Useful patterns that can empower the users to achieve socioeconomic development lie hidden in the transactional databases. This chapter introduces various types of user interest-based patterns, such as frequent patterns, correlated patterns, fault-tolerant patterns, and association rules, that can be discovered from transactional databases. This chapter also provides sample Python code to find interesting patterns using the PAMI library.