The exact causes of many renal anomalies remain unknown, but they are often multifactorial. Genetic factors play a significant role in some cases, with conditions like polycystic kidney disease being hereditary. Environmental factors, maternal health, and exposure to certain medications or toxins during pregnancy can also contribute.