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© 2022 New Relic, Inc. All rights reserved.
Key Metrics To Uncover the
Root Cause of Kafka
Performance Anomalies
Anton Rodriguez + Daniel Kim
© 2022 New Relic, Inc. All rights reserved.
Event Driven Architecture
© 2022 New Relic, Inc. All rights reserved.
How do you debug event driven architecture?
© 2022 New Relic, Inc. All rights reserved.
Distributed Tracing
© 2022 New Relic, Inc. All rights reserved.
Distributed Tracing
© 2022 New Relic, Inc. All rights reserved.
Metrics
© 2022 New Relic, Inc. All rights reserved.
Logs for errors
© 2022 New Relic, Inc. All rights reserved.
Instrumenting your application
Producer
Producer
Broker
Broker
Broker
consumer
Consumer
Zookeeper
© 2022 New Relic, Inc. All rights reserved.
Collect telemetry data
Process telemetry data
Send telemetry data
@learnwdaniel
© 2022 New Relic, Inc. All rights reserved.
https://github.com/open-telemetry/opentelemetry-specification/blob/main/specifica
tion/metrics/semantic_conventions/instrumentation/kafka.md
Language/Framework
Specific SDKs
Capture Data
Process
(Decorate, Batch,
Encrypt)
Send to Backend
Receiver Processor Exporter
OpenTelemetry Collector
@learnwdaniel
© 2022 New Relic, Inc. All rights reserved.
OpenTelemetry Java Agent
https://github.com/open-telemetry/opentelemetry-java-instrumentation
© 2022 New Relic, Inc. All rights reserved.
JMX Receiver
© 2022 New Relic, Inc. All rights reserved.
KafkaMetricsReceiver
© 2022 New Relic, Inc. All rights reserved.
Prometheus Metrics
© 2022 New Relic, Inc. All rights reserved.
The Problem: There are way too many metrics
© 2022 New Relic, Inc. All rights reserved.
Increasing the ROI of your o11y data
- 1000 Metrics
- 800 Traces
- 5500 Logs
- 2000 Metrics
- 1600 Traces
- 11000 Logs
- 100000 Metrics
- 160000 Traces
- 1100000 Logs
Processing, Saving,
Decorating Data
== Money
Actionable Insights
Overall Data being Produced
ROI of Observability
Language/Framework
Specific SDKs
Capture Data
Process
(Decorate, Batch,
Encrypt)
Send to Backend
Receiver Processor Exporter
OpenTelemetry Collector
@learnwdaniel
export OTEL_TRACES_SAMPLER=parentbased_traceidratio
export OTEL_TRACES_SAMPLER_ARG=0.3
https://github.com/open-telemetry/opentelemetry-java/blob/main/sdk-extensions/autoconfigure/READ
ME.md#sampler
Configure sampling for java agent
Language/Framework
Specific SDKs
Capture Data
Process
(Decorate, Batch,
Encrypt)
Send to Backend
Receiver Processor Exporter
OpenTelemetry Collector
@learnwdaniel
tailsamplingprocessor
Collect
Process
Export
@learnwdaniel
Collecting Infrastructure Metrics
Collect
Process
Export
Collector
ECS, Cloudwatch Container
Insights, X-RAY, Firehose
k8sattributesprocessor
Collect
Process
Export
Daniel’s Pod A
OpenTelemetry Collector
Metrics Traces Logs Correlated Telemetry
k8s.pod.name
K8s.deployment.name
k8s.cluster.name
Add Metadata
@learnwdaniel
© 2022 New Relic, Inc. All rights reserved.
Tuning Kafka Configurations
© 2022 New Relic, Inc. All rights reserved.
Measuring Consumer Lag
Producer Broker consumer
© 2022 New Relic, Inc. All rights reserved.
Calculating Consumer Lag
© 2022 New Relic, Inc. All rights reserved.
© 2022 New Relic, Inc. All rights reserved.
Diagram about increasing the # of consumers
© 2022 New Relic, Inc. All rights reserved.
Kafka has a lot of configs you can tweak
© 2022 New Relic, Inc. All rights reserved.
© 2022 New Relic, Inc. All rights reserved.
Kafka Producers
Producer
Daniel’s Topic
© 2022 New Relic, Inc. All rights reserved.
Batching
©2008–22 New Relic, Inc. All rights reserved
Producer
Batch 1
5. Fine Tune Kafka Config (Batching/Compressing Messages)
Message 1
Message 2
Message 3
Message 4
Message 5
Message 6
📦 batch.size = 6
Compression
©2008–22 New Relic, Inc. All rights reserved
Producer
Batch 2
5. Fine Tune Kafka Config (Batching/Compressing Messages)
Message 1
Message 2
Message 3
📦 batch.size = 6
⌛linger.ms = 20
📦 batch.size = 6
Compression
© 2022 New Relic, Inc. All rights reserved.
What do we measure?
© 2022 New Relic, Inc. All rights reserved.
Batch Size
Producer
batch.size = 10kb
batch.size = 16kb
© 2022 New Relic, Inc. All rights reserved.
Request Rate
Producer
Average number of requests sent per second
© 2022 New Relic, Inc. All rights reserved.
Request Latency Average
Producer
Daniel’s Broker
Producer
Daniel’s Broker
I got it!
sending
message
© 2022 New Relic, Inc. All rights reserved.
Kafka Consumers
Consumer
Daniel’s Topic
Consumer
© 2022 New Relic, Inc. All rights reserved.
How do we increase throughput?
Consumer
Daniel’s Topic
(How do we get the consumer to read more messages)
© 2022 New Relic, Inc. All rights reserved.
Increasing the # of requests
fetch.max.wait.ms - Sets a maximum threshold for time-based batching.
fetch.min.bytes - Sets a minimum threshold for size-based batching.
Consumer
Producer
© 2022 New Relic, Inc. All rights reserved.
How do we decrease latency?
Consumer
Daniel’s Topic
How do we get the messages to be consumed faster?
© 2022 New Relic, Inc. All rights reserved.
increasing maximum batch sizes
fetch.max.bytes
max.partition.fetch.bytes
Consumer
Consumer
© 2022 New Relic, Inc. All rights reserved.
What do we measure?
© 2022 New Relic, Inc. All rights reserved.
Records Lag
Producer
Consumer
© 2022 New Relic, Inc. All rights reserved.
Record Consumed Rate
Consumer
© 2022 New Relic, Inc. All rights reserved.
Fetch rate
Consumer

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