Thanks Brian, I didn't know about the raster clipping option. I am trying it out and I can see that it accepts an 'image service' as input. However, when I try to add the ESRI basemap service, the services are not shown. I can only see the subfolders as shown below;
I am using ArcMap 10.4.1.