Resetting Consumer Group Offsets
This process allows consumers to reprocess messages, skip past certain messages, or start processing from a different point in the topic.
- Reprocessing Data: If there's a need to reprocess old data, such as after fixing a bug in the consumer logic.
- Skipping Faulty Data: If certain messages caused errors and you need to skip them.
- Starting Fresh: If the consumer group is repurposed to handle a new set of messages.
- Recovery from Issues: After recovering from an outage or data corruption.
Kafka Consumer Group Command
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The Kafka Consumer Groups CLI can be used to reset offsets.
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Common usage:
kafka-consumer-groups.sh --bootstrap-server <broker> --group <group_id> --topic <topic> --reset-offsets --to-earliest -
Options include:
--to-earliest: Reset offsets to the earliest available messages.--to-latest: Reset offsets to the latest messages.--to-datetime <timestamp>: Reset offsets to the messages at or after the specified timestamp.--by-offset <num>: Reset offsets by a specific offset number.--shift-by <num>: Shift current offsets forward or backward by a specified number.--to-current: Reset to the current offset (useful for testing).--dry-run: Simulate the reset without actually changing the offsets.
AdminClient API
The AdminClient API allows you to manage and alter consumer group offsets programmatically. This is a more flexible and powerful way to reset offsets, especially for applications that need to automate this process.
import org.apache.kafka.clients.admin.AdminClient;
import org.apache.kafka.clients.admin.AdminClientConfig;
import org.apache.kafka.clients.admin.OffsetSpec;
import org.apache.kafka.clients.admin.OffsetAndMetadata;
import org.apache.kafka.clients.admin.ListOffsetsResult;
import org.apache.kafka.clients.admin.AlterConsumerGroupOffsetsResult;
import org.apache.kafka.common.TopicPartition;
import java.util.Collections;
import java.util.Map;
import java.util.Properties;
public class OffsetResetExample {
public static void main(String[] args) throws Exception {
Properties props = new Properties();
props.put(AdminClientConfig.BOOTSTRAP_SERVERS_CONFIG, "localhost:9092");
try (AdminClient adminClient = AdminClient.create(props)) {
String consumerGroupId = "my-group";
TopicPartition topicPartition = new TopicPartition("my-topic", 0);
// Example: Reset to earliest
ListOffsetsResult listOffsetsResult = adminClient.listOffsets(
Collections.singletonMap(topicPartition, OffsetSpec.earliest()));
long earliestOffset = listOffsetsResult.partitionResult(topicPartition).get().offset();
// Create the offset map to update
Map<TopicPartition, OffsetAndMetadata> offsetsToReset = Collections.singletonMap(
topicPartition, new OffsetAndMetadata(earliestOffset));
// Reset offsets
AlterConsumerGroupOffsetsResult resetOffsetsResult =
adminClient.alterConsumerGroupOffsets(consumerGroupId, offsetsToReset);
resetOffsetsResult.all().get ();
System.out.println("Offsets reset successfully.");
}
}
}
References
Flashcards
Using the Kafka Consumer Group CLI Command, how would you reset the consumer group offsets to the earliest?:: kafka-consumer-groups.sh --bootstrap-server <broker> --group <group_id> --topic <topic> --reset-offsets --to-earliest --execute
Using AdminClient API, how would you reset the consumer group offsets to the earliest?:: adminClient.alterConsumerGroupOffsets(consumerGroupId, offsetsToReset);