Upgrade Kafka to 2.8.0

This issue aims to upgrade Kafka client to 2.8.0.
Note that Kafka 2.8.0 uses ZSTD JNI 1.4.9-1 like Apache Spark 3.2.0.

RELEASE NOTE

• https://downloads.apache.org/kafka/2.8.0/RELEASE_NOTES.html
• https://downloads.apache.org/kafka/2.7.0/RELEASE_NOTES.html

This will bring the latest client-side improvement and bug fixes like the following examples.

• KAFKA-10631 ProducerFencedException is not Handled on Offest Commit
• KAFKA-10134 High CPU issue during rebalance in Kafka consumer after upgrading to 2.5
• KAFKA-12193 Re-resolve IPs when a client is disconnected
• KAFKA-10090 Misleading warnings: The configuration was supplied but isn't a known config
• KAFKA-9263 The new hw is added to incorrect log when  ReplicaAlterLogDirsThread is replacing log
• KAFKA-10607 Ensure the error counts contains the NONE
• KAFKA-10458 Need a way to update quota for TokenBucket registered with Sensor
• KAFKA-10503 MockProducer doesn't throw ClassCastException when no partition for topic