Who within the channel partner organization should I be offering incentives to?

First the management. Ask them what they want you to do with the SPIF. Some may want you to pay it to them and they’ll share part or all of it with their salespeople. Others may want to distribute it between sales, pre-sales engineering, implementation specialists, account managers, engagement managers, relationship managers or others.