The paper summarizes the main methods of automatic non-invasive assessment of the blood pressure (BP) dynamics. The advantages and disadvantages of BP measurement according to Korotkoff sounds and the oscillations in the brachial cuff are discussed. Currently, BP is measured during deflation of the cuff, while the pressure in the cuff should be inflated (by about 20–30 mm Hg) above the systolic BP. The BP level before measurement can be unknown, thereby increases the possibility of raising the pressure in the cuff above the optimum. In connection with this, recently, methods for determining BP during inflation of the cuff have been proposed. The BP value, determined both by Korotkov’s tone and by oscillometry during inflation, differs from that during the deflation of the cuff. The difference varies with age and BP and in a number of cases is clinically significant. The causes and consequences of such differences are discussed. In intensive care units and in operating rooms, continuous BP measurement is necessary. In comparison with the discrete measurement of BP, it allows to detect timely hypotension, to evaluate its duration, which improves the management of the patients. The invasive method of BP detection has known limitations and complications which stimulated the development of devices for non-invasive BP control. Despite the comparisons of the accuracy of such measurement methods, this issue continues to be debated. Thus, the methods of non-invasive control of BP level, discussed in this review, reflect both their advantages and limitations, which dictates the need for further research in this field.