Purple Katz Quilting is praised for its welcoming atmosphere, bright colors, and abundance of quilting ideas. Customers appreciate the shop's role in introducing them to the quilting community and providing excellent customer service. Some shoppers commend the store for its beautiful fabric selection and fast shipping. The online shopping experience is also commended, with some customers mentioning personalized assistance and virtual shopping options.