Alterations in conventional coagulation tests in patients with cirrhosis and/or portal hypertension do not reliably predict bleeding risk, as hemostatic balance is complex and often compensated. Many procedure-related bleeding events are driven by non-coagulatory factors, such as portal hypertension or technical aspects of the procedure. Most commonly performed procedures carry a low risk of bleeding even in the presence of elevated INR or thrombocytopenia, and no validated laboratory thresholds support prophylactic correction. Risk assessment should therefore be based on procedural factors, severity of liver disease, and systemic patient conditions, with correction of modifiable risk factors particularly before high-risk elective procedures.