Summer sales or "soldes d'été" in french officially start on June 26th in Paris. Get your credit card ready!
Although, the dates sales are strictly defined by the government, some stores are already starting sales, so do not hesitate to ask when you shop. A lot of stores also have some of their autumn/winter collection out already. We know, it feels a bit early to be buying a coat, but at least you have the option.