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360 Zhihui Cloud Developer
360 Zhihui Cloud Developer
Mar 27, 2026 · Cloud Native

How AutoMQ Transforms Kafka into a Cloud‑Native, Elastic Messaging Service

This article examines the limitations of traditional Kafka in large‑scale deployments and presents AutoMQ’s cloud‑native redesign—detailing its stateless architecture, storage separation, automatic scaling, read/write isolation, performance benchmarks, and real‑world migration case studies that demonstrate reduced latency, higher throughput, and lower resource costs.

AutoMQCloud NativeKafka
0 likes · 13 min read
How AutoMQ Transforms Kafka into a Cloud‑Native, Elastic Messaging Service
iQIYI Technical Product Team
iQIYI Technical Product Team
Jan 8, 2026 · Big Data

How iQIYI Cut Stream Data Costs by 70%: From Private‑Cloud Kafka to AutoMQ

This article details iQIYI's evolution from a tightly coupled private‑cloud Kafka setup to a cloud‑native AutoMQ architecture, describing the challenges of scaling, the development of the Stream platform and Stream‑SDK, the migration to hybrid and public‑cloud Kafka, and the resulting cost and elasticity improvements.

AutoMQData ArchitectureKafka
0 likes · 12 min read
How iQIYI Cut Stream Data Costs by 70%: From Private‑Cloud Kafka to AutoMQ
DataFunTalk
DataFunTalk
Nov 6, 2025 · Cloud Native

How Tencent Music Cut Kafka Costs by 50% with Cloud‑Native AutoMQ

Tencent Music migrated its massive Kafka streaming infrastructure to the cloud‑native AutoMQ platform, slashing operational costs by over half, achieving second‑level partition migration, and dramatically improving scaling efficiency while maintaining high‑throughput, low‑latency data processing for its music services.

AutoMQCost OptimizationData Streaming
0 likes · 16 min read
How Tencent Music Cut Kafka Costs by 50% with Cloud‑Native AutoMQ
High Availability Architecture
High Availability Architecture
Oct 30, 2025 · Operations

How Tencent Music Cut Kafka Costs by 50% with Cloud‑Native AutoMQ

Tencent Music replaced its traditional Kafka clusters with the cloud‑native AutoMQ platform, slashing infrastructure costs by over half, achieving second‑level partition migration, and dramatically simplifying operations while maintaining high‑throughput, low‑latency data streams for its massive music services.

AutoMQCloud NativeData Streaming
0 likes · 17 min read
How Tencent Music Cut Kafka Costs by 50% with Cloud‑Native AutoMQ
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Mar 6, 2025 · Big Data

Leveraging Apache Iceberg and AutoMQ for Real-Time Data Lake Ingestion: Architecture, Best Practices, and Cost Optimization

This article examines how Apache Iceberg’s snapshot‑based ACID transactions, logical‑physical partition evolution, and COW/MOR update modes enable efficient real‑time data lake ingestion, and demonstrates AutoMQ’s Kafka‑to‑Iceberg Table Topic solution that simplifies schema management, reduces latency, and cuts operational costs.

Apache IcebergAutoMQBig Data
0 likes · 14 min read
Leveraging Apache Iceberg and AutoMQ for Real-Time Data Lake Ingestion: Architecture, Best Practices, and Cost Optimization
dbaplus Community
dbaplus Community
Jan 5, 2025 · Big Data

How DeWu Halved Observability Costs Using AutoMQ and ClickHouse Storage‑Compute Separation

DeWu’s observability platform faced scalability, cost, and operational challenges from petabyte‑scale trace data, prompting a shift to a storage‑compute separated architecture that leverages AutoMQ’s Kafka‑compatible service and ClickHouse Enterprise’s SharedMergeTree engine, ultimately achieving up to 50% cost reduction and five‑fold cold‑read performance gains.

AutoMQBig DataClickHouse
0 likes · 20 min read
How DeWu Halved Observability Costs Using AutoMQ and ClickHouse Storage‑Compute Separation
Zhihu Tech Column
Zhihu Tech Column
Dec 31, 2024 · Cloud Native

Cloud Native Innovation Forum: AutoMQ Table Topic, OceanBase Integrated Database, and Observability Practices

The article recaps Zhihu's Cloud Native Innovation Forum where experts from AutoMQ, OceanBase, and Flashcat shared practical solutions on streaming data ingestion, unified database architectures, and AI‑driven observability, highlighting real‑world deployments, performance optimizations, and cost‑saving strategies.

AIAutoMQCloud Native
0 likes · 10 min read
Cloud Native Innovation Forum: AutoMQ Table Topic, OceanBase Integrated Database, and Observability Practices
High Availability Architecture
High Availability Architecture
Jun 27, 2024 · Backend Development

Understanding and Tuning Z Garbage Collector (ZGC) for Low‑Latency Java Applications

This article explains the principles, features, and workflow of Java's Z Garbage Collector, provides detailed configuration and logging guidance, and shares AutoMQ's practical tuning experiences that achieve sub‑millisecond pause times and improved performance for latency‑sensitive backend services.

AutoMQGarbage CollectionJava
0 likes · 26 min read
Understanding and Tuning Z Garbage Collector (ZGC) for Low‑Latency Java Applications