# Message Queue

!!! info "Architectural Context"
    Detailed reference for Message Queue in the context of Data & Advanced Analytics.

  - [ibm.com: Event-driven cloud-native applications (microservices)](https://www.ibm.com/think/topics/cloud-native)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [confluent.io: Event-Driven Microservices Architecture (white paper) 🌟](https://www.confluent.io/resources/white-paper/event-driven-microservices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: Event-driven architecture: Understanding the essential benefits 🌟](https://www.redhat.com/en/blog/event-driven-architecture-essentials)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [engineering.atspotify.com: Spotify’s Event Delivery – The Road to the Cloud (Part I)](https://engineering.atspotify.com/2016/2/spotifys-event-delivery-the-road-to-the-cloud-part-i)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ActiveMQ Artemis](https://artemis.apache.org/components/artemis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Apache Artemis JMeter](https://github.com/apache/artemis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.rabbitmq.com: First Application With RabbitMQ Streams](https://www.rabbitmq.com/blog/2021/07/19/rabbitmq-streams-first-application)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [salaboy.com: Event-Driven applications with CloudEvents on Kubernetes](https://www.salaboy.com/2022/01/29/event-driven-applications-with-cloudevents-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Redis Pub/sub](https://redis.io/docs/latest/develop)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Apache Camel K](https://camel.apache.org/camel-k/2.10.x)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Google Cloud Platform Pub/Sub](https://docs.cloud.google.com/pubsub/docs/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ibm.com: iPaaS (Integration-Platform-as-a-Service)](https://www.ibm.com/think/topics/ipaas)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [**Red Hat Fuse**](https://www.redhat.com/en/products/application-foundations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [info.crunchydata.com: PostgreSQL Change Data Capture With Debezium](https://www.crunchydata.com/blog/postgresql-change-data-capture-with-debezium)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: Using a schema registry to ensure data consistency between microservices](https://www.redhat.com/en/blog/schema-registry)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [cloudblog.withgoogle.com: Turn any Dataflow pipeline into a reusable template](https://cloud.google.com/blog/products/data-analytics/create-templates-from-any-dataflow-pipeline)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [openshift.com: How to Orchestrate Data Pipelines with Applications Deployed on OpenShift](https://www.redhat.com/en/blog/how-to-orchestrate-data-pipelines-with-applications-deployed-on-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [containerjournal.com: Red Hat Platform Brings Kafka Closer to Kubernetes](https://cloudnativenow.com/topics/cloudnativeplatforms/red-hat-platform-brings-kafka-closer-to-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [confluent.fr: Infrastructure Modernization with Google Anthos and Apache Kafka](https://www.confluent.io/fr-fr/blog/modernize-apps-and-infrastructure-with-anthos-confluent-kafka)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Confluent.io: Intro to Apache Kafka: How Kafka Works 🌟](https://developer.confluent.io/what-is-apache-kafka)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kafka-tutorials.confluent.io 🌟](https://developer.confluent.io/tutorials)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kafka-tutorials.confluent.io: How to count messages in a Kafka topic](https://developer.confluent.io/confluent-tutorials/count-messages/ksql)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [confluent.io: Apache Kafka Made Simple: A First Glimpse of a Kafka Without ZooKeeper 🌟](https://www.confluent.io/blog/latest-apache-kafka-release)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.cloudera.com: Scalability of Kafka Messaging using Consumer Groups](https://www.cloudera.com/blog.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [devclass.com: Apache Kafka 2.8.0 previews life without ZooKeeper](https://www.devclass.com/databases/2021/04/20/apache-kafka-280-previews-life-without-zookeeper/1627009)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [tech.ebayinc.com: Resiliency and Disaster Recovery with Kafka](https://innovation.ebayinc.com/stories/resiliency-and-disaster-recovery-with-kafka)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [newrelic.com: Effective Strategies for Kafka Topic Partitioning 🌟](https://newrelic.com/blog/observability/effective-strategies-kafka-topic-partitioning)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [conduktor.io: What is Apache Kafka?](https://docs.conduktor.io/learn)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: How we use Apache Kafka to improve event-driven architecture performance](https://www.redhat.com/en/blog/apache-kafka-EDA-performance)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [learnk8s.io/kafka-ha-kubernetes: Designing and testing a highly available Kafka cluster on Kubernetes 🌟](https://learnkube.com/kafka-ha-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thelinuxnotes.com: How to deploy Kafka in Kubernetes with Helm chart + kafdrop](https://thelinuxnotes.com/how-to-deploy-kafka-in-kubernetes-with-helm-chart-kafdrop-commander)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redpanda-data/kowl](https://github.com/redpanda-data/console)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [KLoadGen - Kafka + (Avro/Json Schema) Load Generator 🌟](https://github.com/sngular/kloadgen)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [pepy.tech/project/strimzi-kafka-cli 🌟](https://pepy.tech/projects/strimzi-kafka-cli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AWS Kinesis](https://docs.aws.amazon.com/kinesis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Banzai Kafka Operator](https://github.com/banzaicloud/koperator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [mongodb.com: DaaS with MongoDB and Confluent](https://www.mongodb.com/company/blog/technical/daa-s-with-mongo-db-and-confluent)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [confluent.io: Confluent and Microsoft Announce Strategic Alliance](https://www.confluent.io/blog/latest-partner-ecosystem)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Redpanda 🌟](https://www.redpanda.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Redpanda is now Free & Source Available](https://www.redpanda.com/blog/bsl-source-available-license)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ksqlDB](https://www.confluent.io/product/ksqldb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Kafka Streams and ksqlDB Compared – How to Choose](https://docs.confluent.io/platform/current/streams/overview.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Zeebe workflow engine](https://camunda.com/platform/zeebe)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [docs.astronomer.io: Dynamically generating DAGs in Airflow](https://www.astronomer.io/docs/learn/dynamically-generating-dags)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [**Red Hat AMQ overview**](https://developers.redhat.com/products/streams-for-apache-kafka)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [quandarycg.com: Everything You Need To Know About System Integration (And IPaaS) 🌟](https://www.quandarycg.com/everything-you-need-to-know-about-integrations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [rudderstack.com iPaaS](https://www.rudderstack.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [O'Really: Streaming data](http://streamingsystems.net)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Service meshes to the rescue: Load balancing and scaling long-lived connections in Kubernetes 🌟](https://learnkube.com/kubernetes-long-lived-connections)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoq.com: From Monolith to Event-Driven: Finding Seams in Your Future Architecture](https://www.infoq.com/articles/event-driven-finding-seams)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: The Rise of the Event Streaming Database 🌟](https://thenewstack.io/the-rise-of-the-event-streaming-database)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [stackoverflow.blog: How event-driven architecture solves modern web app problems 🌟](https://stackoverflow.blog/2020/03/16/how-event-driven-architecture-solves-modern-web-app-problems)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoq.com: Turning Microservices Inside-Out](https://www.infoq.com/articles/microservices-inside-out)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [towardsdatascience.com: Architecture for High-Throughput Low-Latency Big Data Pipeline on Cloud 🌟](https://towardsdatascience.com/scalable-efficient-big-data-analytics-machine-learning-pipeline-architecture-on-cloud-4d59efc092b5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Distributed transaction patterns for microservices compared](https://developers.redhat.com/articles/2021/09/21/distributed-transaction-patterns-microservices-compared)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: The Rise of Event-Driven Architecture](https://thenewstack.io/the-rise-of-event-driven-architecture)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: Streaming Data and the Modern Real-Time Data Stack](https://thenewstack.io/streaming-data-and-the-modern-real-time-data-stack)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [codeopinion.com: Event Sourcing vs Event Driven Architecture](https://codeopinion.com/event-sourcing-vs-event-driven-architecture)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: The Path to Getting the Full Data Stack on Kubernetes](https://thenewstack.io/the-path-to-getting-the-full-data-stack-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.bitsrc.io: Why Microservices Should use Event Sourcing 🌟](https://blog.bitsrc.io/why-microservices-should-use-event-sourcing-9755a54ebfb4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [verraes.net: DDD and Messaging Architectures 🌟](https://verraes.net/2019/05/ddd-msg-arch)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: How to Get Started with Data Streaming](https://thenewstack.io/how-to-get-started-with-data-streaming)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [linkedin.com: How to Move From a “Wait for it...” Batch-Processing Culture to a “Get It Now” Real-Time Data Culture](https://www.linkedin.com/pulse/how-move-from-wait-batch-processing-culture-get-now-tomsen-bukovec)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [particular.net: RPC vs. Messaging – which is faster?](https://particular.net/blog/rpc-vs-messaging-which-is-faster)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Apache ActiveMQ](https://activemq.apache.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Choosing the right asynchronous-messaging infrastructure for the job](https://developers.redhat.com/blog/2020/07/31/choosing-the-right-asynchronous-messaging-infrastructure-for-the-job)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kai-waehner.de: When to use Apache Camel vs. Apache Kafka? 🌟](https://www.kai-waehner.de/blog/2022/01/28/when-to-use-apache-camel-vs-apache-kafka-for-etl-application-integration-event-streaming)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [ActiveMQ 5.x "classic"](https://activemq.apache.org/components/classic)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Implementing Apache ActiveMQ-style broker meshes with Apache Artemis](https://developers.redhat.com/articles/2021/06/30/implementing-apache-activemq-style-broker-meshes-apache-artemis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [K8s prevent queue worker Pod from being killed during deployment](https://itnext.io/k8s-prevent-queue-worker-pod-from-being-killed-during-deployment-4252ea7c13f6)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [geshan.com.np: How to use RabbitMQ and Node.js with Docker and Docker-compose](https://geshan.com.np/blog/2021/07/rabbitmq-docker-nodejs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Redis](https://redis.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Integrating systems with Apache Camel and Quarkus on Red Hat OpenShift](https://developers.redhat.com/articles/2021/05/17/integrating-systems-apache-camel-and-quarkus-red-hat-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Six reasons to love Camel K](https://developers.redhat.com/blog/2020/05/12/six-reasons-to-love-camel-k)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Extending Kafka connectivity with Apache Camel Kafka connectors](https://developers.redhat.com/blog/2020/05/19/extending-kafka-connectivity-with-apache-camel-kafka-connectors)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Design event-driven integrations with Kamelets and Camel K](https://developers.redhat.com/blog/2021/04/02/design-event-driven-integrations-with-kamelets-and-camel-k)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: Camel K Brings Apache Camel to Kubernetes for Event-Driven Architectures](https://thenewstack.io/camel-k-brings-apache-camel-to-kubernetes-for-event-driven-architectures)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/osa-ora/camel-k-samples](https://github.com/osa-ora/camel-k-samples)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [KubeMQ.io: Kubernetes Native Message Queue Broker](https://kubemq.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [devops.com: Best of 2019: Implementing Message Queue in Kubernetes](https://devops.com/implementing-message-queue-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kubemq.io: Kafka VS KubeMQ 🌟](https://kubemq.io/kafka-vs-kubemq)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [github.com/kubemq-io/kubemq-community 🌟](https://github.com/kubemq-io/kubemq-community)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kai-waehner.de: Comparison: JMS Message Queue vs. Apache Kafka](https://www.kai-waehner.de/blog/2022/05/12/comparison-jms-api-message-broker-mq-vs-apache-kafka)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [**Syndesis** open source integration platform](https://syndesis.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Low-code microservices orchestration with Syndesis](https://developers.redhat.com/blog/2020/03/25/low-code-microservices-orchestration-with-syndesis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [**Debezium**:](https://debezium.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Decoupling microservices with Apache Camel and Debezium](https://developers.redhat.com/blog/2019/11/19/decoupling-microservices-with-apache-camel-and-debezium)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Capture database changes with Debezium Apache Kafka connectors](https://developers.redhat.com/blog/2020/04/14/capture-database-changes-with-debezium-apache-kafka-connectors)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Change data capture for microservices without writing any code](https://developers.redhat.com/blog/2020/05/15/change-data-capture-for-microservices-without-writing-any-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [debezium.io: Lessons Learned from Running Debezium with PostgreSQL on Amazon RDS](https://debezium.io/blog/2020/02/25/lessons-learned-running-debezium-with-postgresql-on-rds)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [noti.st: Change Data Capture with Flink SQL and Debezium 🌟](https://noti.st/morsapaes/liQzgs/change-data-capture-with-flink-sql-and-debezium)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [vladmihalcea.com: A beginner’s guide to CDC (Change Data Capture)](https://vladmihalcea.com/a-beginners-guide-to-cdc-change-data-capture)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [shopify.engineering: Capturing Every Change From Shopify’s Sharded Monolith](https://shopify.engineering/capturing-every-change-shopify-sharded-monolith)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Db2 and Oracle connectors coming to Debezium 1.4 GA](https://developers.redhat.com/blog/2021/03/25/db2-and-oracle-connectors-coming-to-debezium-1-4-ga)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [daily.dev: Building a fault-tolerant event-driven architecture with Google Cloud, Pulumi and Debezium](https://daily.dev/blog/building-a-fault-tolerant-event-driven-architecture-with-google-cloud-pulumi-and-debezium)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [debezium.io: Using Debezium to Create a Data Lake with Apache Iceberg](https://debezium.io/blog/2021/10/20/using-debezium-create-data-lake-with-apache-iceberg)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Improve your Kafka Connect builds of Debezium.](https://developers.redhat.com/articles/2021/12/06/improve-your-kafka-connect-builds-debezium#build_a_debezium_kafka_connect_image_with_a_custom_resource)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Red Hat Integration service registry](https://developers.redhat.com/blog/2019/12/16/getting-started-with-red-hat-integration-service-registry)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [**Apicurio** Registry](https://github.com/apicurio/apicurio-registry)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Event streaming and data federation: A citizen integrator’s story](https://developers.redhat.com/blog/2020/06/12/event-streaming-and-data-federation-a-citizen-integrators-story)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [martinfowler.com: Data Mesh Principles and Logical Architecture](https://martinfowler.com/articles/data-mesh-principles.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoq.com: Data Mesh Principles and Logical Architecture Defined](https://www.infoq.com/news/2020/12/data-mesh-architecture)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [martinfowler.com: How to Move Beyond a Monolithic Data Lake to a Distributed Data Mesh](https://martinfowler.com/articles/data-monolith-to-mesh.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [towardsdatascience.com: Data Domains and Data Products](https://towardsdatascience.com/data-domains-and-data-products-64cc9d28283e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [mrpaulandrew.com: BUILDING A DATA MESH ARCHITECTURE IN AZURE – PART 2](https://mrpaulandrew.com/2021/12/22/building-a-data-mesh-architecture-in-azure-part-2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Awesome Streaming](https://github.com/manuzhang/awesome-streaming)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: Part 1: The Evolution of Data Pipeline Architecture](https://thenewstack.io/part-1-the-evolution-of-data-pipeline-architecture)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Apache Kafka](https://kafka.apache.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Using secrets in Kafka Connect configuration](https://developers.redhat.com/blog/2020/02/14/using-secrets-in-apache-kafka-connect-configuration)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Awesome Kafka](https://github.com/monksy/awesome-kafka/blob/master/tools.md)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Single Message Transformations - The Swiss Army Knife of Kafka Connect](https://www.morling.dev/blog/single-message-transforms-swiss-army-knife-of-kafka-connect)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AKHQ (previously known as KafkaHQ) 🌟](https://github.com/tchiotludo/akhq)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Build a simple cloud-native change data capture pipeline](https://developers.redhat.com/blog/2020/07/02/build-a-simple-cloud-native-change-data-capture-pipeline)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [confluent.io: DevOps for Apache Kafka with Kubernetes and GitOps 🌟](https://www.confluent.io/blog/devops-for-apache-kafka-with-kubernetes-and-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Build a data streaming pipeline using Kafka Streams and Quarkus](https://developers.redhat.com/blog/2020/09/28/build-a-data-streaming-pipeline-using-kafka-streams-and-quarkus)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [confluent.io: How to Build and Deploy Scalable Machine Learning in Production with Apache Kafka](https://www.confluent.io/blog/build-deploy-scalable-machine-learning-production-apache-kafka)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [softwareengineeringdaily.com: Kafka Applications with Tim Berglund (podcast) 🌟](https://softwareengineeringdaily.com/2020/12/16/kafka-applications-with-tim-berglund-repeat)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoq.com: Building a SQL Database Audit System using Kafka, MongoDB and Maxwell's Daemon](https://www.infoq.com/articles/database-audit-system-kafka)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [tecmint: How to Install Apache Kafka in CentOS/RHEL 7](https://www.tecmint.com/install-apache-kafka-in-centos-rhel)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [davidxiang.com: Kafka As A Database? Yes Or No](https://davidxiang.com/2021/01/10/kafka-as-a-database)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [confluent.io: Simplifying Apache Kafka Multi-Cluster Management Using Control Center and Cluster Registry](https://www.confluent.io/blog/simplify-multiple-kafka-cluster-management-monitoring-using-confluent)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kai-waehner.de: App Modernization and Hybrid Cloud Architectures with Apache Kafka](https://www.kai-waehner.de/blog/2021/03/10/apache-kafka-app-modernization-legacy-hybrid-cloud-native-architecture)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [kai-waehner.de: Apache Kafka and MQTT (Part 1 of 5) – Overview and Comparison](https://www.kai-waehner.de/blog/2021/03/15/apache-kafka-mqtt-sparkplug-iot-blog-series-part-1-of-5-overview-comparison)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [piotrminkowski.com: Knative Eventing with Kafka and Quarkus](https://piotrminkowski.com/2021/03/31/knative-eventing-with-kafka-and-quarkus)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: Beyond the Quickstart: Running Apache Kafka as a Service on Kubernetes](https://thenewstack.io/beyond-the-quickstart-running-apache-kafka-as-a-service-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube playlist: Kafka Connect Tutorials | Kafka Connect 101: REST API 🌟](https://www.youtube.com/watch?v=9wu-j9gIlBY&list=PLa7VYi0yPIH1MB2n2w8pMZguffCDu2L4Y&index=8&ab_channel=Confluent)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Event-driven APIs and schema governance for Apache Kafka: Get ready for Kafka Summit Europe 2021](https://developers.redhat.com/blog/2021/05/04/event-driven-apis-and-schema-governance-for-apache-kafka-get-ready-for-kafka-summit-europe-2021)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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  - [piotrminkowski.com: Knative Eventing with Quarkus, Kafka and Camel](https://piotrminkowski.com/2021/06/14/knative-eventing-with-quarkus-kafka-and-camel)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [itnext.io: Configuring Kafka Sources and Sinks declaratively in Kubernetes using Knative](https://itnext.io/configuring-kafka-sources-and-sinks-in-kubernetes-271e3757b208)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [strimzi.io: Kafka upgrade improvements](https://strimzi.io/blog/2021/07/05/upgrade-improvements)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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  - [grafana.com: Get comprehensive monitoring for your Apache Kafka ecosystem instances quickly with Grafana Cloud](https://grafana.com/blog/2021/07/26/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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  - [developers.redhat.com: The outbox pattern with Apache Kafka and Debezium 🌟](https://developers.redhat.com/articles/2021/09/01/outbox-pattern-apache-kafka-and-debezium)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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  - [itnext.io: Securely Decoupling Kubernetes-based Applications on Amazon EKS using Kafka with SASL/SCRAM](https://itnext.io/securely-decoupling-applications-on-amazon-eks-using-kafka-with-sasl-scram-48c340e1ffe9)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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  - [slack.engineering: Building Self-driving Kafka clusters using open source components](https://slack.engineering/building-self-driving-kafka-clusters-using-open-source-components)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: Running Kafka on kubernetes for local development](https://dev.to/thegroo/running-kafka-on-kubernetes-for-local-development-2a54)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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  - [kai-waehner.de: When NOT to use Apache Kafka?](https://www.kai-waehner.de/blog/2022/01/04/when-not-to-use-apache-kafka)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [thenewstack.io: LinkedIn Layered Architecture Minimizes Kafka Scaling Issues](https://thenewstack.io/linkedin-layered-architecture-minimizes-kafka-scaling-issues)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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  - [engineering.grab.com: Zero trust with Kafka](https://engineering.grab.com/zero-trust-with-kafka)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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  - [rogulski.it: Consume Kafka events with Knative service and FastAPI on kubernetes 🌟](https://rogulski.it/blog/kafka-consumer-knative-fastapi)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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  - [thenewstack.io: Kafka on Kubernetes: Should You Adopt a Managed Solution?](https://thenewstack.io/kafka-on-kubernetes-should-you-adopt-a-managed-solution)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Kafdrop – Kafka Web UI 🌟](https://github.com/obsidiandynamics/kafdrop)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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  - [softkraft.co: WS Kinesis vs Kafka comparison: Which is right for you? 🌟](https://www.softkraft.co/aws-kinesis-vs-kafka-comparison)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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  - [confluent.io](https://www.confluent.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [confluent.io: Monitoring Your Event Streams: Integrating Confluent with Prometheus and Grafana](https://www.confluent.io/blog/monitor-kafka-clusters-with-prometheus-grafana-and-confluent)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [softwareengineeringdaily.com: Redpanda: Kafka Alternative with Alexander Gallego 🌟](https://softwareengineeringdaily.com/2021/01/22/redpanda-kafka-alternative-with-alexander-gallego)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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  - [dagster.io: Postgres: a better message queue than Kafka?](https://dagster.io/blog/skip-kafka-use-postgres-message-queue)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [infoq.com: Event Streams and Workflow Engines – Kafka and Zeebe 🌟](https://www.infoq.com/news/2019/05/kafka-zeebe-streams-workflows)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [redhat.com: Monitoring Apache Airflow using Prometheus](https://www.redhat.com/en/blog/monitoring-apache-airflow-using-prometheus)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [towardsdatascience.com: Apache Airflow for containerized data-pipelines](https://towardsdatascience.com/apache-airflow-for-containerized-data-pipelines-4d7a3c385bd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Apache Airflow official helm chart 🌟](https://airflow.apache.org/docs/helm-chart)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [youtube: Airflow Helm Chart : Quick Start For Beginners in 10mins](https://www.youtube.com/watch?v=GDOw8ByzMyY&ab_channel=MarcLamberti)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [dev.to: Get started with Apache Airflow](https://dev.to/arunkc/get-started-with-apache-airflow-1218)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [towardsdatascience.com: Apache Airflow Architecture 🌟](https://towardsdatascience.com/apache-airflow-architecture-496b9cb28288)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [airflow.apache.org: KubernetesPodOperator 🌟🌟🌟](https://airflow.apache.org/docs/apache-airflow-providers-cncf-kubernetes/stable/operators.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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  - [developers.redhat.com: JDBC Master-Slave Persistence setup with Activemq using Postgresql database](https://developers.redhat.com/blog/2017/10/05/jdbc-master-slave-persistence-setup-activemq-using-postgresql-database)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: Connecting external clients to Red Hat AMQ Broker on Red Hat OpenShift](https://developers.redhat.com/blog/2020/08/26/connecting-external-clients-to-red-hat-amq-broker-on-red-hat-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Understanding Red Hat AMQ Streams components for OpenShift and Kubernetes 🌟](https://developers.redhat.com/blog/2019/12/04/understanding-red-hat-amq-streams-components-for-openshift-and-kubernetes-part-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Set up **Red Hat AMQ Streams** custom certificates on OpenShift](https://developers.redhat.com/blog/2020/04/01/set-up-red-hat-amq-streams-custom-certificates-on-openshift-update)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [speakerdeck.com: Apache Kafka with Red Hat AMQ Streams 🌟](https://speakerdeck.com/mabulgu/apache-kafka-with-red-hat-amq-streams)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [developers.redhat.com: HTTP-based Kafka messaging with Red Hat AMQ Streams](https://developers.redhat.com/blog/2020/08/04/http-based-kafka-messaging-with-red-hat-amq-streams/#more-720187)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.jromanmartin.io: How to upgrade Strimzi Operator using the CLI](https://blog.jromanmartin.io/2020/09/25/how-upgrade-strimzi-operator.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Open Data Hub](https://opendatahub.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Open Data Hub 0.6 brings component updates and Kubeflow architecture](https://developers.redhat.com/blog/2020/05/07/open-data-hub-0-6-brings-component-updates-and-kubeflow-architecture)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [A development roadmap for Open Data Hub](https://developers.redhat.com/blog/2020/06/22/a-development-roadmap-for-open-data-hub)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [blog.hubspot.com: The 22 Best iPaaS Vendors for Any Budget](https://blog.hubspot.com/marketing/ipaas-vendors)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Mulesoft](https://www.mulesoft.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [adambien.blog - 75th **airhacks.tv** Questions and Answers: Kafka, JAX-RS, MicroProfile, JSON-B, GSON, JWT, VSC, NetBeans, Java Fullstack](https://adambien.blog/roller/abien/entry/kafka_jax_rs_microprofile_json)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

***
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