Hybrid bonding enables ultra-dense 3D memory interconnects with up to 1,000x more connections than microbumps. Achieving high yield requires stringent process control, including monitoring topography and detecting particles, cracks and voids. Measuring dishing in copper pads provides valuable insight into surface conditions. Together, these process control insights contribute to improved device reliability and performance.