mParticle significantly reduces the data relation friction for both my clients and me; for clients, it ensures clean, unified, and compliant data reaches MoEngage, and for me, as a CSM for them, it reduces firefighting, makes campaign behavior more predictable, and allows me to focus more on strategy and outcomes rather than debugging all the problems for them.