Given the failures like fatigue and fracture of the pipes conveying fluid induced by undesired dynamics and instability and the traditional passive damping cannot effectively attenuate the vibration in the low-frequency bands, this work introduces a novel active-passive control technique, namely, the hybrid piezoelectric network consisting of the piezoelectric layer, the circuit of the resistance and inductance, voltage source, controller, and sensor, which is attached on the cantilevered fluid-conveying pipes to suppress the vibration in wider frequency-bands. Built upon the location of the neutral axis in the segment of pipes is varied due to the integration of the pipeline and piezoelectric actuator, the governing equations of the fluid-conveying pipes attached with the hybrid piezoelectric network are established by virtue of Hamilton's principle in conjunction with the assumed mode method, and approximate analytical expressions of frequency responses are derived using the Laplace transform technique. The passive damping performance is carried out to achieve insightfully using the open-loop analysis based on the circuit of the resistance and inductance is set as the passive shunt characteristic, then the closed-loop features are also investigated according to the velocity feedback control. The numerical example illustrates the presented control method is effective and feasible to realize the vibration suppression on the pipes conveying fluid. Based on this, the optimal resistance and inductance are proposed through the theoretical analysis, which can further broaden the vibration attenuation.