Background: The continuous advancement in ultrasound technology has given rise to Acoustic Radiation Force Impulse (ARFI) elastography, which boasts non-invasiveness, ease of operation, rapid inspection, and high accuracy. It has been successfully employed in detecting tissue hardness across various diseases. This study aims to investigate the application of acoustic radiation force pulse imaging technology in evaluating the efficacy of calf intermuscular vein thrombosis. Methods: This study is retrospective in nature, involving a total of 120 patients diagnosed with calf intermuscular venous thrombosis (MCVT) who were admitted to our hospital. These patients were selected retrospectively as the subjects for our research. They were subsequently divided into two groups: the control group and the observation group. The control group received standard nursing care and simple pressure therapy, while the observation group underwent anticoagulant drug treatment. The shear wave elastic hardness of both groups was measured, with the recording of ultrasonic elasticity scores and the average elastic modulus value (E-mean, in kPa). Furthermore, a comparison was made between the two groups regarding thrombus disappearance time, blood flow patency, and the clinical treatment effect. Results: At the 1, 3, and 6-month marks of the treatment period, the ultrasonic elasticity scores in the observation group were consistently higher compared to those in the control group. Additionally, the shear wave elastic hardness in the observation group was consistently lower than that in the control group, and these differences were found to be statistically significant (p < 0.05). The total effective rates for the control and observation groups were 83.33% and 95.00%, respectively. Notably, the clinical total effective rate in the observation group was significantly higher than that in the control group, and this difference was statistically significant (p < 0.05). The thrombus disappearance time in the observation group was significantly shorter than that in the control group, and the blood flow rate was significantly higher than in the control group, with both differences being statistically significant (p < 0.05). Conclusion: ARFI plays a crucial role in assessing the efficacy of MCVT by effectively revealing the hardness and location of the patient's thrombus tissue. This technology aids doctors in gaining a more precise understanding of the deep vein thrombosis condition. Notably, ARFI is characterized by high safety levels and exhibits positive effects due to its painless and non-invasive nature.