# AutoMQ > AutoMQ is a cloud-native, diskless Apache Kafka alternative built on object storage (S3). It delivers 100% Kafka protocol compatibility with 10x cost reduction, zero cross-AZ traffic fees, and second-level auto-scaling. ## About - [AutoMQ Homepage](https://www.automq.com/): Cloud-native Kafka alternative with 10x cost reduction - [About AutoMQ](https://www.automq.com/about): Company background and mission - [AI Info](https://www.automq.com/ai-info): AI and LLM data usage guidance ## Products - [BYOC (Bring Your Own Cloud)](https://www.automq.com/bring-your-own-cloud-kafka-data-streaming): Fully managed Kafka in your own cloud account - [Self-Managed](https://www.automq.com/software-self-managed-kafka-data-streaming): Self-hosted AutoMQ deployment - [The Diskless Engine](https://www.automq.com/the-diskless-engine): Core storage engine using S3 shared storage - [Built on Kafka](https://www.automq.com/built-on-kafka): 100% Apache Kafka protocol compatible - [Kafka to Iceberg (Table Topic)](https://www.automq.com/kafka-to-iceberg): Stream Kafka data directly to Apache Iceberg tables - [Kafka Linking](https://www.automq.com/kafka-linking-apache-kafka-migration-and-replication): Zero-downtime Kafka migration and replication - [Multi-Cluster Disaster Recovery](https://www.automq.com/kafka-multi-cluster-disaster-recovery): Cross-region Kafka disaster recovery - [Managed Kafka Connector](https://www.automq.com/managed-kafka-connector): Fully managed Kafka Connect service - [Whitepaper](https://www.automq.com/executive-summary): Technical whitepaper on AutoMQ architecture ## Comparisons - [AutoMQ vs Apache Kafka](https://www.automq.com/automq-vs-kafka): Feature and cost comparison with open-source Kafka - [AutoMQ vs Confluent Cloud](https://www.automq.com/automq-vs-confluent): Feature and cost comparison with Confluent Cloud - [AutoMQ vs Amazon MSK](https://www.automq.com/automq-vs-msk): Feature and cost comparison with Amazon MSK - [Kafka Cost Comparison](https://www.automq.com/kafka-cost-comparison): TCO calculator across Kafka providers ## Customers - [Aviagames Case Study](https://www.automq.com/customers/aviagames): Customer success story - [Bambulab Case Study](https://www.automq.com/customers/bambulab): Customer success story - [Geely Case Study](https://www.automq.com/customers/geely): Customer success story - [Grab Case Study](https://www.automq.com/customers/grab): Customer success story - [Honda Case Study](https://www.automq.com/customers/honda): Customer success story - [Iqiyi Case Study](https://www.automq.com/customers/iqiyi): Customer success story - [Jd Case Study](https://www.automq.com/customers/jd): Customer success story - [Lguplus Case Study](https://www.automq.com/customers/lguplus): Customer success story - [Poizon Case Study](https://www.automq.com/customers/poizon): Customer success story - [Tencent Case Study](https://www.automq.com/customers/tencent): Customer success story - [Tencent Music Case Study](https://www.automq.com/customers/tencent-music): Customer success story ## Blog - [Redpanda vs Kafka 2026 | Real Latency & Cost Analysis](https://www.automq.com/blog/redpanda-vs-kafka-benchmark-cost-analysis): Is Redpanda really faster than Kafka on AWS? Compare latency architecture, NVMe optimization, cross-AZ traffic, EBS s... - [Diskless Kafka Architecture Tradeoffs | AutoMQ](https://www.automq.com/blog/diskless-kafka-architecture-tradeoffs): Analyze Diskless Kafka architecture tradeoffs across write ownership, coordination, Kafka semantics, cross-AZ traffic... - [WarpStream After Confluent Acquisition | What Changed?](https://www.automq.com/blog/warpstream-after-confluent-acquisition-what-changed): WarpStream was acquired by Confluent, now part of IBM. Learn what changed, the risks for customers, and open source a... - [Kafka Cross-AZ Replication Cost | The Hidden AWS Bill](https://www.automq.com/blog/kafka-cross-az-replication-cost-aws): Cross-AZ replication is Kafka's biggest hidden cost on AWS. Learn how it works, what it really costs, and how to elim... - [Kafka on Kubernetes 2026 | Stateless Brokers Guide](https://www.automq.com/blog/kafka-on-kubernetes-stateless-brokers): Running Kafka on Kubernetes is painful with stateful brokers. Learn how stateless, diskless brokers make Kafka a true... - [AutoMQ vs WarpStream | Diskless Kafka Compared 2026](https://www.automq.com/blog/automq-vs-warpstream-diskless-kafka-platforms-compared): AutoMQ and WarpStream are the two diskless Kafka platforms. Compare open source vs proprietary, BYOC deployment, pric... - [Diskless Kafka Explained | S3-Native, 80% Cost Savings](https://www.automq.com/blog/diskless-kafka-explained-s3-native-architecture-cost-savings): What is Diskless Kafka and why is everyone talking about it? Learn how S3-native architecture eliminates replication ... - [KIP-1150 Diskless Topics Explained | Kafka's Future](https://www.automq.com/blog/kip-1150-explained-diskless-topics-kafka-future): KIP-1150 brings diskless topics to Apache Kafka. Learn what it means, when it ships, and how to get diskless Kafka in... - [Top 10 Kafka Mistakes Costing You $50K/Month | Fix Guide](https://www.automq.com/blog/top-10-kafka-mistakes-that-cost-you-50k-per-month): Over-provisioned brokers, 3x replication, cross-AZ traffic — these Kafka mistakes silently drain your budget. Here ar... - [Top 7 Ways to Reduce Kafka Cost on AWS | 2026 Guide](https://www.automq.com/blog/top-7-ways-to-reduce-kafka-cost-on-aws): Spending too much on Kafka? Here are 7 proven strategies to cut your AWS Kafka bill — from cross-AZ optimization to d... - [Why Is Kafka So Expensive on AWS? The $50K/Month Problem Explained](https://www.automq.com/blog/why-is-kafka-so-expensive-on-aws): Your Kafka cluster costs $50K+/month on AWS? Here's exactly where the money goes — EBS, cross-AZ traffic, over-provis... - [AutoMQ vs Redpanda 2026 | Cost & Architecture Compared](https://www.automq.com/blog/automq-vs-redpanda-cost-performance-architecture-compared): AutoMQ vs Redpanda head-to-head: diskless S3 architecture vs NVMe-bound design, real cost benchmarks, and Kafka compa... - [AWS MSK Scaling Limitations: Why Your Kafka Cluster Can't Keep Up](https://www.automq.com/blog/aws-msk-scaling-limitations): AWS MSK can't auto-scale, partition rebalancing takes hours, and you're paying for idle brokers 24/7. Here's what MSK... - [Confluent Cloud Pricing Breakdown | Hidden Costs Revealed](https://www.automq.com/blog/confluent-cloud-pricing-breakdown-hidden-costs): Confluent Cloud pricing goes far beyond CKUs. We break down the hidden costs, from egress fees to cross-AZ replicatio... - [Kafka Alternatives Compared (2026): AutoMQ vs Confluent Cloud vs WarpStream vs Redpanda vs MSK and More](https://www.automq.com/blog/kafka-alternatives-compared-2026): Compare 9 Kafka alternatives in 2026 — AutoMQ, Confluent Cloud, WarpStream, Redpanda, Amazon MSK, Aiven Diskless, Str... - [Top 5 Confluent Cloud Alternatives 2026 | Open Source & Managed](https://www.automq.com/blog/top-5-confluent-cloud-alternatives-2026): Tired of Confluent Cloud bills? Compare the top 5 alternatives including open-source and managed options. Cut Kafka c... - [Top Open-Source Diskless Kafka Alternatives in 2026: A Comprehensive Comparison](https://www.automq.com/blog/top-open-source-diskless-kafka-alternatives): Compare diskless Kafka alternatives in 2026, including AutoMQ, Inkless, Tansu, and Ursa, across architecture, Kafka c... - [OpenAI's Kafka Journey: Lessons for Cloud-Native Streaming Evolution](https://www.automq.com/blog/openai-kafka-journey-cloud-native-streaming-evolution): OpenAI scaled Kafka throughput 20x in one year — at the cost of ordering, transactions, and partition processing. The... - [Is Kafka on S3 Files a Good Idea?](https://www.automq.com/blog/kafka-on-s3-files): S3 Files adds an NFS interface and sub-millisecond latency to S3, but running Kafka directly on it introduces durabil... - [The Hidden Cloud Cost You Never Noticed in Your Kafka Bill](https://www.automq.com/blog/kafka-cross-az-hidden-cost): Cross-AZ traffic can account for over 50% of your Kafka bill on AWS or GCP, yet it's buried under EC2-Other. This art... - [How a Single-Line Config Cuts Your Apache Kafka RTO in Half](https://www.automq.com/blog/how-single-line-config-cuts-kafka-rto-in-half): Learn how tuning request.timeout.ms to 15000 can cut your Apache Kafka RTO in half during single-node failures, and h... - [From Kafka to AutoMQ: The Evolution of iQIYI's Real-Time Streaming Data Architecture](https://www.automq.com/blog/iqiyi-kafka-to-automq-streaming-architecture): Learn how iQIYI evolved from traditional Kafka to AutoMQ, achieving over 70% cost reduction through cloud-native stre... - [AutoMQ × Aklivity: Unlocking Cloud-Native Real-Time Data](https://www.automq.com/blog/automq-aklivity-cloud-native-real-time-data): AutoMQ and Aklivity join forces to deliver a unified, secure, and cost-effective cloud-native real-time data platform... - [Kafka Use Cases for Blockchain Data](https://www.automq.com/blog/kafka-use-cases-for-blockchain-data): Explore practical Kafka use cases in blockchain data pipelines, from real-time ingestion and analytics to fraud detec... - [Managed Kafka Service in Azure](https://www.automq.com/blog/managed-kafka-service-in-azure): Explore the challenges of running Kafka on Azure and discover how AutoMQ provides a fully managed, self-hosted Kafka ... - [AutoMQ x AWS FSxN: Performance Report](https://www.automq.com/blog/automq-aws-fsxn-performance-report): AutoMQ offers cloud-native scalability with full Kafka compatibility, significantly reducing cross-AZ costs and laten... - [Kafka Connect x AutoMQ: Zero Cross-AZ Data Pipeline](https://www.automq.com/blog/kafka-connect-x-automq-zero-cross-az-data-pipeline): Experience cloud-native scalability and cost efficiency with AutoMQ's new Managed Connector capabilities, offering se... - [AutoMQ x FSx: 10ms Latency Diskless Kafka on AWS](https://www.automq.com/blog/automq-fsx-10ms-latency-diskless-kafka-on-aws): Experience unparalleled cloud-native scalability with AutoMQ's Diskless Kafka on AWS. Achieve sub-10ms latency, elimi... - [How does AutoMQ implement a sub-10ms latency Diskless Kafka?](https://www.automq.com/blog/how-does-automq-implement-sub-10ms-latency-diskless-kafka): Discover AutoMQ's innovative Diskless Kafka solution delivering sub-10ms latency, cloud-native scalability, and 100% ... - [Kafka Performance Tuning: Best Practice for linger.ms and batch.size](https://www.automq.com/blog/kafka-performance-tuning-linger-ms-batch-size): Optimize Kafka performance with best practices for `linger.ms` and `batch.size` while exploring AutoMQ's breakthrough... - [How to Choose the Right Diskless Kafka](https://www.automq.com/blog/how-to-choose-the-right-diskless-kafka): Discover AutoMQ, the open-source, diskless Kafka solution that ensures 100% API compatibility, cloud-native scalabili... - [Iceberg vs Delta vs Hudi: Comparison & Differences](https://www.automq.com/blog/apache-iceberg-vs-delta-lake-vs-apache-hudi): Unlock cost-efficient real-time data ingestion with AutoMQ's 100% Kafka-compatible cloud service, delivering cloud-na... - [Confluent vs. MSK in 2026](https://www.automq.com/blog/confluent-vs-msk-in-2026): AutoMQ revolutionizes Kafka with cloud-native scalability and cost efficiency. Offering full API compatibility, AutoM... - [Pub/Sub vs. Apache Kafka](https://www.automq.com/blog/pubsub-vs-apache-kafka): Discover AutoMQ's cloud-native, 100% Kafka-compatible platform merging Kafka's reliability with Pub/Sub's scalability... - [Kafka use cases in Binance](https://www.automq.com/blog/kafka-use-cases-in-binance): AutoMQ offers cloud-native scalability and cost efficiency by decoupling Kafka's compute and storage, solving hyper-s... - [TME Streamlines Data Lake Ingestion with AutoMQ at 480K QPS Scale](https://www.automq.com/blog/tencent-music-kafka-cost-reduction-automq): AutoMQ helped Tencent Music cut Kafka costs by 50% with cloud-native scalability and seamless migration. Experience e... - [AutoMQ and Tigris Announce Strategic Collaboration](https://www.automq.com/blog/automq-tigris-announce-strategic-collaboration): AutoMQ joins forces with Tigris to offer a scalable, cost-efficient, and Kafka-compatible cloud-native real-time data... - [Top 9 Ways to Stream Kafka Topics to Iceberg Tables in 2026](https://www.automq.com/blog/kafka-to-iceberg-top-9-ways-2026): Discover AutoMQ's cloud-native Kafka solution for seamless integration with Iceberg, ensuring real-time analytics wit... - [AutoMQ × RustFS: Building a new generation of low-cost, high-performance Diskless Kafka based on object storage](https://www.automq.com/blog/automq-rustfs-building-a-new-generation-of-low-cost-high-performance-disklesskafka-based-object-storage): Discover AutoMQ, a next-gen cloud-native Kafka solution offering seamless migration, extreme cost efficiency, and sca... - [Confluent vs. Redpanda in 2026](https://www.automq.com/blog/confluent-vs-redpanda-in-2026): AutoMQ offers a cloud-native, cost-efficient, and 100% Kafka-compatible streaming solution, eliminating static cluste... - [Understanding AWS MSK Pricing](https://www.automq.com/blog/understanding-aws-msk-pricing): AutoMQ offers a 100% Kafka-compatible cloud service that dramatically reduces costs by leveraging cloud-native scalab... - [When Kafka's Architecture Shows Its Age: Innovation happening in shared storage](https://www.automq.com/blog/when-kafka-architecture-shows-its-age-innovation-happening-in-shared-storage): AutoMQ redefines streaming with cloud-native scalability, 100% Kafka API compatibility, and cost efficiency. Discover... - [June-August Product Updates: Kafka Linking, Table Topic, and Azure Deployment](https://www.automq.com/blog/june-august-product-updates-kafka-linking-table-topic-azure-deployment): AutoMQ enhances Kafka's capabilities with 100% API compatibility, Kubernetes-native design, and cost-saving features.... - [AutoMQ and Ververica Announce Strategic Collaboration: Empowering Enterprises to Unlock Real-Time Data Value Efficiently](https://www.automq.com/blog/automq-ververica-real-time-data-collaboration): AutoMQ partners with Ververica to enhance real-time data streaming with cloud-native scalability and cost efficiency,... - [AutoMQ v1.6.0: 17x Kafka Costs Reduction,Strimzi and Iceberg Support](https://www.automq.com/blog/v160-17x-cost-reduction-strimzi-iceberg): AutoMQ v1.6.0 delivers 17x cost reduction, Kafka compatibility, and seamless Strimzi integration. Achieve true cloud-... - [From 6 Hours to Seconds: How Grab Achieved 3x Data Streaming Efficiency with AutoMQ](https://www.automq.com/blog/how-grab-uses-automq-solve-kafka-challenges): AutoMQ boosts Grab's data streaming by enhancing scalability, Kafka compatibility, and cost efficiency, resulting in ... - [AutoMQ Achieves AWS Differentiated Partner Status](https://www.automq.com/blog/automq-achieves-aws-differentiated-partner-status): AutoMQ achieves AWS Differentiated Partner status, enhancing its secure, scalable cloud-native Kafka solution with AW... - [Kafka® Use Case: Streamlining Real-Time Stock Data Sharing](https://www.automq.com/blog/streamlining-real-time-stock-data-sharing-kafka): AutoMQ revolutionizes real-time financial data streaming with cloud-native scalability, cost-efficient diskless archi... - [How Zing JVM and AutoMQ Boost Kafka Latency Performance by 3x](https://www.automq.com/blog/automq-zing-boost-latency-performance): Boost Kafka latency performance by 3x with AutoMQ’s cloud-native scalability and Azul Zing. Enjoy 100% Kafka compatib... - [AutoMQ and BladePipe Announce Strategic Collaboration](https://www.automq.com/blog/automq-and-bladepipe-announce-strategic-collaboration): AutoMQ's cloud-native, Kafka-compatible service joins BladePipe for real-time data, reducing costs by 50%+, scaling i... - [Announcing the General Availability of AutoMQ 1.5.0](https://www.automq.com/blog/announcing-the-general-availability-of-automq-150): AutoMQ 1.5.0 delivers cloud-native scalability, Kafka compatibility, and zero cross-AZ traffic on Amazon S3, optimizi... - [Why Kafka Capacity Planning is so Challenging](https://www.automq.com/blog/why-kafka-capacity-planning-is-so-challenging): Discover AutoMQ: a cloud-native Kafka solution offering rapid scalability, cost efficiency, and flexible architecture... - [AutoMQ + Singdata: The Real-Time Lakehouse Engine Driving 60% Lower Data Architecture Costs](https://www.automq.com/blog/automq-singdata-the-real-time-lakehouse-engine-driving-60-lower-data-architecture-costs): AutoMQ and Singdata team up to revolutionize real-time lakehouse architectures with a cloud-native, Kafka-compatible ... - [AutoMQ and Lightstreamer Announce Strategic Collaboration](https://www.automq.com/blog/automq-and-lightstreamer-announce-strategic-collaboration): Discover seamless real-time data processing with AutoMQ and Lightstreamer's collaboration. Enjoy cloud-native scalabi... - [Kafka Migration with Zero-Downtime](https://www.automq.com/blog/kafka-migration-with-zero-downtime): AutoMQ offers seamless Kafka migration with zero downtime, leveraging cloud-native scalability and cost efficiency wh... - [Stream Kafka Topic to the Iceberg Tables with Zero-ETL](https://www.automq.com/blog/automq-kafka-to-iceberg-table-topic): AutoMQ revolutionizes Kafka data streaming with its open-source Table Topic feature, effortlessly converting Kafka to... - [How AutoMQ Reduces Nearly 100% of Kafka Cross-Zone Data Transfer Cost](https://www.automq.com/blog/how-automq-reduces-nearly-100-of-kafka-cross-zone-data-transfer-cost): AutoMQ offers cloud-native scalability and Kafka compatibility, slashing nearly 100% of cross-zone data transfer cost... - [Migrate Kafka with an Automated, Zero-Downtime Workflow](https://www.automq.com/blog/zero-downtime-automated-kafka-migration): Migrate your Kafka clusters effortlessly with AutoMQ's Kafka Linking for a true zero-downtime transition. Enjoy cloud... - [Skip the Downtime: Effortless Kafka Migration with AutoMQ](https://www.automq.com/blog/zero-downtime-kafka-migration): Effortlessly migrate Kafka clusters with AutoMQ's zero-downtime Kafka Linking. Enjoy cloud-native scalability, full K... - [How Diskless Kafka Cut Your 90% Kafka Costs](https://www.automq.com/blog/diskless-kafka-reduce-cloud-costs): AutoMQ's diskless Kafka solution offers cloud-native scalability, 100% Kafka compatibility, and over 90% reduction in... - [Active-Passive vs. Active-Active: A Comparison of Kafka Replication Topologies](https://www.automq.com/blog/kafka-replication-topologies-active-passive-vs-active-active): AutoMQ delivers cloud-native scalability and 100% Kafka compatibility, offering seamless disaster recovery and high a... - [AutoMQ: Achieving Auto Partition Reassignment In Kafka Without Cruise Control](https://www.automq.com/blog/automq-auto-partition-reassignment-kafka-without-cruise-control): Discover how AutoMQ solves Kafka's partition reassignment challenges with 100% API compatibility, cloud-native scalab... - [Kafka Stretch Clusters Explained: A Deep Dive into Multi-Datacenter Architecture](https://www.automq.com/blog/kafka-stretch-clusters-multi-datacenter-architecture): Discover AutoMQ, a cloud-native Kafka alternative with 10x cost efficiency, seamless scalability, and single-digit ms... - [Fivetran vs. Hevo Data: A Practical Guide for Data Engineers](https://www.automq.com/blog/fivetran-vs-hevo-elt-tools): AutoMQ offers cloud-native scalability, Kafka compatibility, and cost efficiency. Seamlessly integrate Kafka workload... - [Oracle GoldenGate vs. Qlik Replicate: A Guide to Enterprise Data Replication](https://www.automq.com/blog/oracle-goldengate-vs-qlik-replicate-data): Explore a detailed comparison between Oracle GoldenGate and Qlik Replicate for enterprise data replication. Discover ... - [Avro vs. JSON Schema vs. Protobuf: Choosing the Right Format for Kafka](https://www.automq.com/blog/avro-vs-json-schema-vs-protobuf-kafka-data-formats): AutoMQ delivers cloud-native scalability and 100% Kafka compatibility, offering high performance and cost efficiency ... - [Debezium vs. Airbyte: A Technical Deep Dive for Open-Source Data Integration](https://www.automq.com/blog/debezium-vs-airbyte-open-source-data-integration): AutoMQ offers cloud-native scalability and cost efficiency as a 100% Kafka-compatible service, optimizing data stream... - [Apache Spark vs. Apache Kafka: A Comprehensive Technical Comparison](https://www.automq.com/blog/apache-spark-vs-kafka-comparison-event-streaming-processing): AutoMQ offers cloud-native scalability with Kafka compatibility and cost efficiency, transforming how organizations h... - [Source vs. Sink Connectors: A Complete Guide to Kafka Data Integration](https://www.automq.com/blog/kafka-connect-source-vs-sink-connectors): Master Kafka data integration with AutoMQ, ensuring scalable cloud-native solutions and seamless Kafka compatibility ... - [Which Kafka Schema Registry is Right for Your Architecture in 2026?](https://www.automq.com/blog/kafka-schema-registry-confluent-aws-glue-redpanda-apicurio-2025): Discover the right Kafka Schema Registry for 2026. Compare Confluent, AWS Glue, Redpanda, and Apicurio solutions to f... - [A Deep Dive into RocksDB for Apache Kafka Streams: Usage and Optimization](https://www.automq.com/blog/rocksdb-kafka-streams-usage-optimization): AutoMQ offers seamless cloud-native scalability, Kafka compatibility, and cost-efficient data streaming with enhanced... - [Ansible Alternatives in 2026: A Deep Dive for DevOps](https://www.automq.com/blog/ansible-alternatives-2025-terraform-chef-salt-puppet-cfengine): Discover leading alternatives to Ansible for 2026, exploring Puppet, Chef, SaltStack, Terraform, and CFEngine to boos... - [Ansible, Chef, and Salt Comparison: Choosing Your Automation Tool](https://www.automq.com/blog/ansible-vs-chef-vs-salt-automation-comparison): Compare Ansible, Chef, and Salt to choose the best automation tool for you, then discover AutoMQ, the efficient, scal... - [Ansible, Terraform, and Puppet Comparison: Navigating Automation](https://www.automq.com/blog/ansible-vs-terraform-vs-puppet-automation-comparison): Discover AutoMQ, the cloud-native Kafka-compatible service offering 10x cost-efficiency with scalable, low-latency da... - [MQTT vs. Apache Kafka: A Deep Dive into Messaging Technologies](https://www.automq.com/blog/mqtt-vs-apache-kafka-messaging-technologies): Discover how AutoMQ combines cloud-native scalability, Kafka compatibility, and cost efficiency in messaging systems ... - [Redpanda vs. Apache Kafka: A Deep Dive into Modern Event Streaming Platforms](https://www.automq.com/blog/redpanda-vs-apache-kafka-event-streaming): AutoMQ offers a scalable, Kafka-compatible cloud solution that dramatically reduces costs by decoupling durability wi... - [Apache Flink vs Apache Spark: A Comprehensive Comparison](https://www.automq.com/blog/apache-flink-vs-apache-spark-comprehensive-comparison): AutoMQ offers scalable, Kafka-compatible cloud service enhancing data infrastructure with cost efficiency, rapid depl... - [Minikube vs k3s vs Kind: A Comprehensive Comparison for Local Kubernetes Development](https://www.automq.com/blog/minikube-vs-k3s-vs-kind-comparison-local-kubernetes-development): Compare Minikube, k3s, and Kind for local Kubernetes development. Explore each tool's core concepts, installation, pe... - [Top Data Engineering Tools for 2026: Essential Technologies for Data Integration, Storage, and Processing](https://www.automq.com/blog/top-data-engineering-tools-2025-data-integration-storage-processing): Explore top data engineering tools shaping 2026's landscape. AutoMQ offers scalable, Kafka-compatible solutions with ... - [What is Event Stream Processing?](https://www.automq.com/blog/what-is-event-stream-processing): AutoMQ provides cloud-native scalability, 100% Kafka compatibility, and cost efficiency, transforming event stream pr... - [AutoMQ: The Streaming Engine Behind 10 Million Connected Vehicles at Geely](https://www.automq.com/blog/emqx-automq-the-hybrid-cloud-engine-behind-geely-connected-vehicle-innovation): AutoMQ empowers Geely's connected vehicle platform with cloud-native scalability, 100% Kafka compatibility, and cost-... - [Running Apache Kafka on Ceph: A Deep Dive into Different Approaches and Comparison](https://www.automq.com/blog/apache-kafka-ceph-deployment-approaches-explained-comparison): Explore Apache Kafka deployment on Ceph, assessing different storage strategies. Discover AutoMQ's Kafka-compatible, ... - [Streaming to Storage: A Deep Dive into Integrating Apache Kafka with Google Cloud Storage](https://www.automq.com/blog/apache-kafka-google-cloud-storage-streaming-integration-guide): Seamlessly integrate and offload events from Apache Kafka to Google Cloud Storage for scalable, cost-effective data p... - [Navigating the Data Deluge: Choosing the Best Catalog Service in 2026](https://www.automq.com/blog/best-data-catalog-service-2025-guide): Explore the best data catalog services for 2026 with insights on discoverability, governance, and more. Optimize your... - [Deep dive into the challenges of building Kafka on top of S3.](https://www.automq.com/blog/deep-dive-into-the-challenges-of-building-kafka-on-top-of-s3): Explore the challenges of building Kafka on S3 and discover how AutoMQ leverages cloud-native scalability and 100% Ka... - [Streaming Kafka Data to Azure Blob Storage: A Comprehensive Guide](https://www.automq.com/blog/kafka-azure-blob-storage-streaming-integration-guide): Stream Kafka data to Azure Blob Storage with AutoMQ, delivering cloud-native scalability, Kafka compatibility, and co... - [Bridging Fast Data and Vast Storage: How Apache Kafka Works with MinIO](https://www.automq.com/blog/apache-kafka-minio-integration-streaming-object-storage): Connect Apache Kafka with MinIO to enhance data pipelines with scalable object storage. Discover integration strategi... - [AWS S3 vs. OCI Object Storage: A Deep Dive for Engineers](https://www.automq.com/blog/aws-s3-vs-oci-object-storage-technical-comparison): AutoMQ offers 100% Kafka API compatibility and cloud-native scalability, providing a cost-efficient alternative for s... - [Fivetran vs. Airbyte: A Comprehensive Guide to ELT Tooling](https://www.automq.com/blog/fivetran-vs-airbyte-elt-tools-comprehensive-comparison): Explore the comprehensive comparison of Fivetran and Airbyte, guiding senior engineers in choosing the best ELT tool.... - [Kafka vs. SQS: A Deep Dive into Messaging and Streaming Platforms](https://www.automq.com/blog/kafka-vs-sqs-messaging-streaming-platforms-comparison): AutoMQ: The cloud-native Kafka alternative for scalable, cost-efficient data streaming. Enjoy 10x cost savings, fast ... - [Snowflake vs. Databricks: A Comprehensive Technical Comparison](https://www.automq.com/blog/snowflake-vs-databricks-data-platforms-technical-comparison): AutoMQ delivers next-gen Kafka compatibility with cloud-native scalability, offering cost efficiency and seamless aut... - [AWS S3 vs. Azure Blob Storage: A Deep Dive into Cloud Object Storage](https://www.automq.com/blog/aws-s3-vs-azure-blob-storage-cloud-object-storage-comparison): Compare AWS S3 and Azure Blob Storage with our in-depth guide. Understand scalability, costs, and performance to choo... - [AWS S3 vs. Google Cloud Storage: Choosing Your Cloud Object Storage](https://www.automq.com/blog/aws-s3-vs-google-cloud-storage-object-storage-comparison): AutoMQ delivers cloud-native scalability and Kafka compatibility with 10x cost efficiency, no cross-AZ traffic cost, ... - [Azure Blob Storage vs. Google Cloud Storage: A Comprehensive Comparison](https://www.automq.com/blog/azure-blob-storage-vs-google-cloud-storage-object-storage-comparison): Discover the strengths of Azure Blob and Google Cloud Storage. Choose the right cloud object storage to boost scalabi... - [Strimzi Kafka vs. Bitnami Kafka: A Deep Dive for Kubernetes Deployments](https://www.automq.com/blog/strimzi-vs-bitnami-kafka-kubernetes-comparison): AutoMQ, a Kafka-compatible cloud-native service, offers unmatched scalability and cost efficiency by leveraging S3 an... - [Elastic Scaling vs. Fixed Resource Allocation: Choosing the Right Strategy](https://www.automq.com/blog/elastic-scaling-vs-fixed-resource-allocation-choosing-the-right-strategy): AutoMQ provides cloud-native scalability and seamless Kafka compatibility with cost-efficient elastic scaling, ensuri... - [Fully Automated Deployment vs. Manual Deployment: A Comprehensive Guide](https://www.automq.com/blog/fully-automated-deployment-vs-manual-deployment-comparison): Explore the benefits of fully automated deployment over manual processes for faster, reliable software releases. Lear... - [Minio vs. Ceph: A Deep Dive into Distributed Storage Solutions](https://www.automq.com/blog/minio-vs-ceph-distributed-storage-solutions-comparison): Explore MinIO and Ceph for distributed storage: both offer scalability and high availability, each with unique archit... - [MirrorMaker vs. Confluent Replicator: A Deep Dive into Kafka Data Replication](https://www.automq.com/blog/mirrormaker-vs-confluent-replicator-kafka-data-replication-comparison): Discover AutoMQ: a 100% Kafka-compatible, cloud-native solution offering scalable and cost-efficient data replication... - [Serverless Deployment vs. Containerized Deployment](https://www.automq.com/blog/serverless-deployment-vs-containerized-deployment): Discover the differences between serverless and containerized deployments to optimize your cloud applications. Learn ... - [Infrastructure as Code (IaC) vs. Traditional Infrastructure Management](https://www.automq.com/blog/infrastructure-as-code-iac-vs-traditional-infrastructure-management): Discover how AutoMQ, a cutting-edge Kafka-compatible service, revolutionizes data infrastructure with cloud-native sc... - [Confluent Cloud vs. Confluent Platform](https://www.automq.com/blog/confluent-cloud-vs-confluent-platform): Discover AutoMQ, a cloud-native Kafka alternative offering seamless scalability, 10x cost efficiency, and rapid autos... - [Kafka in Virtual Machines vs. Kafka in Containers/Kubernetes](https://www.automq.com/blog/kafka-in-virtual-machines-vs-kafka-in-containerskubernetes): AutoMQ offers cloud-native scalability and cost-efficient Kafka compatibility. Dive into VM vs Kubernetes deployments... - [Kubernetes Kafka vs. Classic Kafka](https://www.automq.com/blog/kubernetes-kafka-vs-classic-kafka): Discover the differences between Kubernetes Kafka and Classic Kafka deployments and how AutoMQ enhances Kafka with cl... - [Multi-Tenant Kafka vs. Single-Tenant Kafka](https://www.automq.com/blog/multi-tenant-kafka-vs-single-tenant-kafka): Explore the pros and cons of multi-tenant vs. single-tenant Kafka setups for optimized cost, performance, and securit... - [On-premise Service vs. Cloud Service](https://www.automq.com/blog/on-premise-service-vs-cloud-service): AutoMQ offers superior cloud-native scalability, seamless Kafka compatibility, and cost efficiency, making the on-pre... - [BYOC Kafka Service vs. SaaS Kafka Service](https://www.automq.com/blog/byoc-kafka-service-vs-saas-kafka-service): Discover AutoMQ, a next-generation Kafka-compatible cloud service offering unparalleled cloud-native scalability, 10x... - [In-Memory Stream Processing vs. Disk-Based Stream Processing](https://www.automq.com/blog/in-memory-stream-processing-vs-disk-based-stream-processing): Explore AutoMQ, a cloud-native Kafka-compatible service offering scalability and cost efficiency with zero cross-AZ t... - [Real-Time Data Integration vs. Batch Data Integration](https://www.automq.com/blog/real-time-data-integration-vs-batch-data-integration): AutoMQ offers cloud-native scalability and Kafka compatibility, enabling cost-effective, seamless real-time and batch... - [Self-Hosted Kafka vs. Managed Kafka](https://www.automq.com/blog/self-hosted-kafka-vs-managed-kafka): Experience seamless cloud-native scalability with AutoMQ, a next-gen Kafka-compatible service offering 10x cost effic... - [Beyond MirrorMaker 2: Kafka Migration with Zero-Downtime](https://www.automq.com/blog/beyond-mm2-kafka-migration-with-zero-downtime): Migrate your Kafka clusters to AutoMQ with zero downtime using AutoMQ Kafka Linking. Enjoy cloud-native scalability, ... - [Horizontal Scalability vs. Vertical Scalability](https://www.automq.com/blog/horizontal-scalability-vs-vertical-scalability): AutoMQ's cloud-native service offers scalable Kafka-compatible solutions, enhancing horizontal scaling with cost effi... - [Pub/Sub Messaging vs. Message Queuing](https://www.automq.com/blog/pubsub-messaging-vs-message-queuing): Discover the ideal system for your needs: AutoMQ offers seamless cloud-native scalability, full Kafka compatibility, ... - [Stateless vs. Stateful Architecture: A Comprehensive Comparison](https://www.automq.com/blog/stateless-vs-stateful-architecture-a-comprehensive-comparison): AutoMQ offers cloud-native scalability, 100% Kafka compatibility, and extreme cost efficiency. Dive into the nuances ... - [AutoMQ Performance Benchmark on Azure](https://www.automq.com/blog/automq-performance-benchmark-on-azure): AutoMQ on Azure leverages ZRS disk for cost-effective, high-performance Kafka-compatible data streaming, boasting low... - [Event Streaming vs. Message Queuing: Differences & Comparison](https://www.automq.com/blog/event-streaming-vs-message-queuing-differences-amp-comparison): AutoMQ offers cloud-native scalability and 100% Kafka compatibility, providing cost efficiency with low-latency write... - [Self-Hosted Kafka vs. Fully Managed Kafka: Pros & Cons](https://www.automq.com/blog/self-hosted-kafka-vs-fully-managed-kafka-pros-amp-cons): AutoMQ, a cloud-native Kafka-compatible service, offers unparalleled scalability, cost efficiency, and single-digit l... - [Observing in style: How Poizon rebuilt its data platform with ClickHouse Enterprise Edition](https://www.automq.com/blog/observing-in-style-how-poizon-rebuilt-its-data-platform-with-clickhouse-enterprise-edition): AutoMQ delivers cloud-native scalability and Kafka compatibility, enabling Poizon's observability platform to achieve... - [Google Apache Kafka vs. Amazon MSK](https://www.automq.com/blog/google-apache-kafka-vs-amazon-msk): AutoMQ offers cloud-native scalability, Kafka compatibility, and cost efficiency, providing a seamless alternative to... - [Why Iceberg is So Popular in 2026](https://www.automq.com/blog/why-iceberg-is-so-popular-in-2025): AutoMQ offers cloud-native scalability, Kafka compatibility, and cost efficiency. Explore how it transforms data stre... - [Apache Kafka vs. IBM MQ: Differences & Comparison](https://www.automq.com/blog/apache-kafka-vs-ibm-mq-differences-amp-comparison): Discover the key differences between Apache Kafka and IBM MQ in terms of architecture, performance, and use cases. Le... - [Apache RabbitMQ vs. ActiveMQ: Differences & Comparison](https://www.automq.com/blog/apache-rabbitmq-vs-activemq-differences-amp-comparison): Compare RabbitMQ and ActiveMQ, explore architectural differences, performance metrics, and ideal use cases. Choose Au... - [AutoMQ Developer Initiative: Co-Creating the Next-Gen Cloud-Native Kafka Ecosystem](https://www.automq.com/blog/automq-developer-initiative-co-creating-the-next-gen-cloud-native-kafka-ecosystem): AutoMQ offers unprecedented cloud-native scalability and cost efficiency, achieving 90% cost savings with full Kafka ... - [Why AutoMQ is Your Best Kafka Alternative](https://www.automq.com/blog/why-automq-is-your-best-kafka-alternative): AutoMQ: The ultimate cloud-native Kafka alternative. Experience better performance, 10x cost savings, seamless migrat... - [Stateless Kafka History](https://www.automq.com/blog/stateless-kafka-history): AutoMQ pioneers cloud-native, stateless Kafka with unrivaled performance and full compatibility. Enjoy scalable data ... - [Apache Kafka vs. NATS: Differences & Comparison](https://www.automq.com/blog/apache-kafka-vs-nats-differences-amp-comparison): Discover AutoMQ, the cloud-native Kafka-compatible messaging service that offers instant scalability, high cost effic... - [Apache Kafka vs. ActiveMQ: Differences & Comparison](https://www.automq.com/blog/apache-kafka-vs-activemq-differences-and-comparison): Compare Apache Kafka and ActiveMQ in this detailed blog. Understand their core concepts, architectural differences, p... - [Apache Kafka vs. Redis Streams: Differences & Comparison](https://www.automq.com/blog/apache-kafka-vs-redis-streams-differences-and-comparison): Explore the key differences between Apache Kafka and Redis Streams in this comprehensive comparison. Learn about thei... - [Apache Kafka vs. Azure Event Hubs: Differences & Comparison](https://www.automq.com/blog/apache-kafka-vs-azure-event-hubs-differences-and-comparison): Explore the key differences between Apache Kafka and Microsoft Azure Event Hubs in this comprehensive comparison. Dis... - [Apache Kafka vs. Confluent Platform: Differences & Comparison](https://www.automq.com/blog/apache-kafka-vs-confluent-platform-differences-and-comparison): Explore the key differences between Apache Kafka and Confluent Platform in this detailed comparison. Learn about thei... - [Apache Kafka vs. Google Pub/Sub: Differences & Comparison](https://www.automq.com/blog/apache-kafka-vs-google-pub-sub-differences-and-comparison): Discover the critical differences between Apache Kafka and Google Pub/Sub. This in-depth comparison explores their un... - [AWS SQS vs. SNS: Differences & Comparison](https://www.automq.com/blog/aws-sqs-vs-sns-differences-comparison): Understand the primary differences between Amazon Simple Queue Service (SQS) and Amazon Simple Notification Service (... - [Amazon Kinesis vs. SQS: Differences & Comparison](https://www.automq.com/blog/amazon-kinesis-vs-sqs-differences-comparison): Discover the critical differences between Amazon Kinesis and Amazon SQS, two of AWS&'s most popular messaging and str... - [Apache Kafka vs. Amazon Kinesis: Differences & Comparison](https://www.automq.com/blog/apache-kafka-vs-amazon-kinesis-differences-comparison): This blog provides an in-depth comparison between Apache Kafka and Amazon Kinesis, focusing on their architecture, pe... - [Apache Kafka vs. Aiven: Differences & Comparison](https://www.automq.com/blog/apache-kafka-vs-aiven-differences-comparison): This blog provides an exhaustive comparison between Apache Kafka and Aiven for Apache Kafka, focusing on their archit... - [Apache Kafka vs. Apache Pulsar: Differences & Comparison](https://www.automq.com/blog/apache-kafka-vs-apache-pulsar-differences-comparison): This comprehensive comparison between Apache Kafka and Apache Pulsar provides a detailed examination of their archite... - [Manage Kafka with Terraform: Why & How](https://www.automq.com/blog/manage-kafka-with-terraform-why-and-how): This blog article delves into the benefits and methodologies of managing Apache Kafka deployments using Terraform. Di... - [Kafka Replication: Concept & Best Practices](https://www.automq.com/blog/kafka-replication-concepts-best-practices): Dive deep into Kafka replication, a crucial mechanism for ensuring data reliability and high availability in distribu... - [AutoMQ Linking: Migration Kafka with Zero Downtime](https://www.automq.com/blog/kafka-linking-migration-kafka-with-zero-downtime): Explore how AutoMQ Kafka Linking enables seamless migration of Kafka data and metadata with zero downtime. Learn abou... - [What is KSQL? 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This... - [Kafka ACLs Authorization: Usage & Best Practices](https://www.automq.com/blog/kafka-acls-authorization-usage-best-practices): Explore the comprehensive guide to Kafka Access Control Lists (ACLs) authorization. Learn about the core concepts, co... - [Kafka SASL Authentication: Usage & Best Practices](https://www.automq.com/blog/kafka-sasl-authentication-usage-best-practices): Discover the robust security mechanisms provided by SASL authentication for Apache Kafka clusters in this comprehensi... - [Kafka Security: All You Need to Know & Best Practices](https://www.automq.com/blog/kafka-security-all-you-need-to-know-and-best-practices): Discover the essential guide to securing Apache Kafka, the central nervous system for many organizations handling mis... - [Monitoring Kafka with Burrow: How & Best Practices](https://www.automq.com/blog/monitoring-kafka-with-burrow-how-best-practices): Discover the comprehensive guide to Kafka consumer monitoring with Burrow, an open-source tool created by LinkedIn. 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Learn & Use &Best Practices](https://www.automq.com/blog/kafka-schema-registry-learn-use-best-practices): Delve into our comprehensive guide on Kafka Schema Registry, a centralized hub for managing and validating schemas in... - [JD.com Replaces Kafka with AutoMQ at 100 GiB/s Scale](https://www.automq.com/blog/jdcom-automq-cubefs-trillion-scale-kafka-messaging): Explore how JD.com has optimized its Kafka messaging infrastructure at a trillion-scale record load by integrating Au... - [AutoMQ vs. Confluent | Pricing Comparison](https://www.automq.com/blog/automq-vs-confluent-streaming-solution-comparison): Learn about AutoMQ, the next-generation Kafka for the cloud, and Confluent, the enterprise-grade stream data platform... - [Top 12 Kafka Alternative 2026 Pros & Cons](https://www.automq.com/blog/comparison-of-data-streaming-solutions): Discover a comprehensive comparison of leading data streaming solutions in 2026, including Apache Kafka, AutoMQ, BufS... - [Client-Side Strategies for Reliable Kafka Applications](https://www.automq.com/blog/client-side-strategies-for-reliable-kafka-applications): Optimize Kafka application reliability with AutoMQ: leverage cloud-native scalability, 100% Kafka API compatibility, ... - [AutoMQ: Achieving Auto Partition Reassignment In Kafka Without Cruise Control](https://www.automq.com/blog/automq-achieving-auto-partition-reassignment-in-kafka-without-cruise-control): AutoMQ offers cloud-native scalability and 100% Kafka compatibility without Cruise Control. 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Discover how ... - [Challenges and Solutions for Flink Offset Management During Kafka Cluster Migration](https://www.automq.com/blog/challenges-and-solutions-for-flink-offset-management-during-kafka-cluster-migration): Ensure smooth Kafka to AutoMQ migration with cost efficiency and cloud-native scalability. Maximize Flink compatibili... - [Experience AutoMQ Enterprise Edition on EKS at zero cost.](https://www.automq.com/blog/experience-automq-enterprise-edition-on-eks-at-zero-cost): Experience AutoMQ's cloud-native scalability, Kafka compatibility, and significant cost efficiency with a zero-cost t... - [How does AutoMQ's BYOC mode manage cloud permissions?](https://www.automq.com/blog/how-does-automqx27s-byoc-mode-manage-cloud-permissions): AutoMQ's BYOC mode ensures robust data privacy by managing cloud permissions within users' VPCs, leveraging Kafka com... - [Mastering Message Cleanup with Apache Kafka](https://www.automq.com/blog/mastering-message-cleanup-with-apache-kafka): AutoMQ offers seamless cloud-native scalability and cost-efficient message cleanup with 100% Kafka compatibility, opt... - [How to Perform a Performance Test on AutoMQ](https://www.automq.com/blog/how-to-perform-a-performance-test-on-automq): AutoMQ offers cloud-native scalability, Kafka compatibility, and cost efficiency. Learn how to conduct performance te... - [AutoMQ & Tinybird: Real-Time User Data Analytics for Precision Marketing](https://www.automq.com/blog/automq-amp-tinybird-real-time-user-data-analytics-for-precision-marketing): AutoMQ and Tinybird enable real-time user data analytics for precision marketing. AutoMQ’s cloud-native, Kafka-compat... - [Understanding Kafka Producer Part 1](https://www.automq.com/blog/understand-kafka-producer-in-one-article): AutoMQ: Cloud-native Kafka service offering seamless scalability, full Kafka compatibility, and efficient cost manage... - [AutoMQ: Next-Gen Kafka with 1GB/s Cold Read, Elastic Cloud Streaming](https://www.automq.com/blog/automq-next-gen-kafka-with-1gbs-cold-read-elastic-cloud-streaming): AutoMQ provides cloud-native scalability, Kafka compatibility, and high-performance streaming with 1GB/s cold reads a... - [Real-Time MySQL Monitoring with Debezium and AutoMQ](https://www.automq.com/blog/monitor-database-changes-using-debezium-automq): Learn how to monitor MySQL database changes in real-time and send change events to AutoMQ using Debezium. This guide ... - [AutoMQ: Optimized Kafka with Prometheus and VictoriaMetrics](https://www.automq.com/blog/integrating-automq-prometheus-victoriametrics): Discover how modern enterprises can achieve comprehensive monitoring by integrating AutoMQ, Prometheus, and VictoriaM... - [Kafka Running on S3 in 100 Lines of Code](https://www.automq.com/blog/automq-s3-wal-integration): Discover how AutoMQ supports running entirely on S3 object storage with minimal code changes. Learn about the shared ... - [How to Use OpenTelemetry to Monitor Kafka and Underlying Stream Storage](https://www.automq.com/blog/automq-multi-cloud-observability): Explore the advanced observability architecture of AutoMQ and learn how it achieves multi-cloud observability through... - [What is Kafka KRaft?](https://www.automq.com/blog/what-is-kafka-kRaft): Explore Kafka KRaft, the consensus protocol introduced in Apache Kafka 2.8.0. 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Learn about ... - [What is Kafka Consumer Group?](https://www.automq.com/blog/kafka-consumer-groups-definition-best-practices): Explore the essentials of Kafka consumer groups, a core concept in Apache Kafka that enables scalable and fault-toler... - [Learn Kafka Broker: Definition & Best Practices](https://www.automq.com/blog/kafka-broker-definition-best-practices): Explore the integral role of Kafka brokers in Apache Kafka&'s architecture, responsible for data storage and delivery... - [What is a Kafka Topic ? All You Need to Know & Best Practices](https://www.automq.com/blog/kafka-topic-best-practices): Explore the essential components of Apache Kafka topics, the foundation for high-throughput, fault-tolerant data stre... - [What is a Kafka Partition ? All You Need to Know & Best Practices](https://www.automq.com/blog/kafka-partition-best-practices): Discover the critical role of partitions in Apache Kafka’s architecture, enabling scalability, fault tolerance, and h... - [What are Kafka Offsets? All You Need to Know & Best Practices](https://www.automq.com/blog/kafka-offsets-best-practices): Delve into the intricacies of Kafka offsets, a vital element of Apache Kafka&'s architecture ensuring reliable and fa... - [Monitor and Reduce Kafka Consumer Lag](https://www.automq.com/blog/monitor-reduce-kafka-consumer-lag): Dive deep into the importance of managing consumer lag in Apache Kafka to maintain optimal performance and efficiency... - [Introducing AutoMQ Table Topic: Seamless Integration with S3 Tables and Iceberg](https://www.automq.com/blog/automq-table-topic-seamless-integration-with-s3-tables-and-iceberg): AutoMQ Table Topic offers seamless integration with AWS S3 Tables and Apache Iceberg, unifying streaming and analytic... - [AutoMQ Officially Achieves SOC 2 Type 1, GDPR, and ISO 27001 Compliance Certification](https://www.automq.com/blog/automq-officially-achieves-soc-2-type-1-gdpr-and-iso-27001-compliance-certification): AutoMQ achieves SOC 2 Type 1, GDPR, and ISO 27001 compliance, proving its commitment to top-tier data security, priva... - [Differences Between Messaging Queues and Streaming: Pros & Cons](https://www.automq.com/blog/message-queues-vs-streaming-platforms-pros-and-cons): Explore the key differences, benefits, and limitations of message queues and streaming platforms in this comprehensiv... - [What is the Zookeeper in Kafka? 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This guide... - [Kafka Latency: Optimization & Benchmark & Best Practices](https://www.automq.com/blog/kafka-latency-optimization-strategies-best-practices): Explore the essential concepts, components, and strategies for optimizing Kafka latency. This detailed guide covers t... - [Kafka Rebalancing: Concept & Best Practices](https://www.automq.com/blog/kafka-rebalancing-concepts-best-practices): Dive deep into the critical process of Apache Kafka rebalancing, which ensures efficient and balanced data processing... - [Kafka Logs: Concept & How It Works & Format](https://www.automq.com/blog/kafka-logs-concept-how-it-works-format): Discover the intricacies of Apache Kafka logs, a cornerstone of Kafka&'s high-performance, real-time data pipelines. ... - [Kafka Headers: Concept & Best Practices & Examples](https://www.automq.com/blog/kafka-headers-concept-best-practices-examples): Discover the powerful capabilities of Kafka headers for attaching metadata to messages, enhancing routing, tracing, a... - [Kafka Retention Policy: Concept & Best Practices](https://www.automq.com/blog/kafka-retention-policy-concept-best-practices): Explore the critical aspect of Kafka retention policies and their impact on your data streaming architecture. This co... - [Kafka on Kubernetes: Deploy & Best Practices](https://www.automq.com/blog/kafka-on-kubernetes-deploy-best-practices): Discover the comprehensive guide to deploying Apache Kafka on Kubernetes, exploring its architecture, deployment stra... - [Kafka on Kubernetes: Deployment & Best Practices](https://www.automq.com/blog/kafka-on-kubernetes-deployment-best-practices): Discover the comprehensive guide to deploying Apache Kafka on Kubernetes, exploring its architecture, deployment stra... - [Kafka Operator: Deployment & Best Practices](https://www.automq.com/blog/kafka-operators-deployment-best-practices): Dive into the comprehensive guide on Kafka operators for Kubernetes, exploring their deployment methodologies, best p... - [Kafka Helm Chart: Download & Usage &Best Practices](https://www.automq.com/blog/kafka-helm-chart-download-usage-best-practices): Explore the detailed guide on deploying Apache Kafka on Kubernetes using Helm charts. Learn about the major Kafka Hel... - [Kafka Docker: Setup Guide & Best Practices](https://www.automq.com/blog/kafka-docker-setup-guide-best-practices): Explore the comprehensive guide to deploying Apache Kafka using Docker, covering setup processes, best practices, and... - [Poizon: Processing 40 GiB/s Observability Data at 50% Lower Cost with AutoMQ](https://www.automq.com/blog/asiax27s-goat-poizon-uses-automq-kafka-to-build-a-new-generation-observability-platform-for-massive-data): Discover how Poizon harnesses AutoMQ's Kafka compatibility and cloud-native scalability for a modern observability pl... - [How Asia’s Quora Zhihu uses AutoMQ to reduce Kafka cost and maintenance complexity.](https://www.automq.com/blog/how-asias-quora-zhihu-use-automq-to-reduce-kafka-cost-and-maintenance-complexity): AutoMQ helps Zhihu, Asia's Quora, reduce Kafka costs by 80% and maintenance complexity through cloud-native scalabili... - [AutoMQ helps Geely Auto solve the pain points of Kafka elasticity in the V2X scenario](https://www.automq.com/blog/automq-help-geely-auto-solve-the-pain-points-of-kafka-elasticity-in-the-v2x-scenario): AutoMQ solves Geely Auto's Kafka elasticity issues in V2X scenarios with cloud-native scalability and 100% Kafka comp... - [AutoMQ Helps CaoCao Mobility Address Kafka Scalability Issues During Mid-Autumn and National Day](https://www.automq.com/blog/automq-helps-caocao-mobility-address-kafka-scalability-issues-during-mid-autumn-and-national-day): AutoMQ enables CaoCao Mobility to overcome Kafka scalability issues with cloud-native elasticity and automated scalin... - [AutoMQ Open Source Observability Solution: Nightingale Flashcat](https://www.automq.com/blog/automq-open-source-observability-solution-nightingale-flashcat): AutoMQ offers cloud-native scalability, Kafka compatibility, and cost efficiency. Integrate Nightingale for real-time... - [WarpStream is dead, long live AutoMQ](https://www.automq.com/blog/warpstream-is-dead-long-live-automq): AutoMQ offers cloud-native scalability and cost efficiency with Kafka compatibility, leveraging elastic brokers and s... - [XPENG Motors Reduces Costs by 50%+ by Replacing Kafka with AutoMQ](https://www.automq.com/blog/xpeng-motors-reduces-costs-by-50-by-replacing-kafka-with-automq): AutoMQ empowers XPENG Motors with cloud-native scalability and Kafka compatibility, reducing costs by over 50% and au... - [Palmpay Uses AutoMQ to Replace Kafka, Optimizing Costs by 50%+](https://www.automq.com/blog/palmpay-uses-automq-to-replace-kafka): AutoMQ helps Palmpay replace Kafka, achieving over 50% cost savings with cloud-native scalability, seamless migration... - [AutoMQ SSL Security Protocol Configuration Tutorial](https://www.automq.com/blog/automq-ssl-security-protocol-configuration-tutorial): Securely configure SSL for AutoMQ, a Kafka-compatible cloud-native stream processing system, enhancing cost efficienc... - [Don't let Apache Kafka on Kubernetes get you fired](https://www.automq.com/blog/dont-let-apache-kafka-on-kubernetes-get-you-fired): Discover how AutoMQ, a next-gen cloud-native Kafka service, overcomes the limitations of traditional Kafka on Kuberne... - [AutoMQ SASL Security Authentication Configuration Guide](https://www.automq.com/blog/automq-sasl-security-authentication-configuration-guide): Securely configure SASL authentication in AutoMQ with this comprehensive guide, leveraging cloud-native scalability, ... - [Kafka Alternative Comparision: AutoMQ vs Apache Kafka](https://www.automq.com/blog/automq-vs-apache-kafka): AutoMQ offers cloud-native scalability, enhanced elasticity, and cost efficiency while maintaining 100% compatibility... - [Kafka Alternative Comparison: AutoMQ vs. AWS MSK (serverless)](https://www.automq.com/blog/automq-vs-aws-msk-serverless): AutoMQ offers a cloud-native, highly elastic solution, reducing Kafka costs by 10x while maintaining 100% compatibili... - [Kafka Alternative Comparison: AutoMQ vs. Warpstream](https://www.automq.com/blog/automq-vs-warpstream): AutoMQ provides cloud-native scalability with 100% Kafka compatibility, superior K8s integration, low latency, and hi... - [Introducing AutoMQ: a cloud-native replacement of Apache Kafka](https://www.automq.com/blog/introducing-automq-cloud-native-replacement-of-apache-kafka): Discover AutoMQ: a next-gen, cloud-native Kafka-compatible service offering scalable performance, multi-cloud support... - [AutoMQ vs Kafka: An Independent In-Depth Evaluation and Comparison by Little Red Book](https://www.automq.com/blog/automq-vs-kafka-evaluation-and-comparison-by-little-red-book): AutoMQ offers unmatched cloud-native scalability and Kafka compatibility, achieving superior performance with 3x thro... - [Deploy AutoMQ on CubeFS](https://www.automq.com/blog/deploy-automq-on-cubefs): Deploy AutoMQ on CubeFS to create a scalable, cost-efficient Kafka-compatible stream system leveraging CubeFS's S3 pr... - [How to monitor Kafka and AutoMQ](https://www.automq.com/blog/how-to-monitor-kafka-and-automq): Monitor your Kafka and AutoMQ clusters with ease using JMX, CMAK, OpenTelemetry, Grafana, and Prometheus. Ensure clou... - [lnsight: Metadata Management in AutoMQ](https://www.automq.com/blog/insight-metadata-management-in-automq): Discover how AutoMQ leverages cloud-native metadata management to achieve scalable, cost-efficient Kafka compatibilit... - [How to Monitor AutoMQ Cluster using Guance Cloud](https://www.automq.com/blog/monitor-automq-cluster-using-guance-cloud): Monitor your AutoMQ cluster seamlessly with Guance Cloud, leveraging AutoMQ's cloud-native scalability, Kafka compati... - [Challenges of Custom Cache Implementation in Netty-Based Streaming Systems: Memory Fragmentation and OOM Issues](https://www.automq.com/blog/netty-based-streaming-systems-memory-fragmentation-and-oom-issues): AutoMQ offers cloud-native scalability, Kafka API compatibility, and cost-efficiency. Learn how AutoMQ tackles memory... - [Great Wall Motor's Multi-Cloud Active-Active Architecture Practice and Exploration](https://www.automq.com/blog/great-wall-motor-multi-cloud-active-active-architecture-practice-and-exploration): AutoMQ powers Great Wall Motor's multi-cloud active-active architecture, ensuring real-time data synchronization and ... - [AutoMQ on Tigris: Streaming Platform on Globally Distributed S3-Compatible Object Storage](https://www.automq.com/blog/automq-on-tigris): AutoMQ offers Kafka-compatible streaming on Tigris' globally distributed S3 storage, ensuring scalable, cost-efficien... - [Learn Cloud-Native: How Cloud-Init Works for Instance Initialization](https://www.automq.com/blog/how-cloud-init-works-for-instance-initialization): Discover AutoMQ, a cloud-native Kafka-compatible service offering enhanced scalability, cost efficiency, and seamless... - [Automatic Continuous Testing for Kafka Like Streaming Platform](https://www.automq.com/blog/automatic-continuous-testing-for-kafka-like-streaming-platform): AutoMQ offers automated continuous testing for Kafka-like streaming platforms ensuring high reliability with scalable... - [AutoMQ on MinIO: Cost-Effective Kafka Cluster on Self-Hosted S3-Compatible Object Storage](https://www.automq.com/blog/automq-on-minio): Deploy AutoMQ on MinIO for a cost-effective, Kafka-compatible cloud-native streaming system in your private data cent... - [AutoMQ x StarRocks: Powering Real-Time Analytics](https://www.automq.com/blog/automq-on-starrocks): AutoMQ offers cloud-native scalability and seamless Kafka compatibility for efficient data streaming, powering real-t... - [AutoMQ x RisingWave: Build Event-driven Data Stack with Kafka Ecosystem](https://www.automq.com/blog/automq-on-risingwave): Build an event-driven data stack with RisingWave and AutoMQ, leveraging cloud-native scalability and Kafka compatibil... - [AutoMQ x Databend: Cloud Data Warehouse built in Rust with Kafka Ecosystem](https://www.automq.com/blog/automq-on-databend): AutoMQ offers cloud-native scalability and seamless Kafka compatibility, enabling efficient integration with Databend... - [How Kafka Works: Understand Kafka Network Communication and Thread Model](https://www.automq.com/blog/understand-kafka-network-communication-and-thread-model): AutoMQ offers cloud-native scalability and Kafka compatibility, enhancing network communication and optimizing thread... - [AutoMQ: The Secret of Efficient Data Organization in Object Storage: Compaction](https://www.automq.com/blog/automq-efficient-data-organization-in-object-storage-compaction): AutoMQ offers cloud-native scalability and cost-efficient data organization in object storage while maintaining 100% ... - [AutoMQ with Apache Flink: Build Open Source Streaming Platform](https://www.automq.com/blog/automq-on-flink): AutoMQ provides cloud-native scalability and full Kafka compatibility, enabling optimal integration with Apache Flink... - [Learn and Understand How We Achieve Cloud-Native AutoScaling Kafka](https://www.automq.com/blog/autoscaling-lessons-learned-from-automq-in-the-field): AutoMQ's cloud-native scalability, full Kafka compatibility, and cost-efficient autoscaling help businesses optimize ... - [AutoMQ on Ceph: Managed Serverless AutoScaling Kafka with 10x Cost-Efficiency](https://www.automq.com/blog/automq-on-ceph): AutoMQ on Ceph: Experience cloud-native Kafka with serverless scaling, 10x cost efficiency, and single-digit millisec... - [AutoMQ with Apache Doris: Real-Time Data Streaming and Analytics](https://www.automq.com/blog/automq-on-apache-doris): AutoMQ and Apache Doris seamlessly integrate to deliver real-time data streaming and analytics with cloud-native scal... - [AutoMQ Serverless Cornerstone: Partition Reassignment in a Few Seconds](https://www.automq.com/blog/automq-serverless-cornerstone-partition-reassignment-in-a-few-seconds): AutoMQ ensures cloud-native scalability and cost efficiency by enabling Kafka-compatible partition reassignment in se... - [Innovation in Shared Storage Makes Kafka Great Again](https://www.automq.com/blog/innovation-in-shared-storage-makes-kafka-great-again): AutoMQ revolutionizes Kafka storage with innovative shared architecture, offering cloud-native scalability, full Kafk... - [How to Implement Self-Balancing for Kafka on S3](https://www.automq.com/blog/how-to-implement-self-balancing-for-kafka-on-s3): AutoMQ simplifies Kafka self-balancing on S3 with cloud-native scalability, high availability, and minimal data synch... - [How to Build a High-Quality Testing Infrastructure](https://www.automq.com/blog/how-to-build-a-high-quality-testing-infrastructure): Build a high-quality testing infrastructure with AutoMQ to leverage cloud-native scalability, Kafka compatibility, an... - [Unveiling the Principles of Kafka Migration Tool MirrorMaker2](https://www.automq.com/blog/unveiling-the-principles-of-kafka-migration-tool-mirrormaker2): Empower seamless Kafka migrations with AutoMQ's MirrorMaker2. Experience cloud-native scalability, cost efficiency, a... - [How to implement high-performance WAL based on raw devices?](https://www.automq.com/blog/principle-analysis-how-automq-implements-high-performance-wal-based-on-raw-devices): AutoMQ leverages cloud-native scalability and Kafka compatibility to offer high-performance WAL on raw devices, optim... - [How to Achieve 2x Partition Write Performance for Kafka](https://www.automq.com/blog/how-to-achieve-2x-partition-write-performance-for-kafka): Boost single partition write performance with AutoMQ, achieving double the throughput of Kafka at 350MB/s. Leverage c... - [Parsing the file storage format in AutoMQ object storage](https://www.automq.com/blog/parsing-the-file-storage-format-in-automq-object-storage): Optimize your Kafka-based message system with AutoMQ. Experience cloud-native scalability, cost efficiency, and simpl... - [Insight: Why it's difficult to fully utilize the elasticity of the public cloud?](https://www.automq.com/blog/insight-why-its-difficult-to-fully-utilize-the-elasticity-of-the-public-cloud): AutoMQ offers cloud-native scalability with full Kafka compatibility, ensuring cost-efficient data processing through... - [Redis License Change: A Look at the Competitive Game between OSS and Cloud Computing Giants](https://www.automq.com/blog/redis-license-change-a-look-at-the-competitive-game-between-oss-and-cloud-computing-giants): AutoMQ delivers cloud-native scalability and full Kafka compatibility, ensuring cost efficiency with the BSL license ... - [How AutoMQ addresses the disk read side effects in Apache Kafka](https://www.automq.com/blog/how-automq-addresses-the-disk-read-side-effects-in-apache-kafka): AutoMQ mitigates disk read side effects in Apache Kafka using a cloud-native architecture, ensuring scalable, cost-ef... - [How AutoMQ makes Apache Kafka 100% protocol compatible?](https://www.automq.com/blog/how-automq-makes-apache-kafka-100-protocol-compatible): Discover AutoMQ – a cloud-native service offering 100% Kafka protocol compatibility. Enjoy scalable and cost-efficien... - [Dewu Builds Trillion-Level Monitoring System Based on AutoMQ](https://www.automq.com/blog/dewu-builds-trillion-level-monitoring-system-based-on-automq): AutoMQ enables Dewu's trillion-level monitoring system with cloud-native scalability, full Kafka compatibility, and s... - [Major Release | Official Announcement of AutoMQ Version 1.0.0 GA](https://www.automq.com/blog/automq-1-0-0-ga-version-officially-announced): AutoMQ 1.0.0 GA. Download and experience the latest version! - [Top 12 Free Kafka GUI Tools 2026](https://www.automq.com/blog/top-12-free-kafka-gui): Discover the top 12 free Kafka GUI tools to enhance your data management and Kafka cluster monitoring. This article c... - [How AutoMQ achieves 10x cost-efficiency: Spot Instance](https://www.automq.com/blog/how-automq-achieves-10x-cost-efficiency-spot-instance): AutoMQ offers 10x cost-efficiency with its cloud-native, stateless Kafka-compatible service using Spot instances, ens... - [AutoMQ vs Apache Kafka: A Real AWS Cloud Bill Comparison](https://www.automq.com/blog/automq-vs-apache-kafka-a-real-aws-cloud-bill-comparison): AutoMQ delivers cloud-native scalability and cost efficiency with full Kafka compatibility. 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