Also, when adding a new product (with price, title, quantity in stock, reference, default category, indexed, visibility, active) it doesn't show up in Catalog -> Products (nor in the frontend).
If I go to it manually by changing the URL to the new product id and click on "Save", it works!
After adding a product, do I have to call something to index the product?