THIS IS A TEST INSTANCE. ALL YOUR CHANGES WILL BE LOST!!!!
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Status
Current state: Under DiscussionApproved
Discussion thread: here
JIRA: here
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An important part of deploying Kafka Connect is monitoring the health of the workers in a cluster and the connectors and tasks that have been deployed to the cluster. The Although producers and consumers used in Kafka Connect can be monitored, the Kafka Connect framework only has a few metrics capturing the number of connectors and tasks for each worker. To augment these existing metrics, so we propose to add metrics to monitor more information about the connectors, tasks, and workers. All metrics reported by each worker are scoped by the activities within that worker.
There are several things that are out of scope for this proposal, though they may be addressed in future KIPs. First, this proposal expressly avoids changes to the Connect API, and therefore does not address how connector implementations can define their own connector-specific metrics. Second, Kafka Connect does not have any existing mechanism to aggregate the metrics reported by each workeracross multiple workers.
Public Interfaces
All of the following will be added via Kafka's metrics library like most of the metrics in the Kafka brokers and other components. The context of all metrics are limited to the worker where the metrics are being reported, and all metrics include the worker ID in the MBean attribute (similarly to how Kafka producer and consumer metrics include the client ID).
Source Task Metrics
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are defined as attributes on the specified MBean attribute and are measured within the context of a single worker. All metrics defined below are at the INFO recording level.
Connector Metrics
MBean name: kafka.connect:type=
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connector-metrics,
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connector=
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([-.\w]+)
Metric/Attribute Name | Description | Implemented |
|---|---|---|
| connector-type | The type of the connector, one of: source, sink | 1.0.0 |
| connector-class | The name of the connector class | 1.0.0 |
| connector-version | The version of the connector class, as reported by the connector in this worker | 1.0.0 |
| status | The current status of the connector in this worker, one of: running, paused, stopped | 1.0.0 |
Common Task Metrics
MBean name: kafka.connect:type=connector-task-metrics,connector
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=([-.\w]+),
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task=([-.\w
...
]+)
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Metric/Attribute Name | Description | Implemented |
|---|---|---|
| status | The current status of this task, one of: unassigned, running, paused, failed, destroyed | 1.0.0 |
| pause-ratio | The fraction of time this task has spent in the paused state. | 1.0.0 |
| running-ratio | The fraction of time this task has spent in the running state. | 1.0.0 |
| offset-commit-success-percentage | The average percentage of this task's offset commit attempts that succeeded | 1.0.0 |
| offset-commit-failure-percentage | The average percentage of this task's offset commit attempts that failed or had an error | 1.0.0 |
| offset-commit-max-time-ms | The maximum time in milliseconds taken by this task to commit offsets | 1.0.0 |
| offset-commit-avg-time-ms | The average time in milliseconds taken by this task to commit offsets | 1.0.0 |
| offset-commit-99p-time-ms | The 99th percentile time in milliseconds spent by this task to commit offsets to Kafka | |
| offset-commit-95p-time-ms | The 95th percentile time in milliseconds spent by this task to commit offsets to Kafka | |
| offset-commit-90p-time-ms | The 90th percentile time in milliseconds spent by this task to commit offsets to Kafka | |
| offset-commit-75p-time-ms | The 75th percentile time in milliseconds spent by this task to commit offsets to Kafka | |
| offset-commit-50p-time-ms | The 50th percentile (average) time in milliseconds spent by this task to commit offsets to Kafka | |
| batch-size-max | The maximum size of the batches processed by the connector | 1.0.0 |
| batch-size-avg | The average size of the batches processed by the connector | 1.0.0 |
Source Task Metrics
MBean name: kafka.connect:type=source-task-metrics,connector=([-.
...
\w]+),task=([\d]+)
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| Metric/Attribute Name | Description |
|---|
| Implemented | ||
|---|---|---|
| source-record-poll-rate | The average per-second number of records produced/polled (before transformation) by this task belonging to the named source connector in this worker. | 1.0.0 |
| source-record-poll-total | The number of records produced/polled (before transformation) by this task belonging to the named source connector in this worker, since the task was last restarted. | 1.0.0 |
| source-record-write-rate | The average per-second number of records output from the transformations and written to Kafka for this task |
| belonging to the named source connector in this worker |
| . This is after transformations are applied and excludes any records filtered out by the transformations. | 1.0.0 |
| source-record- |
| write-total | The number of records output from the transformations and written to Kafka for this task belonging to the |
| named source connector in this worker |
| , since the task was last restarted. | 1.0.0 |
| source-record- |
Sink Task Metrics
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| active-count | The most recent number of records that have been produced by this task but not yet completely written to Kafka. | 1.0.0 |
| source-record-active-count-max | The maximum number of records that have been produced by this task but not yet completely written to Kafka. | 1.0.0 |
| source-record-active-count-avg | The average number of records that have been produced by this task but not yet completely written to Kafka. | 1.0.0 |
| poll-batch-max-time-ms | The maximum time in milliseconds taken by this task to poll for a batch of source records | 1.0.0 |
| poll-batch-avg-time-ms | The average time in milliseconds taken by this task to poll for a batch of source records | 1.0.0 |
| poll-batch-99p-time-ms | The 99th percentile time in milliseconds spent by this task to poll for a batch of source records | |
| poll-batch-95p-time-ms | The 95th percentile time in milliseconds spent by this task to poll for a batch of source records | |
| poll-batch-90p-time-ms | The 90th percentile time in milliseconds spent by this task to poll for a batch of source records | |
| poll-batch-75p-time-ms | The 75th percentile time in milliseconds spent by this task to poll for a batch of source records | |
| poll-batch-50p-time-ms | The 50th percentile (average) time in milliseconds spent by this task to poll for a batch of source records |
Sink Task Metrics
MBean name: kafka.connect:type=sink-task-metrics
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,connector=([-.\w]+),task=([\d]+)
Metric/Attribute Name | Description | Implemented |
|---|---|---|
| sink-record-read-rate | The average per-second |
| number of records read from |
| Kafka for this task belonging to the named sink connector in this worker. This |
| is before transformations are applied. | 1.0.0 |
| sink-record-read- |
| total | The total number of records produced/polled (before transformation) by this task belonging to the named source connector in this worker, since the task was last restarted. | 1.0.0 |
| sink-record-send-rate | The average per-second numbrer of records output from the transformations and |
| sent to this task belonging to the named sink connector in this worker. |
| This is after |
| transformations are applied and excludes any records filtered out by the transformations. |
| 1.0.0 | ||
| sink-record-send-total | The total number of records output from the transformations and sent to this task belonging to the named source connector in this worker, since the task was last restarted. | 1.0.0 |
| sink-record- |
| lag-max | The maximum lag in terms of number of records behind the consumer the offset commits are for any topic partitions. | |
| sink-record-active-count | The most recent number of records that have been read from Kafka but not yet completely committed/flushed/acknowledged by the sink task. | 1.0.0 |
| sink-record-active-count-max | The maximum number of records that have been read from Kafka but not yet completely committed/flushed/acknowledged by the sink task. | 1.0.0 |
| sink-record-active-count-avg | The average number of records that have been read from Kafka but not yet completely committed/flushed/acknowledged by the sink task. | 1.0.0 |
| partition-count | The number of topic partitions assigned to |
| this task belonging to the named |
| sink connector in this worker. |
...
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| 1.0.0 | ||
| offset-commit-seq-no | The current sequence number for offset commits | 1.0.0 |
| offset-commit-completion-rate | The average per-second number of offset commit completions that were completed successfully | 1.0.0 |
| offset-commit-completion-total | The total number of offset commit completions that were completed successfully | 1.0.0 |
| offset-commit-skip-rate | The average per-second number of offset commit completions that were received too late and skipped/ignored | 1.0.0 |
| offset-commit-skip-total | The total number of offset commit completions that were received too late and skipped/ignored | 1.0.0 |
| put-batch-max-time-ms | The maximum time in milliseconds taken by this task to put a batch of sinks records | 1.0.0 |
| put-batch-avg-time-ms | The average time in milliseconds taken by this task to put a batch of sinks records | 1.0.0 |
| put-batch-99p-time-ms | The 99th percentile time in milliseconds spent by this task to put a batch of sinks records | |
| put-batch-95p-time-ms | The 95th percentile time in milliseconds spent by this task to put a batch of sinks records | |
| put-batch-90p-time-ms | The 90th percentile time in milliseconds spent by this task to put a batch of sinks records | |
| put-batch-75p-time-ms | The 75th percentile time in milliseconds spent by this task to put a batch of sinks records | |
| put-batch-50p-time-ms | The 50th percentile (average) time in milliseconds spent by this task to put a batch of sinks records | |
| flush-max-time-ms | The maximum time in milliseconds taken by this sink task to pre-commit/flush | |
| flush-99p-time-ms | The 99th percentile time in milliseconds spent by this sink task to pre-commit/flush | |
| flush-95p-time-ms | The 95th percentile time in milliseconds spent by this sink task to pre-commit/flush | |
| flush-90p-time-ms | The 90th percentile time in milliseconds spent by this sink task to pre-commit/flush | |
| flush-75p-time-ms | The 75th percentile time in milliseconds spent by this sink task to pre-commit/flush | |
| flush-50p-time-ms | The 50th percentile (average) time in milliseconds spent by this sink task to pre-commit/flush |
MBean name: kafka.connect:type=sink-
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task-metrics,
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connector=
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([-.\w]+),
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task=([
...
\
...
d]+)
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,topic=([-.\w]+),
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partition=([
...
\
...
d]+)
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Metric/Attribute Name | Description | Implemented |
|---|---|---|
| sink-record-lag | The latest lag in terms of number of records behind the consumer the offset commits are for the topic partition. | |
| sink-record-lag-avg | The average lag in terms of number of records behind the consumer the offset commits are for the topic partition. | |
| sink-record-lag-max | The maximum lag in terms of number of records behind the consumer the offset commits are for the topic partition. |
Worker Metrics
MBean name: kafka.connect:type=
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connect-
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worker-metrics
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Metric/Attribute Name | Description | Implemented |
|---|---|---|
task-count | The number of tasks run in this worker | 1.0.0 |
| connector-count | The number of connectors run in this worker | 1.0.0 |
| connector-startup-attempts-total | The total number of connector startups that this worker has attempted. | 1.0.0 |
| connector-startup-success-total | The total number of connector starts that succeeded. | 1.0.0 |
| connector-startup-success-percentage | The average percentage of this worker's connectors starts that succeeded. | 1.0.0 |
| connector-startup-failure-total | The total number of connector starts that failed. | 1.0.0 |
| connector-startup-failure-percentage | The average percentage of this worker's connectors starts that failed. | 1.0.0 |
| task-startup-attempts-total | The total number of task startups that this worker has attempted. | 1.0.0 |
| task-startup-success-total | The total number of task starts that succeeded. | 1.0.0 |
| task-startup-success-percentage | The average percentage of this worker's task starts that succeeded. | 1.0.0 |
| task-startup-failure-total | The total number of task starts that failed. | 1.0.0 |
| task-startup-failure-percentage | The average percentage of this worker's task starts that failed. | 1.0.0 |
| rest-request-rate | The average per second number of requests handled by the REST endpoints in this worker | |
| rest-request-total | The total number of requests handled by the REST endpoints in this worker |
Worker Rebalance Metrics
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assigned tasks
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MBean name:
kafka.connect:type=connect-worker-rebalance-metrics
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Metric/Attribute Name | Description | Implemented |
|---|---|---|
| leader-name | The name of the group leader | 1.0.0 |
| epoch | The epoch or generation number of this worker | 1.0.0 |
| completed-rebalances-total | The total number of rebalances completed by this worker. | 1.0.0 |
| rebalancing | Whether this worker is currently rebalancing. | 1.0.0 |
| rebalance-max-time-ms | The maximum time in milliseconds spent by this worker to rebalance. | 1.0.0 |
| rebalance-avg-time-ms | The average time in milliseconds spent by this worker to rebalance. | 1.0.0 |
| rebalance-99p-time-ms | The 99th percentile time in milliseconds spent by this worker to rebalance during the last window (defaults to an hour) | |
| rebalance-95p-time-ms | The 95th percentile time in milliseconds spent by this worker to rebalance during the last window (defaults to an hour) | |
| rebalance-90p-time-ms | The 90th percentile time in milliseconds spent by this worker to rebalance during the last window (defaults to an hour) | |
| rebalance-75p-time-ms | The 75th percentile time in milliseconds spent by this worker to rebalance during the last window (defaults to an hour) | |
| rebalance-50p-time-ms | The 50th percentile (average) time in milliseconds spent by this worker to rebalance during the last window (defaults to an hour) | |
| time-since-last-rebalance-ms | The time in milliseconds since the most recent rebalance in this worker | 1.0.0 |
Configuration
The distributed and standalone worker configuration files will support the following properties. These exactly match the producer and consumer configurations of the same name. (The first three are already in the distributed worker configuration.)
| Configuration Field | Type | Default | Importance | Description |
|---|---|---|---|---|
| metrics.sample.window.ms | long | 30000 | low | The window of time in milliseconds a metrics sample is computed over. Must be a non-negative number. |
| metrics.num.samples | int | 2 | low | The number of samples maintained to compute metrics. Must be a positive number. |
| metric.reporters | string | "" | low | A list of classes to use as metrics reporters. Implementing the MetricReporter interface allows plugging in classes that will be notified of new metric creation. The JmxReporter is always included to register JMX statistics. |
| metrics.recording.level | string | "INFO" | low | The highest recording level for metrics. Must be either "INFO" or "DEBUG". |
Proposed Changes
We will add the relevant metrics and worker configuration properties as specified in the Public Interfaces section
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task count
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| Metric Name | Description | MBean attribute |
|---|---|---|
| rebalance success total | The total number of this worker's successful rebalances | kafka.connect:type=connect-worker-rebalance-metrics,name=rebalance-success-total,worker=([-.\w]+) |
| rebalance success percentage | The average percentage of this worker's rebalances that succeeded | kafka.connect:type=connect-worker-rebalance-metrics,name=rebalance-success-percentage,worker=([-.\w]+) |
| rebalance failure total | The total number of this worker's failed rebalances | kafka.connect:type=connect-worker-rebalance-metrics,name=rebalance-failure-total,worker=([-.\w]+) |
| rebalance failure percentage | The average percentage of this worker's rebalances that failed | kafka.connect:type=connect-worker-rebalance-metrics,name=rebalance-failure-percentage,worker=([-.\w]+) |
| rebalance maximum time | The maximum time spent by this worker to rebalance | kafka.connect:type=connect-worker-rebalance-metrics,name=rebalance-max-time,worker=([-.\w]+) |
| rebalance 99th percentile time | The 99th percentile time spent by this worker to rebalance during the last window (defaults to an hour) | kafka.connect:type=connect-worker-rebalance-metrics,name=rebalance-99p-time,worker=([-.\w]+) |
| rebalance 95th percentile time | The 95th percentile time spent by this worker to rebalance during the last window (defaults to an hour) | kafka.connect:type=connect-worker-rebalance-metrics,name=rebalance-95p-time,worker=([-.\w]+) |
| rebalance 90th percentile time | The 90th percentile time spent by this worker to rebalance during the last window (defaults to an hour) | kafka.connect:type=connect-worker-rebalance-metrics,name=rebalance-90p-time,worker=([-.\w]+) |
| rebalance 75th percentile time | The 75th percentile time spent by this worker to rebalance during the last window (defaults to an hour) | kafka.connect:type=connect-worker-rebalance-metrics,name=rebalance-75p-time,worker=([-.\w]+) |
| time since last rebalance | The time since the most recent rebalance in this worker | kafka.connect:type=connect-worker-rebalance-metrics,name=time-since-last-rebalance,worker=([-.\w]+) |
| task failure rate | The number of tasks that failed in this worker | kafka.connect:type=connect-worker-rebalance-metrics,name=task-failure-rate,worker=([-.\w]+ |
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| Metric Name | Description | MBean attribute |
|---|---|---|
| REST request rate | The number of requests handled by the REST endpoints in this worker | kafka.connect:type=worker-rest-metrics,name=request-rate,worker=([-.\w]+) |
Proposed Changes
We will add the relevant metrics as specified in the Public Interfaces section. The scope of each metric is limited by a single worker, and these metrics can be aggregated across workers; this is why the worker name is included in all MBean attributes.
Compatibility, Deprecation, and Migration Plan
Two existing metrics exist but Existing Connect coordinator metrics will not be changed. However, these new metrics use slightly different patterns for the MBean attributes to always include the worker name, new metrics will be added to replicate these existing metrics with the new naming pattern.
The metrics.sample.window.ms, metrics.num.samples, and metric.reporters configurations already exist in the distrtibuted worker; these will also be added to the standalone worker. The metrics.recording.level configuration will be added to both the distributed and standalone worker configurations. All four of these metrics have sensible default values and therefore users do not need to add or override them in their existing configuration files.
Rejected Alternatives
None
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