Google Firebase stores data as a JSON document but the JSON format is a little different from the JSON format used by the Data Transfer tool (Firebase stores all items as 'nodes' in a single JSON object, rather than as elements of an array; the nodes' keys are the IDs rather than having a field in the item serve as the ID).
It would be useful for migrating data from Firebase to Cosmos DB to have a Data Transfer source for Firebase-style JSON files.