Consumer lag keeps increasing (consumers slower than the producer, or lag rises although consumers are running). How do you troubleshoot?

Tests whether you'd check per-partition lag to see if it's evenly distributed (processing is just too slow -- scale consumers up to partition count) or skewed to one partition (a hot key or a stuck consumer), rather than assuming more consumers always fixes it.