A structural fabricator job involves reading blueprints and fabricating large-scale metal structures like building frames, bridges, and tanks by cutting, shaping, and assembling metal parts using tools and machinery. Key responsibilities include interpreting technical drawings, using measuring and cutting tools, welding or bolting components, ensuring quality control and safety, and operating machinery like punch presses or cranes.