Are Dex traceable?

I'm curious, can transactions made on decentralized exchanges, or Dexes, be traced? I understand that they operate without a central authority, but does that mean they're completely anonymous and untraceable? I'm looking to understand the level of privacy and security offered by Dexes compared to traditional centralized exchanges.