Use manufacturing-specific optimization skills.
Make sure your skills list includes skills specific to the manufacturing sector. Popular skills for this position and sector include lean manufacturing and engineering design. Go the extra step to find out what tools or methodologies are used in the company you are applying to and include them in your resume. Do a crash course on any that are unfamiliar to you.