diff --git a/cura/CuraApplication.py b/cura/CuraApplication.py
index db25822654..c3e5390736 100755
--- a/cura/CuraApplication.py
+++ b/cura/CuraApplication.py
@@ -984,7 +984,9 @@ class CuraApplication(QtApplication):
                 continue  # Grouped nodes don't need resetting as their parent (the group) is resetted)
             if not node.isSelectable():
                 continue  # i.e. node with layer data
-            nodes.append(node)
+            # Skip nodes that are too big
+            if node.getBoundingBox().width < self._volume.getBoundingBox().width or node.getBoundingBox().depth < self._volume.getBoundingBox().depth:
+                nodes.append(node)
         self.arrange(nodes, fixed_nodes = [])
 
     ##  Arrange Selection
diff --git a/cura/MultiplyObjectsJob.py b/cura/MultiplyObjectsJob.py
old mode 100644
new mode 100755
index 870f165487..40dbc221d6
--- a/cura/MultiplyObjectsJob.py
+++ b/cura/MultiplyObjectsJob.py
@@ -47,13 +47,18 @@ class MultiplyObjectsJob(Job):
 
         root = scene.getRoot()
         arranger = Arrange.create(scene_root=root)
-        offset_shape_arr, hull_shape_arr = ShapeArray.fromNode(current_node, min_offset=self._min_offset)
+        node_too_big = False
+        if node.getBoundingBox().width < 300 or node.getBoundingBox().depth < 300:
+            offset_shape_arr, hull_shape_arr = ShapeArray.fromNode(current_node, min_offset=self._min_offset)
+        else:
+            node_too_big = True
         nodes = []
         found_solution_for_all = True
         for i in range(self._count):
             # We do place the nodes one by one, as we want to yield in between.
-            node, solution_found = arranger.findNodePlacement(current_node, offset_shape_arr, hull_shape_arr)
-            if not solution_found:
+            if not node_too_big:
+                node, solution_found = arranger.findNodePlacement(current_node, offset_shape_arr, hull_shape_arr)
+            if node_too_big or not solution_found:
                 found_solution_for_all = False
                 new_location = node.getPosition()
                 new_location = new_location.set(z = 100 - i * 20)
@@ -72,4 +77,4 @@ class MultiplyObjectsJob(Job):
 
         if not found_solution_for_all:
             no_full_solution_message = Message(i18n_catalog.i18nc("@info:status", "Unable to find a location within the build volume for all objects"))
-            no_full_solution_message.show()
\ No newline at end of file
+            no_full_solution_message.show()