Background: Treatment is indicated in dogs with preclinical degenerative mitral valve disease (DMVD) and cardiomegaly (stage B2). This is best diagnosed using echocardiography; however, relying upon this limits access to accurate diagnosis. Objectives: To evaluate whether cardiac biomarker concentrations can be used alongside other clinical data to identify stage B2 dogs. Animals: Client-owned dogs (n = 1887) with preclinical DMVD prospectively sampled in Germany, the United Kingdom, and the United States. Methods: Dogs that met inclusion criteria and were not receiving pimobendan (n = 1245) were used for model development. Explanatory (multivariable logistic Abbreviations: ALKP, alkaline phosphatase; ALT, alanine aminotransferase; AUC, area under the curve; BCS, body condition score; BUN, blood urea nitrogen; CHF, congestive heart failure; CI, confidence interval; CKCS, Cavalier King Charles Spaniel; cTnI, cardiac troponin I; DMVD, degenerative mitral valve disease; EPIC, effect of pimobendan in dogs with preclinical myxomatous mitral valve disease and cardiomegaly; GBM, gradient boosting machine; GGT, gamma-glutamyl transferase; LA:Ao, left atrial to aortic root ratio; LQ, lower quartile, 25th percentile; LVIDD, left ventricular internal diameter at end diastole; LVIDDN, left ventricular internal diameter at end diastole normalized to bodyweight (kg); NT-proBNP, N-terminal propeptide of B-type natriuretic peptide; OR, odds ratio; RAAS, renin angiotensin aldosterone system; SDMA, symmetric dimethylarginine; SVM, support vector machine; UQ, upper quartile, 75th percentile; VHS, vertebral heart score.