Background There has been an ongoing quest for a single ultrasonographic parameter to assess the accurate gestational age (GA) of the fetus that is unaffected by intrauterine growth restriction (IUGR). While fetal kidney length (FKL) is a parameter that can be used for dating late pregnancies, it has not been studied extensively as a biometric index for GA estimation. This study aimed to assess FKL in pregnancy from 24 weeks and its correlation with the GA of the fetus. Materials and methods We conducted a cross-sectional study in the Department of Obstetrics and Gynecology at Credence Hospital, Thiruvananthapuram, Kerala, India over six months. Ultrasounds were performed and mean FKL (average length of right and left kidney), biparietal diameter (BPD), head circumference (HC), abdominal circumference (AC), and femur length (FL) were measured by a single experienced sonologist. Results Among the five fetal biometric indices, we found that FKL displayed the strongest correlation with GA (r=0.981). FKL was also the most accurate parameter in predicting GA, with a standard error of 9.83 days. The most inaccurate one was head circumference, with a standard error of 14.05 days. The stepwise regression analysis showed that the most precise means of estimating GA was a model that included all five variables, with an accuracy of 8.09 days. Conclusions Our findings showed that by measuring FKL, pregnancies can be dated within 9.83 days among people who booked late or those who had forgotten the date of their last menstrual period.