Advanced Python for services/pipelines (not notebook‑only analytics)
Deep familiarity with production‑grade engineering practices, including CI/CD, test‑driven development (pytest), xhfqzwm and leading technical code reviews
Strong business-domain mindset for translating business data needs into efficient data architectures
Strong collaboration skills with Data Practitioners, Data Scientists, Software/ML Engineers, Product teams, and business stakeholders