Cloud providers have widely adopted FPGAs to meet the high-performance, energy-efficient demands of cloud workloads. While they offer homogeneous FPGAs per service, recent FPGA products exhibit increasing heterogeneity in terms of vendors, capacity, off-chip memory, and performance. These diverse properties not only render applications incompatible across different FPGAs but also lead to performance disparities and resource inefficiency.