The Whitechapel framework addresses critical issues in password cracking, including centralized storage, clear-text password management, team collaboration, and cross-hash knowledge. It utilizes Elasticsearch for efficient password and hash storage, enabling easy contribution and lookup among team members. Installation requires Ruby, Elasticsearch, and Redis, with support for scalable setups.