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Monitoring Kafka Without
Instrumentation Using eBPF
Anton Rodriguez
@antonmry
Our experience with Kafka
125 PiB of data per
month
3 B data points per
minute
production cluster of
~275 brokers was
running at 20 GB/sec
Kafka & observability
Kafka ecosystem
Kafka rebalances
Kafka Consumer Lag
https://github.com/linkedin/Burrow https://github.com/lightbend/kafka-lag-exporter
eBPF
eBPF programs (user-defined, sandboxed bytecode executed by the kernel) allow
user-defined instrumentation on a live kernel image that can never crash, hang or
interfere with the kernel negatively
eBPF & BCC
https://iovisor.github.io/bcc/
bpftrace
kubectl-trace
https://github.com/iovisor/bpftrace https://github.com/iovisor/kubectl-trace
eBPF Exporter
https://github.com/cloudflare/ebpf_exporter
● Open-source CNCF observability platform
○ Using eBPF
● Automatically traces network messages
○ Kafka, HTTP, MySQL, etc.
○ Always active
● No instrumentation
○ No code modifications
○ No redeployments
What’s Pixie?
A CNCF sandbox project
Pixie’s approach
● Pixie Edge Module (PEM)
deploys on every node
● Capture data with eBPF
● Process data in user-space
(protocol parsing)
● Store data into tables for
querying by user
How is the data traced?
Pixie traces network-related Linux syscalls with eBPF kprobes.
In the case of Kafka:
● Fetch and Produce messages
● JoinGroup and SyncGroup messages, etc.
Demo time!
Summary
● Kafka observability is challenging
● eBPF opens a new world of possibilities
● Pixie provides auto-instrumentation for Kubernetes applications
○ No code modification
○ No redeployment
○ Easy to use
○ Specific domain metrics
○ Low overhead
Thank you!
Questions?
@antonmry

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