Alternative string splitting methods include using String.prototype.match with regular expressions to extract patterns and avoid empty substrings. Manual iteration and functions like indexOf provide control for complex cases, while libraries like Lodash offer robust solutions for standards-compliant data. Optimize for performance in large strings.