The article discusses common mistakes to avoid when using PostgreSQL, including keeping the default value for work_mem, pushing application logic into Postgres functions and procedures, and using lots of triggers. These mistakes can lead to performance issues and scalability problems. The article provides tips and best practices for avoiding these mistakes and optimizing PostgreSQL performance. By being aware of these potential pitfalls, developers can write more efficient and scalable code.