Test Automation: 2+ years of experience scripting in Python or Java using frameworks like PyTest, Robot Framework, Selenium, or Cypress. Database & OS: Proficiency with SQL queries, Linux environments, shell scripting, and log analysis (grep, awk, tailing system logs).