However, object of preposition and prepositional phrase almost identical.
Like, we are taking lunch on the table.
on the table is a prepositional phrase as well as object of preposition only table (object).
a group of words starting with preposition ends with noun–it is prepositional phrase.
In ( preposition) the flower vase. ( object)
