Current support for metric instrumentation in Pulsar client is very limited and poses a lot of issues for integrating the metrics into any telemetry system.
We have 2 ways that metrics are exposed today:
- Printing logs every 1 minute: While this is ok as it comes out of the box, it's very hard for any application to get the data or use it in any meaningful way.
producer.getStats()
orconsumer.getStats()
: Calling these methods will get access to the rate of events in the last 1-minute interval. This is problematic because out of the box the metrics are not collected anywhere. One would have to start its own thread to periodically check these values and export them to some other system.
Neither of these mechanism that we have today are sufficient to enable application to easily export the telemetry data of Pulsar client SDK.
Provide a good way for applications to retrieve and analyze the usage of Pulsar client operation, in particular with respect to:
- Maximizing compatibility with existing telemetry systems
- Minimizing the effort required to export these metrics
OpenTelemetry is quickly becoming the de-facto standard API for metric and tracing instrumentation. In fact, as part of PIP-264, we are already migrating the Pulsar server side metrics to use OpenTelemetry.
For Pulsar client SDK, we need to provide a similar way for application builder to quickly integrate and export Pulsar metrics.
When deciding how to expose the metrics exporter configuration there are multiple options:
- Accept an
OpenTelemetry
object directly in Pulsar API - Build a pluggable interface that describe all the Pulsar client SDK events and allow application to provide an implementation, perhaps providing an OpenTelemetry included option.
For this proposal, we are following the (1) option. Here are the reasons:
- In a way, OpenTelemetry can be compared to SLF4J, in the sense that it provides an API on top of which different vendor can build multiple implementations. Therefore, there is no need to create a new Pulsar-specific interface
- OpenTelemetry has 2 main artifacts: API and SDK. For the context of Pulsar client, we will only depend on its API. Applications that are going to use OpenTelemetry, will include the OTel SDK
- Providing a custom interface has several drawbacks:
- Applications need to update their implementations every time a new metric is added in Pulsar SDK
- The surface of this plugin API can become quite big when there are several metrics
- If we imagine an application that uses multiple libraries, like Pulsar SDK, and each of these has its own custom way to expose metrics, we can see the level of integration burden that is pushed to application developers
- It will always be easy to use OpenTelemetry to collect the metrics and export them using a custom metrics API. There are several examples of this in OpenTelemetry documentation.
When building a PulsarClient
instance, it will be possible to pass an OpenTelemetry
object:
interface ClientBuilder {
// ...
ClientBuilder openTelemetry(io.opentelemetry.api.OpenTelemetry openTelemetry);
}
The common usage for an application would be something like:
// Creates a OpenTelemetry instance using environment variables to configure it
OpenTelemetry otel = AutoConfiguredOpenTelemetrySdk.builder().build()
.getOpenTelemetrySdk();
PulsarClient client = PulsarClient.builder()
.serviceUrl("pulsar://localhost:6650")
.openTelemetry(otel)
.build();
// ....
Even without passing the OpenTelemetry
instance to Pulsar client SDK, an application using the OpenTelemetry
agent, will be able to instrument the Pulsar client automatically, because we default to use GlobalOpenTelemetry.get()
.
The old way of collecting stats will be deprecated in phases:
- Pulsar 3.3 - Old metrics deprecated, still enabled by default
- Pulsar 3.4 - Old metrics disabled by default
- Pulsar 4.0 - Old metrics removed
Methods to deprecate:
interface ClientBuilder {
// ...
@Deprecated
ClientBuilder statsInterval(long statsInterval, TimeUnit unit);
}
interface Producer {
@Deprecated
ProducerStats getStats();
}
interface Consumer {
@Deprecated
ConsumerStats getStats();
}
Based on the experience of Pulsar Go client SDK metrics ( see: https://github.com/apache/pulsar-client-go/blob/master/pulsar/internal/metrics.go), this is the proposed initial set of metrics to export.
Additional metrics could be added later on, though it's better to start with the set of most important metrics and then evaluate any missing information.
These metrics names and attributes will be considered "Experimental" for 3.3 release and might be subject to changes. The plan is to finalize all the namings in 4.0 LTS release.
Attributes with [name]
brackets will not be included by default, to avoid high cardinality metrics.
OTel metric name | Type | Unit | Attributes | Description |
---|---|---|---|---|
pulsar.client.connection.opened |
Counter | connections | The number of connections opened | |
pulsar.client.connection.closed |
Counter | connections | The number of connections closed | |
pulsar.client.connection.failed |
Counter | connections | The number of failed connection attempts | |
pulsar.client.producer.opened |
Counter | sessions | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ] |
The number of producer sessions opened |
pulsar.client.producer.closed |
Counter | sessions | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ] |
The number of producer sessions closed |
pulsar.client.consumer.opened |
Counter | sessions | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ], pulsar.subscription |
The number of consumer sessions opened |
pulsar.client.consumer.closed |
Counter | sessions | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ], pulsar.subscription |
The number of consumer sessions closed |
pulsar.client.consumer.message.received.count |
Counter | messages | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ], pulsar.subscription |
The number of messages explicitly received by the consumer application |
pulsar.client.consumer.message.received.size |
Counter | bytes | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ], pulsar.subscription |
The number of bytes explicitly received by the consumer application |
pulsar.client.consumer.receive_queue.count |
UpDownCounter | messages | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ], pulsar.subscription |
The number of messages currently sitting in the consumer receive queue |
pulsar.client.consumer.receive_queue.size |
UpDownCounter | bytes | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ], pulsar.subscription |
The total size in bytes of messages currently sitting in the consumer receive queue |
pulsar.client.consumer.message.ack |
Counter | messages | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ], pulsar.subscription |
The number of acknowledged messages |
pulsar.client.consumer.message.nack |
Counter | messages | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ], pulsar.subscription |
The number of negatively acknowledged messages |
pulsar.client.consumer.message.dlq |
Counter | messages | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ], pulsar.subscription |
The number of messages sent to DLQ |
pulsar.client.consumer.message.ack.timeout |
Counter | messages | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ], pulsar.subscription |
The number of messages that were not acknowledged in the configured timeout period, hence, were requested by the client to be redelivered |
pulsar.client.producer.message.send.duration |
Histogram | seconds | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ] |
Publish latency experienced by the application, includes client batching time |
pulsar.client.producer.rpc.send.duration |
Histogram | seconds | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ], pulsar.response.status="success|failed" |
Publish RPC latency experienced internally by the client when sending data to receiving an ack |
pulsar.client.producer.message.send.size |
Counter | bytes | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ], pulsar.response.status="success|failed" |
The number of bytes published |
pulsar.client.producer.message.pending.count" |
UpDownCounter | messages | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ] |
The number of messages in the producer internal send queue, waiting to be sent |
pulsar.client.producer.message.pending.size |
UpDownCounter | bytes | pulsar.tenant , pulsar.namespace , [pulsar.topic ], [pulsar.partition ] |
The size of the messages in the producer internal queue, waiting to sent |
pulsar.client.lookup.duration |
Histogram | seconds | pulsar.lookup.transport-type="binary|http" , pulsar.lookup.type="topic|metadata|schema|list-topics" , pulsar.response.status="success|failed" |
Duration of different types of client lookup operations |
The metrics data point will be tagged with these attributes:
pulsar.tenant
pulsar.namespace
pulsar.topic
pulsar.partition
By default the metrics will be exported with tenant and namespace attributes set. If an application wants to enable a finer level, with higher cardinality, it can do so by using OpenTelemetry configuration.