It's crucial to handle exceptions in CompletableFuture to avoid silent failures that can complicate debugging. If a network call fails, the exception needs to be logged or managed to ensure the application behaves predictably. For instance, when asynchronously fetching user reviews, failing to catch exceptions could result in missing data without clear indication.