Understand PDF, postscript and modern memory management and you'll understand why the memory usage of Preview is normal. PDF/Postscript are not simply files you open and view, it takes more than that. You'll be having the same issue with any PDF software on any platform.
In Windows 10 the memory usage is 15%, on OS X it is 6.25% and on my OpenSUSE box it is 8.5%. In all cases I'm using the same file (an eBook with 589 pages) and the built-in PDF viewer. Performance and rendering wise (oh my, a hint!) they are all the same. The memory will increase a lot when you start to open more files. Like I said, it is just the nature of PDF/Postscript and has nothing to do with the app you use for reading/editing them.
In Windows 10 the memory usage is 15%, on OS X it is 6.25% and on my OpenSUSE box it is 8.5%. In all cases I'm using the same file (an eBook with 589 pages) and the built-in PDF viewer. Performance and rendering wise (oh my, a hint!) they are all the same. The memory will increase a lot when you start to open more files. Like I said, it is just the nature of PDF/Postscript and has nothing to do with the app you use for reading/editing them.