Apache Kafka with Avro and Schema Repo - where in the message does the schema Id go?

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忘了有多久
忘了有多久 2021-01-30 18:32

I want to use Avro to serialize the data for my Kafka messages and would like to use it with an Avro schema repository so I don\'t have to include the schema with every message.

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  •  孤街浪徒
    2021-01-30 19:04

    The schema id is actually encoded in the avro message itself. Take a look at this to see how encoders/decoders are implemented.

    In general what's happening when you send an Avro message to Kafka:

    1. The encoder gets the schema from the object to be encoded.
    2. Encoder asks the schema registry for an id for this schema. If the schema is already registered you'll get an existing id, if not - the registry will register the schema and return the new id.
    3. The object gets encoded as follows: [magic byte][schema id][actual message] where magic byte is just a 0x0 byte which is used to distinguish that kind of messages, schema id is a 4 byte integer value the rest is the actual encoded message.

    When you decode the message back here's what happens:

    1. The decoder reads the first byte and makes sure it is 0x0.
    2. The decoder reads the next 4 bytes and converts them to an integer value. This is how schema id is decoded.
    3. Now when the decoder has a schema id it may ask the schema registry for the actual schema for this id. Voila!

    If your key is Avro encoded then your key will be of the format described above. The same applies for value. This way your key and value may be both Avro values and use different schemas.

    Edit to answer the question in comment:

    The actual schema is stored in the schema repository (that is the whole point of schema repository actually - to store schemas :)). The Avro Object Container Files format has nothing to do with the format described above. KafkaAvroEncoder/Decoder use slightly different message format (but the actual messages are encoded exactly the same way sure).

    The main difference between these formats is that Object Container Files carry the actual schema and may contain multiple messages corresponding to that schema, whereas the format described above carries only the schema id and exactly one message corresponding to that schema.

    Passing object-container-file-encoded messages around would probably be not obvious to follow/maintain because one Kafka message would then contain multiple Avro messages. Or you could ensure that one Kafka message contains only one Avro message but that would result in carrying schema with each message.

    Avro schemas can be quite large (I've seen schemas like 600 KB and more) and carrying the schema with each message would be really costly and wasteful so that is where schema repository kicks in - the schema is fetched only once and gets cached locally and all other lookups are just map lookups that are fast.

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