Theme settings are synced from your phone to the web/desktop apps. It will use the same per-conversation themes, global colors, and base theme.
It's also possible to configure the theme on the web/desktop apps by going to Settings > Theme Settings. Per-conversation themes can also be configured by accessing the conversation, and clicking the 3-dot menu on the top right, then accessing Conversation Settings.