Current work focuses on enhancing the performance of solar air heater by employing vertical submerged pipe jets featuring different profiles: circular, square, triangular, and rectangular. The study investigates parameters including jet diameter ratio $\left({d/{D_h}} \right)$d/Dh ranging from 0.044 to 0.11 and the jet spacing ratio ($Sj/{D_h}$Sj/Dh) varying from 0.108 at 0.433 while keeping the streamwise ($X/{D_h}$X/Dh) and spanwise $\left({Y/{D_h}} \right)$Y/Dh pitch ratio fixed at 0.867. The Reynolds number $\left({Re} \right)$Re ranges from 3,000 to 18,000. Initial results for all the profiles were obtained through CFD simulations, indicating that the circular pipe jet demonstrates superior heat transfer and thermo-hydraulic performance parameter (THPP). The experimental validation of circular profile pipe jet showed a maximum $THPP$THPP of 2.69 achieved at a $d/{D_h}$d/Dh of 0.066 and $Sj/{D_h}$Sj/Dh of 0.217, with a Reynolds number of 15,000.