How does base L2 work?

Could you please explain how the base L2 functionality operates within the realm of blockchain technology? I'm particularly interested in understanding the mechanics behind its efficiency gains and how it interfaces with the base L1 layer. Additionally, are there any notable limitations or challenges that developers face when implementing L2 solutions? Understanding these aspects would greatly aid in my comprehension of the overall blockchain architecture and its scalability potential.