As shown in the ADS1299 PDK schematics, there is a RC LPF before the AIN. I wonder won't the mismatch impedance of capacitors lead to the decrease of CMRR?
Yes, it will. Please refer to the following app note: https://www.ti.com/lit/an/sbaa188/sbaa188.pdf.