Benchmarking JavaScript code is challenging due to its complex architecture, multiple compilers, and varying performance characteristics across different engines and environments. To accurately benchmark JavaScript, developers must consider factors like caching, optimization, and timing attacks, and use tools like d8, esvu, and eshost-cli to manage engines and run code across them.