Having a local environment that is the same for all devs is pretty easy to setup using vccw.cc or basic-wordpress-vagrant.
Use Git for plugins and themes — each as their own repo. Free private repos are available on Bitbucket.
Pass your DB around using WP-CLI or wordmove to sync settings and content.
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