Simply use the post ID, provided by $post_id
(and stored at $post->ID
) to use the various functions WordPress provides to get any extra data related to that post (get_the_terms
,get_post_meta
etc).
Performance wise you suffer no loss by using these functions as opposed to trying to force more data into the $post
object (probably the reverse in fact), since WordPress caches data related to posts (such as taxonomy terms, post meta,…)