Building a brand new database and app, what technologies would you use?

OK, you’re a small startup who has an idea for a brand new web-based database and application. What database would you build it with and why? What application development platform would you use and why? Remember, you’re a startup so cost, scalability, and ease of installation and maintenance are your primary concerns.