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Usually routes have the {entity_type} argument in their path and Drupal loads the entity by the ID that is the url argument. For example route defining /node/{node} would work with /node/5.

I need to load the entity not by it's ID but rather UUID. So the path would look like /node/0ff3b31b-5abb-4377-bb00-af71882e38a4

Is it possible to load the entity by UUID by defining some sort of mapping in the route definition or do I have to create my own ParamConverter for this?

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Yes, you need your own param converter for this, the default implementation can only load by UUID.

Loading by UUID is less performant as long as the primary ID is still a serial ID, this means that it first needs to do an entity query to fetch the ID and then load that.

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