Skin, as the biggest organ and outermost surface of the human body, is prone to injury due to various challenges, especially the expanding potential of accidents, which bring a huge social and economic burden. Hydrogels are emerging as the most promising candidate for wound dressings, which not only fulfill the varied requirements of dressings but also serve as drug carriers. But limited breathability, rapid drug release, and inadequate mechanical properties remains a significant challenge. Herein, we report a strong and tough sodium alginate/polyacrylate hydrogel fibers-based dressing with directional controlled drug release for wound healing promotion. Mimicking the bamboo structure, the drug solution is encapsulated within the fiber, and the rate of drug release can be modulated by controlling the wall thickness of the fiber. A cross-network structure in the hydrogel fiber through hydrogen bond and calcium ion crosslinking resulted in a 38 % increase in tensile strength. By precisely controlling the feeding process during weaving, drug-loaded fibers can be prepared at specific locations to facilitate targeted delivery to skin wound sites. Drug-loaded fabric has the breathability and biocompatibility required for dressings to promote wound healing. The findings highlight the potential of alginate/polyacrylate hydrogel fabrics for effective wound treatment.