diff --git a/widget/cocoa/nsChildView.mm b/widget/cocoa/nsChildView.mm
index 4142736a0bff..2b811174f012 100644
--- a/widget/cocoa/nsChildView.mm
+++ b/widget/cocoa/nsChildView.mm
@@ -4742,12 +4742,6 @@ NSEvent* gLastDragMouseDownEvent = nil;
   mGeckoChild->DispatchInputEvent(&geckoEvent);
 }
 
-static int32_t RoundUp(double aDouble)
-{
-  return aDouble < 0 ? static_cast<int32_t>(floor(aDouble)) :
-                       static_cast<int32_t>(ceil(aDouble));
-}
-
 - (void)sendWheelStartOrStop:(EventMessage)msg forEvent:(NSEvent *)theEvent
 {
   WidgetWheelEvent wheelEvent(true, msg, mGeckoChild);
@@ -4799,6 +4793,49 @@ PanGestureTypeForEvent(NSEvent* aEvent)
   }
 }
 
+static int32_t RoundUp(double aDouble)
+{
+  return aDouble < 0 ? static_cast<int32_t>(floor(aDouble)) :
+                       static_cast<int32_t>(ceil(aDouble));
+}
+
+static int32_t
+TakeLargestInt(gfx::Float* aFloat)
+{
+  int32_t result(*aFloat); // truncate towards zero
+  *aFloat -= result;
+  return result;
+}
+
+static gfx::IntPoint
+AccumulateIntegerDelta(NSEvent* aEvent)
+{
+  static gfx::Point sAccumulator(0.0f, 0.0f);
+  if (nsCocoaUtils::EventPhase(aEvent) == NSEventPhaseBegan) {
+    sAccumulator = gfx::Point(0.0f, 0.0f);
+  }
+  sAccumulator.x += [aEvent deltaX];
+  sAccumulator.y += [aEvent deltaY];
+  return gfx::IntPoint(TakeLargestInt(&sAccumulator.x),
+                       TakeLargestInt(&sAccumulator.y));
+}
+
+static gfx::IntPoint
+GetIntegerDeltaForEvent(NSEvent* aEvent)
+{
+  if (nsCocoaFeatures::OnSierraOrLater()) {
+    return AccumulateIntegerDelta(aEvent);
+  }
+
+  // Pre-10.12, deltaX/deltaY had the accumulation behavior that we want, and
+  // it worked more reliably than doing it on our own, so use it on pre-10.12
+  // versions. For example, with a traditional USB mouse, the first wheel
+  // "tick" would always senda line scroll of at least one line, but with our
+  // own accumulation you sometimes need to do multiple wheel ticks before one
+  // line has been accumulated.
+  return gfx::IntPoint(RoundUp([aEvent deltaX]), RoundUp([aEvent deltaY]));
+}
+
 - (void)scrollWheel:(NSEvent*)theEvent
 {
   NS_OBJC_BEGIN_TRY_ABORT_BLOCK;
@@ -4846,8 +4883,7 @@ PanGestureTypeForEvent(NSEvent* aEvent)
     Preferences::GetBool("mousewheel.enable_pixel_scrolling", true);
   bool hasPhaseInformation = nsCocoaUtils::EventHasPhaseInformation(theEvent);
 
-  int32_t lineOrPageDeltaX = RoundUp(-[theEvent deltaX]);
-  int32_t lineOrPageDeltaY = RoundUp(-[theEvent deltaY]);
+  gfx::IntPoint lineOrPageDelta = -GetIntegerDeltaForEvent(theEvent);
 
   Modifiers modifiers = nsCocoaUtils::ModifiersForEvent(theEvent);
 
@@ -4867,8 +4903,8 @@ PanGestureTypeForEvent(NSEvent* aEvent)
     PanGestureInput panEvent(PanGestureTypeForEvent(theEvent),
                              eventIntervalTime, eventTimeStamp,
                              position, preciseDelta, modifiers);
-    panEvent.mLineOrPageDeltaX = lineOrPageDeltaX;
-    panEvent.mLineOrPageDeltaY = lineOrPageDeltaY;
+    panEvent.mLineOrPageDeltaX = lineOrPageDelta.x;
+    panEvent.mLineOrPageDeltaY = lineOrPageDelta.y;
 
     if (panEvent.mType == PanGestureInput::PANGESTURE_END) {
       // Check if there's a momentum start event in the event queue, so that we
@@ -4896,8 +4932,8 @@ PanGestureTypeForEvent(NSEvent* aEvent)
                                 preciseDelta.x,
                                 preciseDelta.y,
                                 false);
-    wheelEvent.mLineOrPageDeltaX = lineOrPageDeltaX;
-    wheelEvent.mLineOrPageDeltaY = lineOrPageDeltaY;
+    wheelEvent.mLineOrPageDeltaX = lineOrPageDelta.x;
+    wheelEvent.mLineOrPageDeltaY = lineOrPageDelta.y;
     wheelEvent.mIsMomentum = nsCocoaUtils::IsMomentumScrollEvent(theEvent);
     mGeckoChild->DispatchAPZWheelInputEvent(wheelEvent, false);
   } else {
@@ -4909,11 +4945,11 @@ PanGestureTypeForEvent(NSEvent* aEvent)
                                 scrollMode,
                                 ScrollWheelInput::SCROLLDELTA_LINE,
                                 position,
-                                lineOrPageDeltaX,
-                                lineOrPageDeltaY,
+                                lineOrPageDelta.x,
+                                lineOrPageDelta.y,
                                 false);
-    wheelEvent.mLineOrPageDeltaX = lineOrPageDeltaX;
-    wheelEvent.mLineOrPageDeltaY = lineOrPageDeltaY;
+    wheelEvent.mLineOrPageDeltaX = lineOrPageDelta.x;
+    wheelEvent.mLineOrPageDeltaY = lineOrPageDelta.y;
     mGeckoChild->DispatchAPZWheelInputEvent(wheelEvent, false);
   }