix metric name prefix
+      * @return [[ProducerMetrics]] that exposes Java Kafka client metrics
+      */
+    def exposeJavaClientMetrics(
+      prometheus: CollectorRegistry,
+      prefix: Option[String],
+    )(implicit F: Sync[F], toTry: ToTry[F]): Resource[F, ProducerMetrics[F]] =
+      withJavaClientMetrics(source, prometheus, prefix)
+
+  }
+
+}
diff --git a/skafka/src/main/scala/com/evolutiongaming/skafka/consumer/ConsumerMetrics.scala b/skafka/src/main/scala/com/evolutiongaming/skafka/consumer/ConsumerMetrics.scala
index 6d0f8340..a2d38504 100644
--- a/skafka/src/main/scala/com/evolutiongaming/skafka/consumer/ConsumerMetrics.scala
+++ b/skafka/src/main/scala/com/evolutiongaming/skafka/consumer/ConsumerMetrics.scala
@@ -1,6 +1,6 @@
 package com.evolutiongaming.skafka.consumer
 
-import cats.effect.Resource
+import cats.effect.{MonadCancel, Resource}
 import cats.implicits._
 import cats.{Applicative, Monad, ~>}
 import com.evolutiongaming.skafka.{ClientId, Topic, TopicPartition}
@@ -8,6 +8,7 @@ import com.evolutiongaming.smetrics.MetricsHelper._
 import com.evolutiongaming.smetrics.{CollectorRegistry, LabelNames, Quantiles}
 
 import scala.concurrent.duration.FiniteDuration
+import scala.annotation.nowarn
 
 trait ConsumerMetrics[F[_]] {
 
@@ -20,6 +21,9 @@ trait ConsumerMetrics[F[_]] {
   def rebalance(name: String, topicPartition: TopicPartition): F[Unit]
 
   def topics(latency: FiniteDuration): F[Unit]
+
+  private[consumer] def exposeJavaMetrics[K, V](@nowarn consumer: Consumer[F, K, V]): Resource[F, Unit] =
+    Resource.unit[F]
 }
 
 object ConsumerMetrics {
@@ -104,11 +108,11 @@ object ConsumerMetrics {
       bytesSummary      <- bytesSummary
       rebalancesCounter <- rebalancesCounter
       topicsLatency     <- topicsLatency
-      ageSummary        <- registry.summary(
-        name = s"${ prefix }_poll_age",
-        help = "Poll records age, time since record.timestamp",
+      ageSummary <- registry.summary(
+        name      = s"${prefix}_poll_age",
+        help      = "Poll records age, time since record.timestamp",
         quantiles = Quantiles.Default,
-        labels = LabelNames("client", "topic")
+        labels    = LabelNames("client", "topic")
       )
     } yield { (clientId: ClientId) =>
       new ConsumerMetrics[F] {
@@ -162,6 +166,7 @@ object ConsumerMetrics {
 
   implicit class ConsumerMetricsOps[F[_]](val self: ConsumerMetrics[F]) extends AnyVal {
 
+    @deprecated("Use mapK(f, g) instead", "16.2.0")
     def mapK[G[_]](f: F ~> G): ConsumerMetrics[G] = {
       new MapK with ConsumerMetrics[G] {
 
@@ -186,5 +191,36 @@ object ConsumerMetrics {
         }
       }
     }
+
+    def mapK[G[_]](
+      fg: F ~> G,
+      gf: G ~> F
+    )(implicit F: MonadCancel[F, Throwable], G: MonadCancel[G, Throwable]): ConsumerMetrics[G] = {
+      new MapK with ConsumerMetrics[G] {
+
+        def call(name: String, topic: Topic, latency: FiniteDuration, success: Boolean) = {
+          fg(self.call(name, topic, latency, success))
+        }
+
+        def poll(topic: Topic, bytes: Int, records: Int, age: Option[FiniteDuration]) = {
+          fg(self.poll(topic, bytes, records, age))
+        }
+
+        def count(name: String, topic: Topic) = {
+          fg(self.count(name, topic))
+        }
+
+        def rebalance(name: String, topicPartition: TopicPartition) = {
+          fg(self.rebalance(name, topicPartition))
+        }
+
+        def topics(latency: FiniteDuration) = {
+          fg(self.topics(latency))
+        }
+
+        override def exposeJavaMetrics[K, V](consumer: Consumer[G, K, V]) =
+          self.exposeJavaMetrics(consumer.mapK(gf, fg)).mapK(fg)
+      }
+    }
   }
 }
diff --git a/skafka/src/main/scala/com/evolutiongaming/skafka/consumer/ConsumerOf.scala b/skafka/src/main/scala/com/evolutiongaming/skafka/consumer/ConsumerOf.scala
index cd721f83..c9a97662 100644
--- a/skafka/src/main/scala/com/evolutiongaming/skafka/consumer/ConsumerOf.scala
+++ b/skafka/src/main/scala/com/evolutiongaming/skafka/consumer/ConsumerOf.scala
@@ -31,20 +31,31 @@ object ConsumerOf {
       def apply[K, V](config: ConsumerConfig)(implicit fromBytesK: FromBytes[F, K], fromBytesV: FromBytes[F, V]) = {
         Consumer
           .of[F, K, V](config)
-          .map { consumer =>
-            metrics.fold { consumer } { consumer.withMetrics1[Throwable] }
+          .flatMap { consumer =>
+            metrics match {
+
+              case None =>
+                Resource.pure[F, Consumer[F, K, V]](consumer)
+
+              case Some(metrics) =>
+                for {
+                  _ <- metrics.exposeJavaMetrics[K, V](consumer)
+                } yield {
+                  consumer.withMetrics1[Throwable](metrics)
+                }
+            }
           }
       }
     }
   }
 
   /** The sole purpose of this method is to support binary compatibility with an intermediate
-   *  version (namely, 15.2.0) which had `apply1` method using `MeasureDuration` from `smetrics`
-   *  and `apply2` using `MeasureDuration` from `cats-helper`.
-   *  This should not be used and should be removed in a reasonable amount of time.
-   */
+    *  version (namely, 15.2.0) which had `apply1` method using `MeasureDuration` from `smetrics`
+    *  and `apply2` using `MeasureDuration` from `cats-helper`.
+    *  This should not be used and should be removed in a reasonable amount of time.
+    */
   @deprecated("Use `apply1`", since = "16.0.3")
-  def apply2[F[_] : Async : ToTry : ToFuture : MeasureDuration](
+  def apply2[F[_]: Async: ToTry: ToFuture: MeasureDuration](
     metrics: Option[ConsumerMetrics[F]] = None
   ): ConsumerOf[F] = apply1(metrics)
 
diff --git a/skafka/src/main/scala/com/evolutiongaming/skafka/producer/ProducerMetrics.scala b/skafka/src/main/scala/com/evolutiongaming/skafka/producer/ProducerMetrics.scala
index 8accb7c0..8a1610e0 100644
--- a/skafka/src/main/scala/com/evolutiongaming/skafka/producer/ProducerMetrics.scala
+++ b/skafka/src/main/scala/com/evolutiongaming/skafka/producer/ProducerMetrics.scala
@@ -1,6 +1,6 @@
 package com.evolutiongaming.skafka.producer
 
-import cats.effect.Resource
+import cats.effect.{MonadCancel, Resource}
 import cats.implicits._
 import cats.{Applicative, Monad, ~>}
 import com.evolutiongaming.skafka.{ClientId, Topic}
@@ -8,6 +8,7 @@ import com.evolutiongaming.smetrics.MetricsHelper._
 import com.evolutiongaming.smetrics.{CollectorRegistry, LabelNames, Quantile, Quantiles}
 
 import scala.concurrent.duration.FiniteDuration
+import scala.annotation.nowarn
 
 trait ProducerMetrics[F[_]] {
 
@@ -30,6 +31,8 @@ trait ProducerMetrics[F[_]] {
   def partitions(topic: Topic, latency: FiniteDuration): F[Unit]
 
   def flush(latency: FiniteDuration): F[Unit]
+
+  private[producer] def exposeJavaMetrics(@nowarn producer: Producer[F]): Resource[F, Unit] = Resource.unit[F]
 }
 
 object ProducerMetrics {
@@ -177,6 +180,7 @@ object ProducerMetrics {
 
   implicit class ProducerMetricsOps[F[_]](val self: ProducerMetrics[F]) extends AnyVal {
 
+    @deprecated("Use mapK(f, g) instead", "16.2.0")
     def mapK[G[_]](f: F ~> G): ProducerMetrics[G] = new ProducerMetrics[G] {
 
       def initTransactions(latency: FiniteDuration) = f(self.initTransactions(latency))
@@ -199,5 +203,35 @@ object ProducerMetrics {
 
       def flush(latency: FiniteDuration) = f(self.flush(latency))
     }
+
+    def mapK[G[_]](
+      fg: F ~> G,
+      gf: G ~> F
+    )(implicit F: MonadCancel[F, Throwable], G: MonadCancel[G, Throwable]): ProducerMetrics[G] =
+      new ProducerMetrics[G] {
+
+        def initTransactions(latency: FiniteDuration) = fg(self.initTransactions(latency))
+
+        def beginTransaction = fg(self.beginTransaction)
+
+        def sendOffsetsToTransaction(latency: FiniteDuration) = fg(self.sendOffsetsToTransaction(latency))
+
+        def commitTransaction(latency: FiniteDuration) = fg(self.commitTransaction(latency))
+
+        def abortTransaction(latency: FiniteDuration) = fg(self.abortTransaction(latency))
+
+        def send(topic: Topic, latency: FiniteDuration, bytes: Int) = fg(self.send(topic, latency, bytes))
+
+        def block(topic: Topic, latency: FiniteDuration) = fg(self.block(topic, latency))
+
+        def failure(topic: Topic, latency: FiniteDuration) = fg(self.failure(topic, latency))
+
+        def partitions(topic: Topic, latency: FiniteDuration) = fg(self.partitions(topic, latency))
+
+        def flush(latency: FiniteDuration) = fg(self.flush(latency))
+
+        override def exposeJavaMetrics(producer: Producer[G]) =
+          self.exposeJavaMetrics(producer.mapK[F](gf, fg)).mapK(fg)
+      }
   }
 }
diff --git a/skafka/src/main/scala/com/evolutiongaming/skafka/producer/ProducerOf.scala b/skafka/src/main/scala/com/evolutiongaming/skafka/producer/ProducerOf.scala
index 9dc0fa21..e431616c 100644
--- a/skafka/src/main/scala/com/evolutiongaming/skafka/producer/ProducerOf.scala
+++ b/skafka/src/main/scala/com/evolutiongaming/skafka/producer/ProducerOf.scala
@@ -26,19 +26,30 @@ object ProducerOf {
     def apply(config: ProducerConfig) = {
       for {
         producer <- Producer.of[F](config = config)
-      } yield {
-        metrics.fold(producer)(producer.withMetrics[Throwable])
-      }
+        producer <- metrics match {
+
+          case None =>
+            Resource.pure[F, Producer[F]](producer)
+
+          case Some(metrics) =>
+            for {
+              _ <- metrics.exposeJavaMetrics(producer)
+            } yield {
+              producer.withMetrics[Throwable](metrics)
+            }
+
+        }
+      } yield producer
     }
   }
 
   /** The sole purpose of this method is to support binary compatibility with an intermediate
-   *  version (namely, 15.2.0) which had `apply1` method using `MeasureDuration` from `smetrics`
-   *  and `apply2` using `MeasureDuration` from `cats-helper`.
-   *  This should not be used and should be removed in a reasonable amount of time.
-   */
+    *  version (namely, 15.2.0) which had `apply1` method using `MeasureDuration` from `smetrics`
+    *  and `apply2` using `MeasureDuration` from `cats-helper`.
+    *  This should not be used and should be removed in a reasonable amount of time.
+    */
   @deprecated("Use `apply1`", since = "16.0.3")
-  def apply2[F[_] : MeasureDuration : ToTry : Async](
+  def apply2[F[_]: MeasureDuration: ToTry: Async](
     metrics: Option[ProducerMetrics[F]] = None
   ): ProducerOf[F] = apply1(metrics)
 
diff --git a/version.sbt b/version.sbt
index dfc364c5..ec7da3a9 100644
--- a/version.sbt
+++ b/version.sbt
@@ -1 +1 @@
-ThisBuild / version := "16.1.3-SNAPSHOT"
+ThisBuild / version := "16.2.0"