The invention relates to an acrylate coating layer emulsion capable of preventing down feather from escaping from needle holes, coating layer glue and a preparation method of the acrylate coating layer emulsion. The acrylate coating layer emulsion contains the following raw materials in parts by weight: 9.5-10 parts of iso-tridecanol polyoxyethylene ether (40), 1-1.5 parts of sodium dioctyl sulfosuccinate, 2-2.5 parts of alcohol ether sulfosuccinate monoester disodium salt, 1-1.5 parts of itaconic acid, 2.5-3 parts of acrylamide, 3-3.5 parts of acrylic acid, 160-165 parts of n-butyl acrylate,40-43 parts of iso-octyl methacrylate, 24-27 parts of acrylonitrile, 3-3.5 parts of hydroxyethyl methylacrylate, 3-3.5 parts of an acrylic acid modified reaction type slip agent, 0.7-1.2 parts of 3-(2,3-epoxypropoxy)propylmethyldiethoxysilane, 4-4.5 parts of hydroxyethyl acrylamide, 0.8-1.2 parts of ammonium persulfate, 0.2-0.4 parts of sodium hydrogen sulfite and 280-300 parts of deionized water.A polymer emulsion formed through the polymerization of a seed emulsion is particularly suitable fortaffeta, cotton and nylon fabrics.