I want to attach SSD card through PCIe slot of my FPGA cyclone V GT development board. Is it possible?

As far as I understand, the device-side is for SSD, so the host side is for FPGA. If yes, which means the FPGA is a root port, then you need an SoC to act as host.

Regards -SK