Learn Labs
15. Appendices A & B

15.9 Consolidated tool recommendations by job

If you run Kafka yourself, the short list

ToolThe job
Cruise Controlrebalancing, rack-awareness maintenance, broker add/remove, demotion, anomaly detection (“a must-have for any Kafka operator”)
Burrowconsumer lag status without thresholds
Xinfra Monitorend-to-end produce/consume availability per broker
Prometheus (+ a JMX agent)metrics collection from brokers and clients
kcatfast, JVM-free console produce/consume + metadata
Strimziif you're on Kubernetes
JulieOpsGitOps for topics/ACLs/schemas
AKHQ / Conduktora GUI when the CLI gets tedious
Debezium (Ch. 9)CDC connectors, instead of JDBC polling

If you'd rather not run it

What you wantThe platform
Most integratedConfluent Cloud — mind the Community License
Integrated, Apache-2Aiven (Karapace)
AWS-nativeAmazon MSK — less integrated; BYO tools
Azure + Hadoop/SparkAzure HDInsight — BYO registry/proxy
Hybrid public/privateCloudera CDP