You can buy a server from Dell with 1.5 TB of RAM and four beefy processors (80 cores) for about $60K. You can power and cool it for a year for maybe $4K.
Every time I look at AWS, it just doesn't make sense from a financial standpoint (even after you add another machine for redundancy, and remote hands -- you're ahead after 12 months).