Amazon recruitment for freshers' jobs involves meeting specific eligibility criteria, including a bachelor's degree, strong communication and problem-solving skills, and an excellent academic record. Knowledge of relevant technologies and showcasing leadership and teamwork abilities are also essential to qualify for Amazon's eligibility criteria in the recruitment process.