Why Dex vs Cex?

Could you please elaborate on the differences and advantages of decentralized exchanges (DEXs) over centralized exchanges (CEXs) in the world of cryptocurrency trading? Are there specific use cases or scenarios where one might be more suitable than the other? How do their security measures, transaction speeds, and fees compare? And ultimately, what factors should traders consider when deciding between a DEX and a CEX?