Cardano implements layer 2 scaling solutions such as state channels, sidechains, and off-chain computation layers that enable off-chain processing, aggregation, and settlement of transactions while maintaining the security and integrity of the main blockchain, improving throughput and scalability without sacrificing decentralization or security.