How do I get Started with Dynamic Web Pages?

I am presently following Janine Warner's Dreamweaver CS3  video series.  I noted that the Advanced part of this tutorial series focuses on Dynamic Web Pages, but only uses Cold Fusion.  From what I can gather, CF costs around $1000, while PHP is free!  My question is really this: in going from static to dynamic web design I'M A COMPLETE NEWBIE, so what do I need?   I am doing some planning here -- I know it won't happen overnight.
(BTW:  I was surprised to discover that CF is NOT included in my CS3 Master Collection).  It might appear then that support for PHP is better than for CF?
Apparently, I need a server -- well, OK I have PCs to spare.  Fast internet, I also have: Comcast standard -- 12MP
Now, I think I also need Apache -- which apparently runs on the server and does something.
So then I DL PHP, figure out how it works, and it will integrate with DW CS3 in some way.
Now, what have I missed?  Is there some really basic, first-time-with-using-a-server place or tut I should go to or read?  Before you ask: No, I'm doing all this myself on a shoestring budget.
Are there expensive hosting fees for dynamic web sites or other items I will run into?  Can I just use a PC over my Comcast cable as the server run from my home?  (Really high traffic is not anticipated)
All recommendations appreciated, thanks.
Thom

Many of these questions have already been answered in your thread in the Dreamweaver General Discussion forum, so I'll just stick to a few basics.
You need a server whichever server-side technology you choose, but "server" is not a physical machine, but a piece of software that you install on your development computer. You'll find details of how to install a PHP environment in the following article: http://www.adobe.com/devnet/dreamweaver/articles/setting_up_php.html.
Similar instructions are available for setting up a ColdFusion server at http://www.adobe.com/devnet/dreamweaver/articles/setting_up_coldfusion.html. The article is for ColdFusion 8, but ColdFusion 9 is installed in exactly the same way.
Hosting for PHP/MySQL is plentiful and relatively cheap. However, make sure the hosting company offers a minimum of PHP 5.2 and MySQL 5.1. Hosting for CF is harder to find and tends to be a bit more expensive, but not prohibitively so.

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