Attachment 9740A cheap way to clean bare aluminum is to use an S.O.S pad. Takes a little effort but is cheap and no nasty chemicals. I think the soap in the S.O.S pad is even biodegradable.
I even did this to 4 cyl, aluminum head and and had to replace a the valve cover gasket 6 years later and it still looks looked shiny and prevented varnish from sticking.