The lead-acid batteries are just TOO expensive for their values so I won't put my two cents on those! 
It really depends what you want to do with them.
if i recall correctly the 200 amp hour 12 volt cells, or perhaps they were 6 volt, flooded, often for sale at sams club or other places, are still the cheapest at 14 watt hours per dollar. and they supposidly last 500 80% depth of discharge cycles while dropping to 50% capacity.
there's still a bunch of argument about whether 500 at 80% deep discharges would deliver more kilowatt hours per dollar than 2000 cycles at 20% discharge (given that the batteries are below 50% capacity after that and the only option is to chuck them in the blast furnace)
but i do think that Lithium iron phosphate cells do offer cheaper kilowatts hours per dollar life cycle cost at this present time.
(furthermore their 98% electrical efficiency is often important)
that said however it is only rumoured to be that they can in fact withstand 3000 charge cycles before dropping below 80% capacity.
such testing would take 10 years to complete, and there are only a few testing authorities that have delivered charts of the first 500 charge-discharge cycles, and these few datapoints are suspect because they came from a single individual from within the manufacturer, who was acting anonymously.
so the simple fact remains that if energy storage was affordable relative to the grid, well, then if that were the case the grid would be using batteries to provide load management.
Chris has made some very strong statements about which batteries are more cost effective than others but i really wonder if the differences are really worth it when expressed in kilowatt hours per dollar life cycle cost.
if i throw away sealed AGM lead-calcium cells after 2 years of cycleing
or if i maintain 2000 pound flooded lead-antimony cells after 10 years, which are no longer available off the shelf, because about 10 years ago or more now, 20? all the battery manufactuers world wide switched to lead-calcium at the same time..
which one is really cheaper.
and who has the data to back it up?