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Uber has developed an automated dependency analysis system that uses RPC middleware and production metrics to correlate caller and downstream failures. The approach classifies dependencies as...

Uber Automates Dependency Analysis across its Service Mesh

InfoQ InfoQ · 2026-10-16T14:39:00Z

Grab migrated its high-volume Counter Service from a wide column database to Aerospike using storage abstraction, shadow traffic, data parity validation, and gradual traffic migration. The...

Grab Redesigns Counter Service Storage for 50% Lower P99 Latency

InfoQ InfoQ · 2026-10-07T14:30:00Z
JAVA SPI(Service Provider Interface)原理、设计及源码解析(其一) - 编程一生

Java SPI是JVM层面的服务注册发现机制。使用时需在META-INF/services目录下创建以接口全限定名命名的文件,写入实现类名,客户端通过ServiceLoader加载。JDBC、Dubbo等框架广泛使用。其设计依赖接口而非实现,灵活可插拔。

JAVA SPI(Service Provider Interface)原理、设计及源码解析(其一) - 编程一生

编程一生 编程一生 · 2026-09-25T13:35:00Z

Uber’s GitFarm provides Git operations as a centralized service, eliminating local repository clones across large scale monorepo workloads. The platform uses prewarmed checkouts, ephemeral...

Uber Builds GitFarm to Run Git Operations as a Service for Large-Scale Monorepos

InfoQ InfoQ · 2026-08-28T14:30:00Z

本文介绍Cilium v1.20的BPF Map状态轴,涵盖Policy、Service、CT/NAT等核心表职责、默认上限及满表故障表象。强调排障先定位具体表,注意动态容量调整与NAT/CT约束,并指出升级世代切换和容量规划纪律的重要性。

【Cilium / eBPF】关键 BPF Map:policy、service、CT 的职责与失败表象

土法炼钢兴趣小组的博客 土法炼钢兴趣小组的博客 · 2026-08-16T00:00:00Z

本文介绍Cilium v1.20网络排障的五轴坐标系:通用丢包、策略拒绝、身份漂移、服务黑洞和加密失败。每轴按症状、排查顺序和禁忌操作展开,强调先分型再行动,避免盲目重启或改策略。通过Hubble、BPF map和状态检查定位根因,并保留最小证据包用于复盘。

【Cilium / eBPF】排障坐标系:丢包、policy deny、identity 漂移、Service 黑洞与加密失败

土法炼钢兴趣小组的博客 土法炼钢兴趣小组的博客 · 2026-08-16T00:00:00Z

Netflix has described how it redesigned the streaming pipeline behind Service Topology, its real-time service dependencies map, to support production scale. The system uses three stages to...

How Netflix Scaled its Real-Time Service Map

InfoQ InfoQ · 2026-08-11T12:20:00Z

本文介绍Istio控制面中K8s Service、EndpointSlice和WorkloadEntry如何转换为Envoy的CDS/EDS资源。核心是服务注册聚合层将三种来源统一为model.Service和model.IstioEndpoint,CDS按“Service×端口”生成Cluster,EDS按hostname索引端点。两者通过service_name字符串对齐,WorkloadEntry需特殊开关接入,健康状态无kubelet兜底。

【Istio 控制面】Service / Endpoint / Workload → CDS/EDS:istiod 如何拼出一个 Cluster

土法炼钢兴趣小组的博客 土法炼钢兴趣小组的博客 · 2026-08-11T00:00:00Z

Expedia Group has introduced STAR, an internal AI-assisted observability platform that helps engineers investigate production incidents using service telemetry and LLMs. Built with FastAPI,...

Expedia Uses AI-Driven Service Telemetry Analyzer to Accelerate Incident Investigation

InfoQ InfoQ · 2026-07-23T14:15:00Z

Google's AlphaEvolve reached general availability on the Gemini Enterprise Agent Platform, turning the DeepMind research project into an evolutionary code optimization service. Evaluators run...

Google's AlphaEvolve Reaches General Availability with Evolutionary Code Optimization as a Service

InfoQ InfoQ · 2026-07-19T10:16:00Z
从自建 Elasticsearch 迁移到 Amazon OpenSearch Service 实践(三):查询兼容性验证与 BBoss 应用适配

本文介绍了从自建Elasticsearch迁移到Amazon OpenSearch Service的实践,重点在查询兼容性验证与BBoss应用适配。实测结果显示,大部分查询无需改动,只有k-NN向量搜索需要重写。通过BBoss框架的多数据源能力,应用层改动降到最低,实现了平滑切换,确保了数据完整性与查询一致性。

从自建 Elasticsearch 迁移到 Amazon OpenSearch Service 实践(三):查询兼容性验证与 BBoss 应用适配

亚马逊AWS官方博客 亚马逊AWS官方博客 · 2026-07-15T09:50:35Z
从自建 Elasticsearch 迁移到 Amazon OpenSearch Service 实践(二):向量索引迁移与 Amazon Bedrock 集成

本文介绍了从自建Elasticsearch迁移到Amazon OpenSearch Service的实践,重点在于向量索引的迁移与Amazon Bedrock集成。讨论了两条迁移路线:保留原有Embedding模型的搬运和更换模型的全量重建。详细阐述了如何在OpenSearch中集成Amazon Bedrock Titan V2,包括应用端调用和Neural Search两种方式,并评估了迁移后的向量搜索精度。

从自建 Elasticsearch 迁移到 Amazon OpenSearch Service 实践(二):向量索引迁移与 Amazon Bedrock 集成

亚马逊AWS官方博客 亚马逊AWS官方博客 · 2026-07-15T09:50:34Z
从自建 Elasticsearch 迁移到 Amazon OpenSearch Service 实践(一):数据迁移与同步

本文介绍了从自建Elasticsearch 8.17迁移到Amazon OpenSearch Service的实践,重点在数据迁移与同步。迁移过程中面临数据同步、查询兼容性和Embedding模型切换等挑战。推荐使用Migration Assistant进行零停机迁移,以确保数据的完整性和一致性。后续将探讨向量索引迁移及查询兼容性验证。

从自建 Elasticsearch 迁移到 Amazon OpenSearch Service 实践(一):数据迁移与同步

亚马逊AWS官方博客 亚马逊AWS官方博客 · 2026-07-15T09:50:32Z

By Parth Jain, Rakesh Sukumar, Yingwu Zhao, Renzo Sanchez-Silva & Nathan FisherA deep dive into the engineering challenges of building a real-time service dependency map at Netflix scale: from...

Building Service Topology at Scale: Architecture, Challenges, and Lessons Learned

Netflix TechBlog Netflix TechBlog · 2026-07-13T22:44:11Z
ELK迁移Amazon OpenSearch Service最佳实践

随着业务发展,ELK集群面临运维成本高和扩展性差的问题,许多客户选择迁移至Amazon OpenSearch Service。本文分享了迁移经验,包括方案设计、实施过程及挑战解决方案,重点在于OpenSearch Domain选择、数据迁移及使用OpenSearch Ingestion等方法,以确保高效、安全地管理数据。

ELK迁移Amazon OpenSearch Service最佳实践

亚马逊AWS官方博客 亚马逊AWS官方博客 · 2026-07-10T03:03:02Z

The speakers discuss Netflix’s architecture for surviving extreme traffic spikes. They explain the mechanics of prioritized load shedding embedded in their Envoy sidecar proxy, allowing...

Presentation: Enhancing Reliability Using Service-Level Prioritized Load Shedding at Netflix

InfoQ InfoQ · 2026-07-02T09:20:00Z

MySQL HeatWave Service (MHS) on Oracle Cloud Infrastructure (OCI) already provides multiple ways to create a new DB system, such as restoring from a backup, using Point-in-Time Recovery (PITR), or...

Create Replica DB system Made Easy for MySQL HeatWave Service on OCI

Planet MySQL Planet MySQL · 2026-06-23T17:37:02Z

At this year's Microsoft Build 2026, Microsoft unveiled a broad set of enhancements to Azure Kubernetes Service (AKS) aimed at making Kubernetes a first-class platform for AI training, inference,...

Microsoft Expands Azure Kubernetes Service with Bare Metal, Fleet Management and AI Infrastructure

InfoQ InfoQ · 2026-06-23T12:00:00Z

Alina Krasavina explains how Delivery Hero successfully deprecated Google Analytics and migrated to an internal user tracking platform. She discusses how a simplistic, highly scalable architecture...

Presentation: Challenging Google Analytics: Building a Scalable, Cost-Effective User Tracking Service

InfoQ InfoQ · 2026-06-22T15:07:00Z

By Parth Jain, Rakesh Sukumar, Yingwu Zhao, Renzo Sanchez-Silva & Nathan FisherHow we built a living map of our distributed infrastructure to help engineers understand dependencies, troubleshoot...

From Silos to Service Topology: Why Netflix Built a Real-Time Service Map

Netflix TechBlog Netflix TechBlog · 2026-06-19T23:52:02Z
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