Message accumulation is the difference between the latest offset and the committed consumer offset for a Group. It indicates how far behind the consumer is. When you check the consumption status of a Group, message accumulation may display 0 or appear empty even though the consumer offset does not match the latest offset. This typically indicates a problem with how consumer offsets are committed or stored.
The following table summarizes the possible causes and quick fixes.
| Cause | Symptom | Fix |
|---|---|---|
| Consumer offset not committed or expired | Consumer offset column is empty for all partitions | Enable auto-commit or add manual commit calls; restart idle consumers |
| Consumer offset manually reset to 0 | A partition shows consumer offset 0 while the latest offset is much larger | Allow the consumer to resume and commit updated offsets |
| Consumer offset equals the latest offset | Consumer offset matches the latest offset across all partitions | No action needed -- this is normal behavior |
Possible causes
Consumer offset not committed or expired
This is the most common cause. The system calculates message accumulation as the difference between the latest offset and the consumer offset. If no consumer offset exists, the system cannot compute this value and displays 0 or leaves the field empty.
This happens in two scenarios:
The consumer never committed an offset. If
enable.auto.commitis set tofalseand no manual commit call (commitSync()orcommitAsync()) is made, no consumer offset is stored. Without a baseline offset, the system cannot calculate message accumulation. By default,enable.auto.commitistrue, and offsets are committed automatically at the interval specified byauto.commit.interval.ms(default: 5 seconds). If you disabled auto-commit, you must commit offsets explicitly in your consumer code.The consumer offset expired. Consumer offsets are retained for a limited period controlled by the
offsets.retention.minutesbroker configuration. If a Group stops consuming and the retention period elapses, the stored offsets are deleted. When offsets expire, the consumer group data is cleaned up, and lag cannot be calculated.
How to verify:
In the ApsaraMQ for Kafka console, go to Groups and check whether the Group has any committed consumer offset.
If the consumer offset column is empty for all partitions, the offsets were either never committed or have expired.
You can also use the kafka-consumer-groups CLI tool to inspect the Group. The output looks similar to the following:
TOPIC PARTITION CURRENT-OFFSET LOG-END-OFFSET LAG CONSUMER-ID HOST CLIENT-ID
my-topic 0 - 4 - consumer-1-... /127.0.0.1 consumer-1
my-topic 1 - 3 - consumer-1-... /127.0.0.1 consumer-1A - in the CURRENT-OFFSET and LAG columns indicates that no consumer offset is committed for that partition.
How to fix:
If auto-commit is disabled, add explicit offset commits to your consumer code or set
enable.auto.committotrue.If offsets expired because the consumer was idle too long, restart the consumer. New offsets are committed once the consumer begins processing messages.
Consumer offset manually reset to 0
If you manually reset the consumer offset for a partition to 0, the message accumulation value may display incorrectly. After a reset, the system recalculates message accumulation based on the new offset. Depending on timing and consumer state, the displayed value may temporarily show 0 or appear empty before the consumer resumes and commits updated offsets.
How to verify:
Check the consumer offset for each partition in the Group's consumption status. If any partition shows a consumer offset of 0 while the latest offset is much larger, a manual reset likely occurred. The CLI output looks similar to the following:
TOPIC PARTITION CURRENT-OFFSET LOG-END-OFFSET LAG CONSUMER-ID HOST CLIENT-ID
my-topic 0 0 15000 15000 consumer-1-... /127.0.0.1 consumer-1A CURRENT-OFFSET of 0 with a large LOG-END-OFFSET indicates a recent offset reset.
How to fix:
Allow the consumer to resume processing. As the consumer commits updated offsets, the message accumulation value corrects itself.
Consumer offset equals the latest offset
This is normal behavior. When the consumer offset matches the latest offset, message accumulation is 0 because the consumer has fully caught up with all produced messages.
How to verify:
Compare the consumer offset and latest offset for each partition. If they match across all partitions, the Group is fully caught up and 0 is the correct value. The CLI output looks similar to the following:
TOPIC PARTITION CURRENT-OFFSET LOG-END-OFFSET LAG CONSUMER-ID HOST CLIENT-ID
my-topic 0 150 150 0 consumer-1-... /127.0.0.1 consumer-1
my-topic 1 200 200 0 consumer-2-... /127.0.0.1 consumer-2This cause only explains a message accumulation of 0. It does not explain an empty or missing value.
Diagnostic reference
Consumer Group states
When troubleshooting message accumulation issues, check the consumer Group state. The state affects whether lag data is available.
| State | Description | Effect on message accumulation display |
|---|---|---|
| Stable | Consumers are active and assigned partitions | Displayed normally |
| Empty | No active consumers in the Group | May show 0 or empty if offsets have expired |
| Dead | The Group has no members and no committed offsets | Not displayed |
| Rebalancing | Partitions are being reassigned among consumers | Values may be stale or frozen until rebalancing completes |
Related configuration parameters
| Parameter | Default | Description |
|---|---|---|
enable.auto.commit | true | Enables automatic offset commits at regular intervals |
auto.commit.interval.ms | 5000 | Interval between automatic offset commits (in milliseconds) |
offsets.retention.minutes | Varies by deployment | Duration that committed offsets are retained after the consumer Group becomes empty |
auto.offset.reset | latest | Defines consumer behavior when no committed offset exists: latest (start from newest), earliest (start from oldest), or none (throw an error) |