The use of 'bring up' has a long history. For instance the Oxford English Dictionary (paywalled, sorry) gives as meaning #2, first used in 1484
To rear from childhood; to educate, breed.
and as meaning #1, first used in 1297
To bring into a higher position; to elevate, raise,
and as meaning #9, first used 1823
To develop, produce.
As a developer, I certainly think of my new boards as children. Flashing a single LED is often its 'first cry' (or maybe 'first steps', getting born successfully is not giving off smoke when power is first applied). It's no surprise that many developers use the phrase metaphorically to describe the process.
Any group of people will have their own language, or jargon. It can seem strange at first, until you get used to it. I'm sure I've heard software people talking about a server being 'up' or 'down'.
Regardless of how reasonable its etymology is, it's now an established phrase. By all means use an alternative phrase for the process if you like, but to kick back against others using it will not win you any friends.