How do airlines measure carry-on luggage to ensure compliance with size and weight restrictions?

Airlines use sizing bins and scales at check-in counters and gates to measure carry-on luggage to ensure compliance with size and weight restrictions. If a bag doesn't fit in the sizing bin or exceeds the weight limit, it may need to be checked or incur additional fees.