The existence of the bufferbloat and high‐bandwidth non‐adaptive flows results in the high queuing delay, which affects the performance of interactive applications, and the inter‐flow unfairness, respectively. To solve above‐mentioned issues, an efficient active queue management algorithm with Controlling Fairness and Delay (CFD) is proposed. Different from most other schemes, CFD can achieve the low queuing delay and inter‐flow fairness simultaneously without the queue isolation. Extensive simulation results also prove the effectiveness and feasibility of CFD.