Platform technologies

CGI applications are generally written as platforms: they must provide significant functionality that most applications delegate to other subsystems.

user authentication

password hashing, asynchronous verification (e.g., CAPTCHA), …
data manipulation

database (possibly asynchronous), file-system, …
background processing

payment verifications, notifications, e-mailing, …

And so on. What are some strategies for handling this?