Compare the underlying mechanics of XGBoost, LightGBM, and Random Forest. Under what specific conditions would you prefer one over the others?

Interview question asked to Data Scientists interviewing at WorldRemit, Udacity, Benchling and other companies. Original question asked: Compare the underlying mechanics of XGBoost, LightGBM, and Random Forest. Under what specific conditions would you prefer one over the others?.