If you are comfortable with Composer — by all means that’s precisely what you should use to manage your WordPress site!
I have made a mini site Composer in WordPress on topic in general and your cornerstones will be:
- johnpbloch/wordpress package for WP core
- WPackagist for proxying official plugin repo
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