Disconnected legacy systems, fragmented data environments and inconsistent reporting standards continue to limit how effectively firms can assess liquidity risk, portfolio concentrations and cross-market exposures across public and private credit. As portfolios scale and become more interconnected, firms are facing growing pressure to centralise data environments and build more integrated analytics frameworks that can support dynamic stress testing and enterprise-wide portfolio oversight.