diff --git a/docs/src/main/paradox/stream/operators/Source-or-Flow/zipWith.md b/docs/src/main/paradox/stream/operators/Source-or-Flow/zipWith.md
index 0512ff1b22c..1a54c919c50 100644
--- a/docs/src/main/paradox/stream/operators/Source-or-Flow/zipWith.md
+++ b/docs/src/main/paradox/stream/operators/Source-or-Flow/zipWith.md
@@ -15,6 +15,10 @@ Combines elements from multiple sources through a `combine` function and passes
 Combines elements from multiple sources through a `combine` function and passes the
 returned value downstream.
 
+This operator adheres to the `ActorAttributes.SupervisionStrategy` attribute for exceptions thrown by the
+`combine` function. On `Supervision.Stop` the stream fails; on `Supervision.Resume` and `Supervision.Restart`
+the failing zipped element is dropped and the stream continues.
+
 See also:
 
  * @ref:[zip](zip.md)
diff --git a/docs/src/main/paradox/stream/operators/Source/zipWithN.md b/docs/src/main/paradox/stream/operators/Source/zipWithN.md
index 63c688fdc05..16527f3c4af 100644
--- a/docs/src/main/paradox/stream/operators/Source/zipWithN.md
+++ b/docs/src/main/paradox/stream/operators/Source/zipWithN.md
@@ -15,6 +15,10 @@ Combine the elements of multiple streams into a stream of sequences using a comb
 This operator is essentially the same as using @ref:[zipN](zipN.md) followed by @ref[map](../Source-or-Flow/map.md)
 to turn the zipped sequence into an arbitrary object to emit downstream.
 
+This operator adheres to the `ActorAttributes.SupervisionStrategy` attribute for exceptions thrown by the `zipper`
+function. On `Supervision.Stop` the stream fails; on `Supervision.Resume` and `Supervision.Restart` the failing zipped
+element is dropped and the stream continues.
+
 See also:
 
  * @ref:[zipN](zipN.md)
@@ -48,4 +52,3 @@ Note how it stops as soon as any of the original sources reaches its end.
 
 @@@
 
-
diff --git a/stream-tests/src/test/scala/org/apache/pekko/stream/scaladsl/FlowZipWithSpec.scala b/stream-tests/src/test/scala/org/apache/pekko/stream/scaladsl/FlowZipWithSpec.scala
index cb4827d126a..526d619c9db 100644
--- a/stream-tests/src/test/scala/org/apache/pekko/stream/scaladsl/FlowZipWithSpec.scala
+++ b/stream-tests/src/test/scala/org/apache/pekko/stream/scaladsl/FlowZipWithSpec.scala
@@ -14,11 +14,13 @@
 package org.apache.pekko.stream.scaladsl
 
 import org.apache.pekko
+import pekko.stream.ActorAttributes
+import pekko.stream.Supervision
 import pekko.stream.testkit.{ BaseTwoStreamsSetup, TestSubscriber }
 import org.reactivestreams.Publisher
 
+import scala.concurrent.Await
 import scala.concurrent.duration._
-import pekko.testkit.EventFilter
 import scala.annotation.nowarn
 
 @nowarn // keep unused imports
@@ -68,15 +70,46 @@ class FlowZipWithSpec extends BaseTwoStreamsSetup {
       probe.expectNext(1 / -2)
       probe.expectNext(2 / -1)
 
-      EventFilter[ArithmeticException](occurrences = 1).intercept {
-        subscription.request(2)
-      }
+      subscription.request(2)
       probe.expectError() match {
         case a: java.lang.ArithmeticException => a.getMessage should be("/ by zero")
       }
       probe.expectNoMessage(200.millis)
     }
 
+    "fail stream when zipper throws and supervision is Stop" in {
+      val ex = new RuntimeException("boom")
+      val result = Source(1 to 4)
+        .zipWith(Source(1 to 4))((a, b) => if (a == 3) throw ex else a + b)
+        .withAttributes(ActorAttributes.supervisionStrategy(Supervision.stoppingDecider))
+        .runWith(Sink.seq)
+      result.failed.futureValue shouldBe ex
+    }
+
+    "fail stream when zipper throws and supervision defaults to Stop" in {
+      val ex = new RuntimeException("boom")
+      val result = Source(1 to 4)
+        .zipWith(Source(1 to 4))((a, b) => if (a == 3) throw ex else a + b)
+        .runWith(Sink.seq)
+      result.failed.futureValue shouldBe ex
+    }
+
+    "resume when zipper throws and drop failed zipped element" in {
+      val future = Source(1 to 4)
+        .zipWith(Source(1 to 4))((a, b) => if (a == 3) throw new RuntimeException("boom") else a + b)
+        .withAttributes(ActorAttributes.supervisionStrategy(Supervision.resumingDecider))
+        .runWith(Sink.seq)
+      Await.result(future, 3.seconds) shouldBe Seq(2, 4, 8)
+    }
+
+    "restart when zipper throws and drop failed zipped element" in {
+      val future = Source(1 to 4)
+        .zipWith(Source(1 to 4))((a, b) => if (a == 3) throw new RuntimeException("boom") else a + b)
+        .withAttributes(ActorAttributes.supervisionStrategy(Supervision.restartingDecider))
+        .runWith(Sink.seq)
+      Await.result(future, 3.seconds) shouldBe Seq(2, 4, 8)
+    }
+
     commonTests()
 
     "work with one immediately completed and one nonempty publisher" in {
diff --git a/stream-tests/src/test/scala/org/apache/pekko/stream/scaladsl/GraphZipWithNSpec.scala b/stream-tests/src/test/scala/org/apache/pekko/stream/scaladsl/GraphZipWithNSpec.scala
index deacff1f2ba..260456aba12 100644
--- a/stream-tests/src/test/scala/org/apache/pekko/stream/scaladsl/GraphZipWithNSpec.scala
+++ b/stream-tests/src/test/scala/org/apache/pekko/stream/scaladsl/GraphZipWithNSpec.scala
@@ -14,12 +14,13 @@
 package org.apache.pekko.stream.scaladsl
 
 import scala.collection.immutable
+import scala.concurrent.Await
 import scala.concurrent.duration._
 
 import org.apache.pekko
 import pekko.stream._
-import pekko.stream.testkit._
-import pekko.testkit.EventFilter
+import pekko.stream.testkit.TestSubscriber
+import pekko.stream.testkit.TwoStreamsSetup
 
 class GraphZipWithNSpec extends TwoStreamsSetup {
   import GraphDSL.Implicits._
@@ -86,9 +87,7 @@ class GraphZipWithNSpec extends TwoStreamsSetup {
       probe.expectNext(1 / 1 / -2)
       probe.expectNext(1 / 2 / -1)
 
-      EventFilter[ArithmeticException](occurrences = 1).intercept {
-        subscription.request(2)
-      }
+      subscription.request(2)
       probe.expectError() match {
         case a: java.lang.ArithmeticException => a.getMessage should be("/ by zero")
         case unexpected                       => throw new RuntimeException(s"Unexpected: $unexpected")
@@ -96,6 +95,41 @@ class GraphZipWithNSpec extends TwoStreamsSetup {
       probe.expectNoMessage(200.millis)
     }
 
+    "fail stream when zipper throws and supervision is Stop" in {
+      val ex = new RuntimeException("boom")
+      val result = Source
+        .zipWithN[Int, Int](s => if (s.head == 3) throw ex else s.sum)(immutable.Seq(Source(1 to 4), Source(1 to 4)))
+        .withAttributes(ActorAttributes.supervisionStrategy(Supervision.stoppingDecider))
+        .runWith(Sink.seq)
+      result.failed.futureValue shouldBe ex
+    }
+
+    "fail stream when zipper throws and supervision defaults to Stop" in {
+      val ex = new RuntimeException("boom")
+      val result = Source
+        .zipWithN[Int, Int](s => if (s.head == 3) throw ex else s.sum)(immutable.Seq(Source(1 to 4), Source(1 to 4)))
+        .runWith(Sink.seq)
+      result.failed.futureValue shouldBe ex
+    }
+
+    "resume when zipper throws and drop failed zipped element" in {
+      val future = Source
+        .zipWithN[Int, Int](s => if (s.head == 3) throw new RuntimeException("boom") else s.sum)(
+          immutable.Seq(Source(1 to 4), Source(1 to 4)))
+        .withAttributes(ActorAttributes.supervisionStrategy(Supervision.resumingDecider))
+        .runWith(Sink.seq)
+      Await.result(future, 3.seconds) shouldBe Seq(2, 4, 8)
+    }
+
+    "restart when zipper throws and drop failed zipped element" in {
+      val future = Source
+        .zipWithN[Int, Int](s => if (s.head == 3) throw new RuntimeException("boom") else s.sum)(
+          immutable.Seq(Source(1 to 4), Source(1 to 4)))
+        .withAttributes(ActorAttributes.supervisionStrategy(Supervision.restartingDecider))
+        .runWith(Sink.seq)
+      Await.result(future, 3.seconds) shouldBe Seq(2, 4, 8)
+    }
+
     commonTests()
 
     "work with one immediately completed and one nonempty publisher" in {
diff --git a/stream-tests/src/test/scala/org/apache/pekko/stream/scaladsl/GraphZipWithSpec.scala b/stream-tests/src/test/scala/org/apache/pekko/stream/scaladsl/GraphZipWithSpec.scala
index b2a9d69856d..5428dce8c7d 100644
--- a/stream-tests/src/test/scala/org/apache/pekko/stream/scaladsl/GraphZipWithSpec.scala
+++ b/stream-tests/src/test/scala/org/apache/pekko/stream/scaladsl/GraphZipWithSpec.scala
@@ -18,7 +18,6 @@ import scala.concurrent.duration._
 import org.apache.pekko
 import pekko.stream._
 import pekko.stream.testkit._
-import pekko.testkit.EventFilter
 
 class GraphZipWithSpec extends TwoStreamsSetup {
   import GraphDSL.Implicits._
@@ -85,9 +84,7 @@ class GraphZipWithSpec extends TwoStreamsSetup {
       probe.expectNext(1 / -2)
       probe.expectNext(2 / -1)
 
-      EventFilter[ArithmeticException](occurrences = 1).intercept {
-        subscription.request(2)
-      }
+      subscription.request(2)
       probe.expectError() match {
         case a: java.lang.ArithmeticException => a.getMessage should be("/ by zero")
         case unexpected                       => throw new RuntimeException(s"Unexpected: $unexpected")
diff --git a/stream/src/main/boilerplate/org/apache/pekko/stream/scaladsl/ZipWithApply.scala.template b/stream/src/main/boilerplate/org/apache/pekko/stream/scaladsl/ZipWithApply.scala.template
index a1239db97a0..2cdcdf5aaab 100644
--- a/stream/src/main/boilerplate/org/apache/pekko/stream/scaladsl/ZipWithApply.scala.template
+++ b/stream/src/main/boilerplate/org/apache/pekko/stream/scaladsl/ZipWithApply.scala.template
@@ -13,7 +13,10 @@
 
 package org.apache.pekko.stream.scaladsl
 
+import scala.util.control.NonFatal
+
 import org.apache.pekko.stream._
+import org.apache.pekko.stream.ActorAttributes.SupervisionStrategy
 import org.apache.pekko.stream.impl.ContextPropagation
 import org.apache.pekko.stream.stage._
 
@@ -41,6 +44,7 @@ class ZipWith1[[#A1#], O] (val zipper: ([#A1#]) => O) extends GraphStage[FanInSh
   ]
 
   override def createLogic(inheritedAttributes: Attributes): GraphStageLogic = new GraphStageLogic(shape) {
+    private lazy val decider = inheritedAttributes.mandatoryAttribute[SupervisionStrategy].decider
     var pending = ##0
     // Without this field the completion signalling would take one extra pull
     var willShutDown = false
@@ -48,7 +52,22 @@ class ZipWith1[[#A1#], O] (val zipper: ([#A1#]) => O) extends GraphStage[FanInSh
 
     private def pushAll(): Unit = {
       contextPropagation.resumeContext()
-      push(out, zipper([#grab(in0)#]))
+      try push(out, zipper([#grab(in0)#]))
+      catch {
+        case NonFatal(ex) =>
+          decider(ex) match {
+            case Supervision.Stop =>
+              failStage(ex)
+            case Supervision.Resume | Supervision.Restart =>
+              if (willShutDown) completeStage()
+              else {
+                pending += shape.inlets.size
+                [#pull(in0)#
+                ]
+              }
+          }
+          return
+      }
       if (willShutDown) completeStage()
       else {
         [#pull(in0)#
diff --git a/stream/src/main/scala/org/apache/pekko/stream/javadsl/Flow.scala b/stream/src/main/scala/org/apache/pekko/stream/javadsl/Flow.scala
index 512b8ac022c..be72b2373e2 100755
--- a/stream/src/main/scala/org/apache/pekko/stream/javadsl/Flow.scala
+++ b/stream/src/main/scala/org/apache/pekko/stream/javadsl/Flow.scala
@@ -3831,6 +3831,12 @@ final class Flow[In, Out, Mat](delegate: scaladsl.Flow[In, Out, Mat]) extends Gr
    * Put together the elements of current [[Flow]] and the given [[Source]]
    * into a stream of combined elements using a combiner function.
    *
+   * Adheres to the [[ActorAttributes.SupervisionStrategy]] attribute.
+   *
+   * If the combiner function throws and the supervision decision is [[pekko.stream.Supervision#stop]]
+   * the stream fails. If the supervision decision is [[pekko.stream.Supervision#resume]] or
+   * [[pekko.stream.Supervision#restart]] the zipped element is dropped and the stream continues.
+   *
    * '''Emits when''' all of the inputs have an element available
    *
    * '''Backpressures when''' downstream backpressures
diff --git a/stream/src/main/scala/org/apache/pekko/stream/javadsl/Source.scala b/stream/src/main/scala/org/apache/pekko/stream/javadsl/Source.scala
index e6ed914a8e7..19fdb55d8f9 100755
--- a/stream/src/main/scala/org/apache/pekko/stream/javadsl/Source.scala
+++ b/stream/src/main/scala/org/apache/pekko/stream/javadsl/Source.scala
@@ -589,6 +589,12 @@ object Source {
 
   /**
    * Combine the elements of multiple streams into a stream of lists using a combiner function.
+   *
+   * Adheres to the [[ActorAttributes.SupervisionStrategy]] attribute.
+   *
+   * If the combiner function throws and the supervision decision is [[pekko.stream.Supervision#stop]]
+   * the stream fails. If the supervision decision is [[pekko.stream.Supervision#resume]] or
+   * [[pekko.stream.Supervision#restart]] the zipped element is dropped and the stream continues.
    */
   def zipWithN[T, O](
       zipper: function.Function[java.util.List[T], O],
@@ -1936,6 +1942,12 @@ final class Source[Out, Mat](delegate: scaladsl.Source[Out, Mat]) extends Graph[
    * Put together the elements of current [[Source]] and the given one
    * into a stream of combined elements using a combiner function.
    *
+   * Adheres to the [[ActorAttributes.SupervisionStrategy]] attribute.
+   *
+   * If the combiner function throws and the supervision decision is [[pekko.stream.Supervision#stop]]
+   * the stream fails. If the supervision decision is [[pekko.stream.Supervision#resume]] or
+   * [[pekko.stream.Supervision#restart]] the zipped element is dropped and the stream continues.
+   *
    * '''Emits when''' all of the inputs has an element available
    *
    * '''Backpressures when''' downstream backpressures
diff --git a/stream/src/main/scala/org/apache/pekko/stream/javadsl/SubFlow.scala b/stream/src/main/scala/org/apache/pekko/stream/javadsl/SubFlow.scala
index e2a1644e12f..f83e3b7d722 100755
--- a/stream/src/main/scala/org/apache/pekko/stream/javadsl/SubFlow.scala
+++ b/stream/src/main/scala/org/apache/pekko/stream/javadsl/SubFlow.scala
@@ -2554,6 +2554,12 @@ final class SubFlow[In, Out, Mat](
    * Put together the elements of current [[Flow]] and the given [[Source]]
    * into a stream of combined elements using a combiner function.
    *
+   * Adheres to the [[ActorAttributes.SupervisionStrategy]] attribute.
+   *
+   * If the combiner function throws and the supervision decision is [[pekko.stream.Supervision#stop]]
+   * the stream fails. If the supervision decision is [[pekko.stream.Supervision#resume]] or
+   * [[pekko.stream.Supervision#restart]] the zipped element is dropped and the stream continues.
+   *
    * '''Emits when''' all of the inputs has an element available
    *
    * '''Backpressures when''' downstream backpressures
diff --git a/stream/src/main/scala/org/apache/pekko/stream/javadsl/SubSource.scala b/stream/src/main/scala/org/apache/pekko/stream/javadsl/SubSource.scala
index c756c91c562..9f6a9b895d7 100755
--- a/stream/src/main/scala/org/apache/pekko/stream/javadsl/SubSource.scala
+++ b/stream/src/main/scala/org/apache/pekko/stream/javadsl/SubSource.scala
@@ -2521,6 +2521,12 @@ final class SubSource[Out, Mat](
    * Put together the elements of current [[Flow]] and the given [[Source]]
    * into a stream of combined elements using a combiner function.
    *
+   * Adheres to the [[ActorAttributes.SupervisionStrategy]] attribute.
+   *
+   * If the combiner function throws and the supervision decision is [[pekko.stream.Supervision#stop]]
+   * the stream fails. If the supervision decision is [[pekko.stream.Supervision#resume]] or
+   * [[pekko.stream.Supervision#restart]] the zipped element is dropped and the stream continues.
+   *
    * '''Emits when''' all of the inputs has an element available
    *
    * '''Backpressures when''' downstream backpressures
diff --git a/stream/src/main/scala/org/apache/pekko/stream/scaladsl/Flow.scala b/stream/src/main/scala/org/apache/pekko/stream/scaladsl/Flow.scala
index 4ae16e46ce4..e191298fbe5 100755
--- a/stream/src/main/scala/org/apache/pekko/stream/scaladsl/Flow.scala
+++ b/stream/src/main/scala/org/apache/pekko/stream/scaladsl/Flow.scala
@@ -3396,6 +3396,12 @@ trait FlowOps[+Out, +Mat] {
    * Put together the elements of current flow and the given [[Source]]
    * into a stream of combined elements using a combiner function.
    *
+   * Adheres to the [[ActorAttributes.SupervisionStrategy]] attribute.
+   *
+   * If the combiner function throws and the supervision decision is [[pekko.stream.Supervision.Stop]]
+   * the stream fails. If the supervision decision is [[pekko.stream.Supervision.Resume]] or
+   * [[pekko.stream.Supervision.Restart]] the zipped element is dropped and the stream continues.
+   *
    * '''Emits when''' all of the inputs have an element available
    *
    * '''Backpressures when''' downstream backpressures
diff --git a/stream/src/main/scala/org/apache/pekko/stream/scaladsl/Graph.scala b/stream/src/main/scala/org/apache/pekko/stream/scaladsl/Graph.scala
index 6cde3ffa9f2..415af7ea12e 100755
--- a/stream/src/main/scala/org/apache/pekko/stream/scaladsl/Graph.scala
+++ b/stream/src/main/scala/org/apache/pekko/stream/scaladsl/Graph.scala
@@ -1096,6 +1096,12 @@ final class ZipLatest[A, B](eagerComplete: Boolean) extends ZipLatestWith2[A, B,
  * '''Completes when''' any upstream completes
  *
  * '''Cancels when''' downstream cancels
+ *
+ * Adheres to the [[ActorAttributes.SupervisionStrategy]] attribute.
+ *
+ * If the combiner function throws and the supervision decision is [[pekko.stream.Supervision.Stop]]
+ * the stream fails. If the supervision decision is [[pekko.stream.Supervision.Resume]] or
+ * [[pekko.stream.Supervision.Restart]] the zipped element is dropped and the stream continues.
  */
 object ZipWith extends ZipWithApply
 
@@ -1219,6 +1225,12 @@ object ZipWithN {
  * '''Completes when''' any upstream completes
  *
  * '''Cancels when''' downstream cancels
+ *
+ * Adheres to the [[ActorAttributes.SupervisionStrategy]] attribute.
+ *
+ * If the combiner function throws and the supervision decision is [[pekko.stream.Supervision.Stop]]
+ * the stream fails. If the supervision decision is [[pekko.stream.Supervision.Resume]] or
+ * [[pekko.stream.Supervision.Restart]] the zipped element is dropped and the stream continues.
  */
 class ZipWithN[A, O](zipper: immutable.Seq[A] => O)(n: Int) extends GraphStage[UniformFanInShape[A, O]] {
   override def initialAttributes = DefaultAttributes.zipWithN
@@ -1227,6 +1239,7 @@ class ZipWithN[A, O](zipper: immutable.Seq[A] => O)(n: Int) extends GraphStage[U
 
   override def createLogic(inheritedAttributes: Attributes): GraphStageLogic =
     new GraphStageLogic(shape) with OutHandler {
+      private lazy val decider = inheritedAttributes.mandatoryAttribute[SupervisionStrategy].decider
       var pending = 0
       // Without this field the completion signalling would take one extra pull
       var willShutDown = false
@@ -1238,7 +1251,21 @@ class ZipWithN[A, O](zipper: immutable.Seq[A] => O)(n: Int) extends GraphStage[U
 
       private def pushAll(): Unit = {
         contextPropagation.resumeContext()
-        push(out, zipper(shape.inlets.map(grabInlet)))
+        try push(out, zipper(shape.inlets.map(grabInlet)))
+        catch {
+          case NonFatal(ex) =>
+            decider(ex) match {
+              case Supervision.Stop =>
+                failStage(ex)
+              case Supervision.Resume | Supervision.Restart =>
+                if (willShutDown) completeStage()
+                else {
+                  pending += n
+                  shape.inlets.foreach(pullInlet)
+                }
+            }
+            return
+        }
         if (willShutDown) completeStage()
         else shape.inlets.foreach(pullInlet)
       }
diff --git a/stream/src/main/scala/org/apache/pekko/stream/scaladsl/Source.scala b/stream/src/main/scala/org/apache/pekko/stream/scaladsl/Source.scala
index 4cd4594e1d0..8b4e60d539f 100644
--- a/stream/src/main/scala/org/apache/pekko/stream/scaladsl/Source.scala
+++ b/stream/src/main/scala/org/apache/pekko/stream/scaladsl/Source.scala
@@ -887,6 +887,12 @@ object Source {
 
   /**
    * Combine the elements of multiple streams into a stream of sequences using a combiner function.
+   *
+   * Adheres to the [[ActorAttributes.SupervisionStrategy]] attribute.
+   *
+   * If the combiner function throws and the supervision decision is [[pekko.stream.Supervision.Stop]]
+   * the stream fails. If the supervision decision is [[pekko.stream.Supervision.Resume]] or
+   * [[pekko.stream.Supervision.Restart]] the zipped element is dropped and the stream continues.
    */
   def zipWithN[T, O](zipper: immutable.Seq[T] => O)(sources: immutable.Seq[Source[T, ?]]): Source[O, NotUsed] = {
     val source = sources match {