Design a distributed system for an e$-$commerce platform

that handles millions of transactions daily. The system should be scalable,

reliable, and fault$-$tolerant, containing: theoretical explanations, architectural diagrams, and justifications. Show detailed analysis of proposed design: highlighting trade$-$offs and considerations. Finally, indicated the key components, considerations and challenges associated with creating effective distributed system architectures.