The article shares an interviewer's experience assessing senior candidates for cloud and big‑data roles, detailing candidate backgrounds, interview questions on algorithms, Java, Spring, and Kubernetes, the evaluation outcomes, and practical advice for both interviewers and senior engineers.
A detailed case study reveals how Amazon Prime Video replaced a costly, serverless micro‑service monitoring system with a streamlined monolithic architecture on EC2/ECS, slashing infrastructure expenses by over 90 % and sparking a broader debate on the true merits of microservices versus monoliths.
This article provides a detailed guide to cloud migration, covering evaluation and analysis, pilot projects, assessment strategies, planning and design with cloud services, verification and implementation steps, continuous measurement, and cost optimization through FinOps to ensure successful and secure migration.
Alibaba Cloud's PAI‑EAS now supports Spot Instances, letting users run latency‑tolerant inference tasks on pre‑emptible compute resources and achieve up to 90% cost savings compared with on‑demand instances, while offering flexible bidding, protection periods, multi‑spec selection, and automatic scaling.
This article explains the limitations of traditional X86‑DPDK load‑balancing gateways and how Baidu’s third‑generation Universal Networking Platform (UNP) combines programmable ASICs, CPUs, and FPGA acceleration to deliver multi‑terabit throughput, ultra‑low latency, and dramatically lower cost and power consumption.
Amazon Prime Video’s engineering team revealed that moving from a distributed micro‑service architecture to a single‑process monolith on EC2 and ECS slashed infrastructure expenses by over 90% while improving scalability, challenging the prevailing belief that serverless and micro‑services are always the most cost‑effective cloud solutions.
This article explains how Baidu built a massive, high‑performance GPU/IB cluster, optimized its architecture and software stack, and integrated AI frameworks and resource management to overcome compute, memory, and communication bottlenecks, enabling efficient training of trillion‑parameter large models.
The article explains that building evolvable software systems—using strategies like microservices and event‑driven architecture—allows teams to adapt to changing workloads and business growth, illustrated with real‑world examples from Amazon, Prime Video, and S3, while emphasizing that no single architectural pattern fits all scenarios.
The 2022 Xinchuang whitepaper outlines a comprehensive enterprise‑architecture‑driven roadmap—including framework, development method, technical reference models, implementation and operation practices—to guide central state‑owned enterprises through digital transformation challenges and opportunities.
This article analyzes the EROFS cluster modes (INFLIGHT, HOOKED, FOLLOWED, FOLLOWED_NOINPLACE) in Linux kernel 6.x, explaining how they determine whether in-place I/O can be used based on the current status of pclusters in the chain.
VirtIO, a para‑virtualization device interface created by Rusty Russell, delivers near‑native I/O performance in virtualized environments by separating front‑end drivers and back‑end emulators, standardizing device types, and optimizing transport through Virtqueues, making it a key component of modern cloud and Linux virtualization stacks.
This article traces the evolution of data storage and computing—from 1725’s punched paper tape and Jacquard looms through Turing’s theoretical breakthroughs, early computers, the rise of operating systems, virtualization, cloud services, and modern AI—highlighting how each milestone laid the groundwork for today’s digital world.
This case study describes how Hangzhou Mingshitang transformed its homework photo evaluation system from a Kubernetes‑based solution to an Alibaba Cloud Function Compute serverless architecture, achieving higher elasticity, lower latency, and reduced costs while handling peak traffic of over one million daily images.
In this thought‑leading talk, Microsoft China CTO Wei Qing explores how first‑principle thinking, information theory, and cloud‑native architectures can guide organizations through the unknown digital era, emphasizing practical engineering, data integration, and the shift from hype to real‑world technology empowerment.
This article examines why enterprises are compelled to adopt cloud computing, outlines the underlying business drivers and the "6R" migration challenges, and proposes a four‑question framework—building, promoting, migrating, and evolving—to design a data‑driven, scalable business‑cloud strategy.
This article examines the advantages and disadvantages of serverless web development, including vendor lock‑in, cost predictability, scalability, and integration challenges, and outlines the scenarios where serverless is the optimal architectural choice versus when traditional approaches are preferable.
The article examines the growing bottlenecks of large‑scale AI model training caused by the separation of storage and compute, analyzes why conventional GPU architectures cannot keep pace with exponential model growth, and presents in‑memory and near‑memory computing, as well as storage‑compute integration, as promising solutions to boost performance, energy efficiency, and scalability for cloud and edge deployments.
China Merchants Bank became the first among China's top system‑important banks to fully migrate all debit, credit, corporate accounts and applications to the cloud, detailing the multi‑year effort, architectural overhaul, cost savings, and the strategic shift toward open, distributed systems.
This article introduces FinOps, explains its definition and cultural significance, illustrates the concept with a personal household billing story, and outlines five concrete steps—cost allocation, target setting, budget control, operational management, and intelligent automation—to achieve cloud cost optimization.
CentOS's end-of-life announcement has sparked significant discussion in China's tech community, with experts viewing it as a catalyst for domestic OS development despite short-term challenges.
The article examines the evolution of big‑data technologies, outlines the operational, cost and security challenges enterprises face, and presents serverless data—particularly AWS’s cloud‑native services—as a scalable, low‑cost solution that eliminates maintenance while enabling real‑time processing and advanced analytics.
This article introduces ten open‑source cloud security solutions—including Wazuh, Osquery, GoAudit, Grapl, OSSEC, Suricata, Zeek, Panther, Kali Linux, and PacBot—explaining their key features, deployment options, and how they help enterprises protect SaaS, PaaS, and IaaS environments.
The article outlines the key competencies DevOps engineers must master—including cloud computing, automation, containerization, CI/CD, monitoring, logging, and infrastructure-as-code—to accelerate, stabilize, and scale software delivery in modern development environments.
This article introduces an online practice of cluster rate limiting based on Sentinel, providing a high-availability solution for Sentinel cluster rate limiting and implementing automatic allocation and failover of Token servers.
The article explains that reproducing ChatGPT in China is not just a matter of funding but requires extensive expertise in large‑scale language model training, massive compute resources, optimized cloud infrastructure, and deep AI research, as demonstrated by Alibaba's DAMO Academy efforts.
This comprehensive guide explores cloud computing fundamentals, key professional roles, essential skills, service models, migration planning, security considerations, operations, governance, serverless computing, and how the cloud fuels AI adoption, offering developers a complete roadmap for success.
China Merchants Bank’s three‑year full‑cloud migration, driven by the Digital China plan, showcases how a self‑built dual‑path cloud platform, massive code refactoring, and seamless data migration can accelerate financial innovation, improve resource flexibility, and support nationwide digital transformation.
This article traces 20 years of big‑data evolution, compares data lakes and data warehouses, defines both concepts, examines their technical trade‑offs, and presents Alibaba Cloud’s lake‑warehouse (lakehouse) solution that unifies flexible storage with enterprise‑grade performance and governance.
This article traces a decade of Amazon Redshift’s evolution, detailing its shift from a traditional MPP warehouse to a fully cloud‑native Serverless architecture, exploring its underlying innovations, key features such as Concurrency Scaling, built‑in ML, Data Sharing, and offering practical best‑practice guidance for real‑time analytics across diverse industry scenarios.
Cougar is a cloud‑native, multi‑objective optimization framework that unifies metadata and monitoring ingestion to improve resource efficiency and performance for large‑scale AI and big‑data jobs, demonstrating over 50% CPU‑memory savings and stable latency in production experiments.
The article examines the opportunities and challenges of turning data platforms into SaaS solutions, compares sales‑driven and product‑driven models, analyzes cost factors and industry gaps, and shares practical approaches such as platform‑plus‑component architecture, real‑world case studies, and product‑management considerations for better meeting B2B customization demands.
Despite recent tech layoffs, 2023 sees a robust and growing demand for software developers across finance, healthcare, manufacturing, automotive, insurance, and emerging fields like IoT and cybersecurity, with full‑stack skills and cloud/AI knowledge becoming especially prized by employers.
This article explains FinOps—its definition, why it’s essential for modern enterprises, the core capabilities required, lean‑thinking principles, and details Qiuman Technology’s practical implementation of cost insight, allocation, and visualization while highlighting ongoing challenges in deepening FinOps adoption.
The article outlines eleven key software development trends for 2023, including the surge of low‑code/no‑code platforms, cloud adoption driven by remote work, rising cybersecurity threats, rapid AI integration, Rust's popularity, IoT expansion, progressive web apps, microservices, blockchain adoption, talent shortages prompting outsourcing, and the growing importance of DevSecOps.
This article explores Kubernetes horizontal pod autoscaling mechanisms, comparing HPA and KEDA, their implementation principles, limitations, and practical deployment scenarios for cloud-native applications.
This article analyses the economic feasibility of integrating large language models (LLMs) into search, estimating inference and training costs, exploring hardware efficiency, scaling laws, and future trends, and concludes that while technically viable, the added expense may challenge profitability for major search providers.
This article presents a detailed case study of Gaotu's migration of its on‑premises big‑data platform to Tencent Cloud, covering background challenges, a phased migration plan, implementation lessons, cost‑control measures, and future optimization strategies, with practical insights for similar enterprises.
Based on Dice’s 2023 Tech Salary Report, the article lists the ten highest‑earning IT skill sets in the U.S., detailing average salaries—often exceeding $140,000—and explains why expertise in areas such as containers, Kubernetes, PaaS, Redis, Teradata, Kafka, Elasticsearch, and Go commands premium pay.
This article details Zhongyuan Bank's AI platform construction, covering its objectives, MLOps-driven design, core modules such as data ingestion, processing, model development, training, evaluation, deployment, monitoring, as well as resource orchestration with Kubernetes and Docker, and the accompanying ModelOps governance framework.
This article examines whether large language model‑driven search can replace traditional engines like Google, analyzing the economic feasibility, training and inference costs, hardware considerations, and future scaling trends, while providing a detailed cost framework and insights into the profitability of LLM‑based services.
This guide walks through designing and deploying a highly available, scalable WordPress web application on JD Cloud using elastic IaaS, PAAS services, load balancers, HA groups, Docker containers, MySQL, Redis, and automated scripts to demonstrate fault‑tolerance across availability zones.
The article introduces Walle, Alibaba's four‑year‑old edge‑cloud collaborative machine‑learning platform that unifies compute containers, data pipelines, and a deployment platform to enable low‑latency, privacy‑preserving, and high‑throughput AI services across billions of mobile devices, and presents its architecture, design challenges, and evaluation results.
This article revisits cloud computing by tracing the evolution of compute power, exploring Alibaba Cloud’s infrastructure breakthroughs such as the CIPU processor and its core platforms, and analyzing how these advances reshape elastic, big‑data, high‑performance, and AI workloads while highlighting trust, cost, and self‑service challenges.
Baidu’s Baige AI heterogeneous computing platform delivers an end‑to‑end, low‑cost AI IaaS for autonomous driving, covering data cloud, tiered storage, RapidFS caching, AIAK‑Inference and AIAK‑Training acceleration, GPU container virtualization, and remote GPU pooling, achieving up to 5× faster data access, 391% training speedup, 90% inference latency reduction, and 60% simulation cost cut.
This article outlines Baidu Intelligent Cloud’s end‑to‑end autonomous driving platform, detailing its AI foundation, massive cloud‑based data and compute requirements, flexible deployment strategies for various manufacturers, and comprehensive toolchains for data collection, annotation, training, simulation, and compliance.
Amid the rise of the digital economy, China’s software industry is embracing application modernization as a strategic pathway for digital transformation, offering up to a 128% ROI boost, but it faces five major challenges that the "Five‑Modernization, Two‑Guidelines" framework seeks to address through a structured four‑step implementation process.
DAMO Academy's 2023 top ten technology trends report highlights generative AI, Chiplet modular design, and a new cloud‑centric computing architecture, while also forecasting advances in multimodal large models, cloud‑native security, compute‑in‑memory chips, optical imaging, digital twin cities, and dual‑engine intelligent decision‑making.
This article outlines Baidu Intelligent Cloud's comprehensive, low‑cost solution for autonomous‑driving data pipelines—from road data collection and compliance, through annotation, management, and model training, to simulation—highlighting the platform's tools, services, and security measures that accelerate development.
This article chronicles Docker’s rapid ascent, leadership turmoil, competition with Kubernetes, and eventual sale to Mirantis, illustrating how a pioneering container platform became both a catalyst for cloud innovation and a cautionary tale for open‑source startups.
The CCF‑AIR Youth Fund project on flexible business‑load scheduling demonstrated a low‑carbon, cost‑effective data‑center computing power coordination method that can cut energy costs by 37% and carbon‑related costs by 14% through renewable‑energy‑driven collaboration with the power grid.
On December 18, 2023, Alibaba Cloud's Hong Kong Region experienced a severe cooling‑system failure that caused a 14‑hour outage of ECS, OSS, EBS, RDS and other services, prompting extensive emergency procedures, service impact analysis, and a detailed post‑mortem with improvement actions.
This article traces the history of data platforms—from the first general‑purpose computers and traditional BI, through the rise of data warehouses, big‑data frameworks like Hadoop, Spark and Flink, to the modern data‑stack era with cloud‑native architectures, Lambda/Kappa models, and emerging tools—highlighting key technologies, architectural shifts, and future prospects.
From its early adoption in 2010 to becoming a catalyst for Chinese cloud innovation, OpenStack's evolution in China—highlighting the rise of local startups, venture funding, foundation dynamics, and the broader impact on the nation's cloud computing landscape—is examined in this comprehensive analysis.
FinOps is a cloud‑focused operating model that unites technology, finance, and business teams to analyze spend, set usage standards, and continuously monitor and optimize resources through visualization tools, ticket‑based ownership, and metric‑driven processes, as demonstrated by 三七’s integrated cost‑optimization practice.
This article details the exploration and implementation of macOS virtualization on Apple’s ARM‑based M1 Mac mini, covering the use of AsahiLinux, QEMU, KVM, device modeling, memory layout, boot process, and future optimization plans for a functional cloud‑native macOS environment.
This article examines the rise of NoOps in cloud‑centric environments, comparing it with DevOps, outlining its advantages such as higher automation and reduced staffing, and discussing challenges like residual operational needs, security responsibilities, and suitability for legacy or hybrid systems.
The article explains how cloud‑native architectures, data governance, intelligent fusion, and privacy computing are driving the evolution of big data, recounting the history from Google’s early papers and Hadoop to modern managed services, compute‑storage separation, AI‑powered recommendation platforms, and real‑world success cases.
Amazon's 2023 technology forecast outlines how cloud-powered AI, computer vision, simulation and custom silicon will reshape sports analytics, immersive simulations, smart energy systems, supply‑chain logistics and specialized hardware, offering developers and tech enthusiasts a roadmap for the coming innovations.
This article explains what Spot (preemptible) instances are, compares them with on‑demand and reserved instances, details AWS Spot pricing and signals, and provides practical strategies—including node‑group design, Kubernetes scheduling, health checks, and rollback plans—to reliably reduce cloud costs while maintaining application availability.
This article explains the limitations of traditional data‑center networking for server virtualization, introduces VXLAN as an overlay VPN solution, describes its core components and tunnel mechanisms, and demonstrates how VXLAN is applied in cloud‑campus architectures with centralized and distributed gateway designs.
The 2022 Hyperion Research HPC market report shows a $348 billion total market in 2021, with servers leading, HPC Cloud growing 23% to $62 billion, storage and AI‑enabled servers driving the fastest growth, and detailed forecasts for vendors, applications, networking, and operating‑system migration.
Alibaba Cloud’s Function Compute introduced a self‑select specification feature that decouples CPU, memory, disk, and GPU limits, enabling granular resource allocation, high‑density deployment, and scheduling optimizations that can cut serverless function costs by up to 56% while maintaining performance.
Discover the ten highest‑paying technology positions in 2022/2023, from software architects to AI architects, with detailed role descriptions, required skills, and average salaries in the United States and China.
The Gartner 2022 report analyzes China's hyper‑converged infrastructure (HCI) market, defining HCI, projecting rapid growth to $3 billion by 2025, categorizing vendors into large DCI, specialist, and crossover types, and detailing the product portfolios and competitive advantages of major players such as Huawei, H3C, Inspur, Lenovo, ArcherOS, SmartX, Zettakit, CMCC, EasyStack, QingCloud, Sangfor, Topsec and ZStack.
The article outlines the typical evolution of large‑scale internet system architecture—from simple single‑node deployments through cluster and distributed cluster stages to future cloud‑native designs—highlighting the business‑driven reasons, technical challenges, security concerns, and practical principles for each phase.
This article explores Alibaba Cloud’s HAIL data‑center network architecture, its evolution from early enterprise‑grade designs to fully self‑developed hardware, key technical features such as single‑chip design and automated operations, and the emerging trends toward higher throughput, ultra‑low latency, pooling, and predictable networking.
Huawei Cloud’s low‑latency live streaming solution reduces end‑to‑end delay to under 800 ms by using a dynamic mesh architecture, ultra‑low‑latency transcoding, and UDP transport upgrades, delivering smoother e‑commerce, education, and event streams while optimizing first‑frame latency and stall rates.
This article walks through how an online education operator uses Tencent Cloud Log Service to monitor Cloud Connect Network flow logs, set reject‑traffic alerts, analyze regional, IP, and protocol distributions, track bandwidth trends, and finally expand bandwidth to eliminate service interruptions.
iQIYI’s internal DNS evolved from a simple private‑cloud master/slave design into a multi‑layer Anycast architecture and, finally, a hybrid‑cloud solution that unifies private and public cloud name resolution through directional forwarding, proxy bridging, and automated management, delivering secure, low‑latency, globally consistent service.
DeepScaling is a deep‑learning‑driven autoscaling framework that predicts workload, estimates CPU usage, and makes reinforcement‑learning‑based scaling decisions to keep microservice CPU utilization at a target level, thereby reducing resource waste while meeting SLOs in large‑scale cloud environments.
This article reviews ByteDance's STE team's breakthrough that reduces KVM hot‑upgrade downtime from 1000 ms to 160 ms by transparently supporting PCI passthrough devices, detailing the underlying challenges, three key kernel/hypervisor improvements, proof‑of‑concept results, and their impact on cloud IaaS operations.
This article uses Taobao's backend as a case study to illustrate how a high‑traffic e‑commerce system evolves through ten‑plus architectural stages—introducing distribution, high availability, load balancing, caching, database sharding, micro‑services, ESB, containerization, and cloud platforms—while highlighting the bottlenecks each stage resolves and the design principles that guide the evolution.
The talk outlines the evolution of Alibaba Cloud’s integrated big data and AI platform, highlighting the three‑V fundamentals, the AI‑inspired usability‑scale‑efficiency triangle, open‑source trends, and how the platform unifies offline and real‑time analytics while simplifying governance and development.
This article explains how to design and implement a cloud‑native Lakehouse using StarRocks and Tencent Cloud EMR, covering core technical requirements, a five‑layer architecture, data ingestion with Iceberg/Hudi, performance tricks like Z‑order clustering, cost‑control through elastic scaling, and the key product features of EMR StarRocks.
The article outlines Alibaba Cloud’s next‑generation cloud infrastructure—dubbed “Cloud Infrastructure As A Computer”—detailing its global scale, integrated high‑performance architecture, low‑latency PredFabric network, heterogeneous computing capabilities, and green energy initiatives aimed at sustainable, high‑efficiency data center operations.
Distributed storage encompasses integrated appliances and pure‑software solutions, each with distinct hardware strategies, and forms a multi‑dimensional industry ecosystem that spans commercial and open‑source software, specialized and generic hardware, serving critical scenarios such as virtualization/cloud, high‑performance computing, and big‑data analytics.
China Mobile Cloud’s Intelligent Operations (AIOps) platform passed the CAICT comprehensive evaluation, reaching industry‑leading L2 maturity, and the interview reveals the project’s goals, outcomes, and future plans for advancing AI‑driven IT operations.
This article provides a detailed overview of MEC technology, covering operator development plans, industry ecosystem status, three major technical routes (ETSI‑based MEC, public‑cloud‑driven, and hybrid‑cloud), architectural layers, key capabilities, and typical application scenarios, while highlighting the role of 5G and future market trends.
This article analyzes three SIGCOMM‑presented papers from Alibaba Cloud that propose GSO‑Simulcast for real‑time video conferencing, LiveNet for low‑latency live‑streaming CDN overlay, and Zhuge for fast feedback in Wi‑Fi video transmission, illustrating how predictable audio‑video networks are built to meet emerging metaverse demands.
This article details the step‑by‑step evolution of a multi‑cloud network at Zuoyebang, covering three construction phases, quality‑improvement measures such as fault prevention and rapid recovery, and ongoing operational governance that together deliver a flexible, high‑availability cloud infrastructure.
The article explains how hyper‑converged infrastructure leverages mature virtualization to provide elastic compute and storage pools, distinguishes it from converged infrastructure, discusses its evolution toward software‑defined storage, and outlines how these technologies integrate with cloud and hybrid‑cloud architectures.
The article presents a comprehensive overview of Tencent Cloud's metering and billing system, detailing the billing models, multi‑dimensional data analysis, real‑time data‑warehouse construction, operator orchestration, hot‑key handling, smooth upgrade strategies, and future evolution directions for large‑scale cloud services.
This article provides a comprehensive guide for technical leaders on reducing and managing technology costs through a two‑stage approach of cost optimization and fine‑grained operations, covering team formation, current‑state analysis, discount and storage tactics, project planning, communication, and long‑term process and system support.
The article outlines future trends in application integration, including rising spending, increased complexity from cloud, mobile, and social forces, and provides strategic recommendations for budgeting, organizational models, mobile data handling, firewall‑beyond integration, and platform planning to align IT with business goals.
The 2022 HashiCorp State of Cloud Strategy Survey reveals that 60% of organizations have already adopted multi‑cloud strategies, security and automation are now top priorities, and skill gaps, complexity, and cost overruns remain the biggest obstacles to effective cloud operations.
The 2022 Accelerate State of DevOps Report reveals that while application‑level security scanning in CI/CD pipelines is widely adopted, organizational culture, cloud adoption, and performance metrics significantly influence DevOps effectiveness, with overall performance declining amid pandemic‑related challenges.
Sky Computing, introduced by Ant Technology Research Institute, proposes a cloud‑agnostic platform that abstracts heterogeneous public and private clouds into a unified service layer, enabling applications to seamlessly migrate workloads across clouds, reduce costs, avoid vendor lock‑in, and support AI training via the SkyML prototype.
This article introduces the first industry model for estimating total Serverless function costs, analyzes key cost factors such as memory, concurrency, and execution time, and proposes five optimization strategies along with Huawei Cloud's transparent, one‑click Cost Research Center to help users achieve economical Serverless deployments.
This article explains the evolving requirements of real‑time data warehouses, analyzes Alibaba's Hologres technology principles, presents recommended architectures for various latency scenarios, and discusses practical case studies, performance, security, and cost‑optimization strategies for modern big‑data platforms.
The Tencent‑Accenture whitepaper defines the “True Internet” as a comprehensive digital‑physical integration enabled by twin/video, remote interaction, ubiquitous intelligence, trusted protocols and unlimited computing, with blockchain serving as a core technology that underpins data ownership, trusted computing, and a wide range of industry applications.
This article outlines six key software architecture principles—reuse before build, cloud‑ready design, scalability, complexity reduction, API‑first approach, and frequent small releases—to help organizations make strategic technical decisions and avoid common pitfalls.
Guest PEBS, a virtualization‑aware implementation of Intel’s Precise Event‑Based Sampling integrated into KVM by Tencent Cloud, eliminates interrupt overhead and instruction‑skid, delivering low‑latency, fine‑grained hardware performance data inside virtual machines, enabling accurate profiling, latency reduction, and cost‑effective optimization for cloud workloads.
Microsoft has announced a comprehensive push into Java, launching a dedicated website, enhancing VS Code with Spring tooling, integrating Java across Azure services, and reviving its Java ecosystem after decades of rivalry, aiming to attract developers to build and migrate cloud‑native applications on its platform.
The article examines how cloud‑native databases are reshaping the industry by combining historical database evolution, disruptive innovation, and Alibaba's PolarDB breakthroughs, illustrating why this shift is a strategic advantage over traditional database architectures.
In this podcast episode, Aaron Clark, Developer Advocacy Director at RBC, shares his transition from Java developer to cloud advocate, discusses internal‑resource initiatives, the diverse technology stack used at the bank, and how he keeps his skills current while fostering a collaborative developer community.
This article explores the rapid growth of video traffic, explains why transcoding is essential, compares CPU, GPU, and VPU hardware for video processing, details the FFmpeg software stack, describes the design of a cloud‑native transcoding cluster, its scheduling, shard‑transcoding technique, and presents performance test results.
The article reviews Intel’s end‑to‑end audio‑video optimization solutions presented at the 2022 NetEase Audio‑Video Technology Conference, covering market trends, hardware accelerators, software stacks, and future data‑center strategies that together enable high‑quality, cost‑effective streaming in the cloud era.
This article provides a comprehensive analysis of the Chinese database industry, covering global trends such as the dominance of relational databases and the rise of NoSQL, the impact of cloud vendors and open‑source, domestic market opportunities, classifications of database types, and profiles of leading Chinese vendors, highlighting how big‑data and AI are reshaping demand and creating growth prospects for home‑grown solutions.
This guide explains how to use Tencent Cloud Elasticsearch Service’s one‑click data‑link visual integration with CKafka to create end‑to‑end pipelines—covering source selection, component configuration, data collection, caching, processing, and destination setup—for both CVM and TKE environments, while reducing operational overhead.
The white paper released by the Supercomputing Innovation Alliance details the concept, architecture, product classifications, market outlook, and application scenarios of High‑Performance Computing Cloud (HPC Cloud), highlighting its integration with cloud, AI, big data, and multi‑cloud interconnectivity.
