This guide explains the challenges of traditional operations in the mobile era, introduces the Alibaba Cloud OOS AI Assistant for natural‑language, cross‑device incident response, and provides a step‑by‑step tutorial on configuring DingTalk bots, ChatOps integration, and best‑practice usage.
This article explains how the open‑source JManus framework enables Java developers to create, configure, and deploy multi‑agent AI applications on Alibaba Cloud's Serverless SAE and Function Compute platforms, highlighting its OpenManus compatibility, MCP protocol support, PLAN‑ACT mode, high‑availability architecture, performance advantages over low‑code solutions, and step‑by‑step deployment instructions.
This article introduces the integration of the open‑source distributed AI framework Ray with Alibaba Cloud’s PAI platform, detailing its advantages, architecture, fault‑tolerance, resource management, and provides a comprehensive step‑by‑step tutorial—including configuration, command examples, and code snippets—to efficiently run Ray jobs on PAI‑DLC.
Learn how to rapidly build an intelligent data analysis agent by integrating multi‑source data through Alibaba Cloud Hologres, leveraging Bailei’s AI model service and the serverless Function AI platform, covering architecture, step‑by‑step deployment, verification, and resource cleanup for cost‑effective, real‑time business insights.
On June 6, 2025 Alibaba Cloud experienced a widespread DNS resolution failure affecting OSS, CDN, container image services and more, which was later linked to a Shadowserver sinkhole, and the article outlines the incident timeline, root‑cause analysis, and practical mitigation steps for operators.
The article provides a detailed technical overview of Alibaba Cloud's Object Storage Service (OSS), covering its architecture, features such as massive scalability, lifecycle management, versioning, cross‑region replication, security mechanisms, access methods, and common use cases like static website hosting, big‑data analytics, backup, and multimedia processing.
This article explains how to build a flexible machine‑learning infrastructure on Alibaba Cloud ACK using Ray and KubeRay, covering Ray's core components, AI libraries, deployment options on VMs and Kubernetes, code examples for data processing, model serving, and advanced scheduling and quota management techniques.
Alibaba Cloud's Observable MCP Server enables natural‑language access to SLS logs and ARMS tracing, offering cross‑product data queries, security‑focused deployment options, and step‑by‑step usage instructions for developers and operators.
The article explains how Alibaba Cloud's OSSFS 2.0 redesign—dropping full POSIX semantics, leveraging FUSE 3 low‑level APIs, a lightweight metadata cache and internal coroutine technology—delivers up to 18‑fold faster sequential writes, 8.5‑fold faster reads and 280‑fold higher small‑file concurrency compared with OSSFS 1.0, making it ideal for AI training and inference in Kubernetes (ACK) environments.
Cosmos Reason-1, a customizable multimodal physical AI model from NVIDIA, can be quickly deployed on Alibaba Cloud’s PAI‑Model Gallery with zero‑code, offering automatic cloud resource adaptation, ready‑to‑use APIs, enterprise‑grade security, and demonstrated superior reasoning on video tasks, while the upcoming tools enable fine‑tuning via SFT and RL.
Learn how to quickly set up Alibaba Cloud’s Bailei platform to call the open-source Qwen3 large language model, explore its cost‑effective performance, dual‑mode reasoning, multilingual support, and enhanced agent capabilities, and follow step‑by‑step instructions for API key configuration, Cherry Studio integration, and tool‑calling setup.
Mooncake, an open‑source large‑model inference platform, introduces a KVCache‑centric architecture that dramatically improves throughput, reduces latency and cuts inference costs by up to 20%, while integrating with frameworks like SGLang and vLLM and leveraging Alibaba Cloud’s eRDMA and GPUDirect technologies for scalable, high‑performance deployments.
This case study details how 海牙湾 (G‑Town) migrated its digital platform to Alibaba Cloud Serverless services, addressing resource waste, elasticity limits, observability gaps, and operational complexity, and achieved over 60% cost savings, 3‑fold deployment speed, and near‑perfect availability through SAE, API Gateway, MSE, and automated CICD pipelines.
This article explains how enterprises can overcome the challenges of globally collecting logs by using Alibaba Cloud's high‑performance iLogtail/LoongCollector agents, selecting optimal network paths, applying cost‑saving strategies such as CloudLens diagnostics and LZ4 compression, and configuring multi‑region dual‑write for reliable, low‑cost log delivery.
This guide explains how to create a fast, reliable CI/CD workflow by integrating Jenkins, Docker, Maven, and Alibaba Cloud, covering pipeline benefits, step‑by‑step configuration, Docker image building, registry push/pull, Jenkins container setup, GitLab webhook integration, and common pitfalls with suggested optimizations.
IDEA no longer offers Java 8 when creating Spring Boot projects because it relies on Spring Initializr, which now only supports Spring Boot 3.x and Java 17+, but you can still generate Java 8‑compatible projects by switching to alternative starter services like Alibaba Cloud’s start.aliyun.com.
This guide explains how enterprises can reliably and cost‑effectively gather logs from distributed overseas environments into Alibaba Cloud Log Service (SLS) by selecting the right network path, leveraging iLogtail/LoongCollector agents, applying compression, filtering, multi‑region routing, and using CloudLens for monitoring and cost control.
This guide explains what Alibaba Cloud's MCP Server is, outlines its AI‑enabled DevOps capabilities such as code repository management, merge‑request handling and project management, and provides step‑by‑step instructions for prerequisites, installation, configuration, and a practical AI‑assisted development scenario using Tongyi Code.
This guide explains how to create a lightweight, extensible Alibaba Cloud OpenAPI MCP Server using only ten lines of Python, covering MCP fundamentals, tool registration via OpenAPI metadata, configuration, code examples, and client setup to enable seamless LLM integration with external services.
This article details a comprehensive DataOps implementation using Alibaba Cloud's DataWorks, Flink, StarRocks, MaxCompute, and Yunxiao pipeline, covering four-layer architecture, standardized development, automated CI/CD with gray releases, full-chain quality monitoring achieving 80% self-healing, cross-team collaboration, cost optimization, and a phased rollout roadmap delivering 30% faster delivery and 30% cost reduction.
This guide explains how the open‑source MCP protocol from Anthropic, now offered as a full‑lifecycle service on Alibaba Cloud Bailian, lets you quickly create a plug‑and‑play AI agent that integrates large models with external tools such as maps and weather APIs, all in under five minutes.
This article introduces Qwen3, the latest dense and MOE large language model with dual‑mode reasoning, enhanced inference, multilingual support, and strong agent capabilities, and explains how Alibaba Cloud's PAI‑Model Gallery enables zero‑code, one‑click deployment and enterprise‑grade usage.
This tutorial walks you through creating a Node.js MCP service for an Alibaba Cloud Baileian workflow, packaging it as an npm module, publishing it, and finally integrating the custom MCP into Baileian to enable AI‑driven market research within intelligent agents.
This article analyzes the common pain points of Alibaba Cloud Serverless App Engine (SAE) deployments—slow release times, opaque status details, and black‑box instance startup—then presents a visualized, observable, and explainable solution that pinpoints bottlenecks, offers concrete optimizations, and demonstrates the resulting performance improvements.
This guide walks you through the Model Context Protocol (MCP) basics, the pain points of manual setup, and how to use Serverless Devs CLI to initialize, develop, package, deploy, and test a native SSE MCP Server on Alibaba Cloud Function Compute, complete with sample code and client testing options.
This article examines the technical challenges of modernizing legacy J2EE monoliths and presents Alibaba Cloud Application Server's progressive containerization, AI integration, and observability solutions that enable seamless migration to intelligent, cloud‑native architectures.
This article walks through the motivation, core concepts of Retrieval‑Augmented Generation, and a step‑by‑step guide to constructing a pet‑hospital AI assistant on Alibaba Cloud using LLMs, vector databases, and automated pipelines, complete with code examples and practical tips.
The article evaluates the Alibaba Cloud Certified Professional (ACP) credential by examining its industry recognition, certification difficulty, technical breadth across cloud computing, big data, AI, security and databases, and its impact on career development, employer demand, and practical skill enhancement.
This guide walks you through deploying the open‑source QwQ‑32B model on Alibaba Cloud Function Compute with CAP, covering required services, step‑by‑step deployment, cost notes, accessing the demo UI, interacting with the model, scaling settings, and resource cleanup.
The article outlines multiple approaches for synchronizing MySQL data to Elasticsearch—including synchronous and asynchronous dual‑write, Logstash pipelines, binlog real‑time sync, Canal, and Alibaba Cloud DTS—while also promoting related AI products and community services.
This guide walks you through deploying the DeepSeek large‑language model on Alibaba Cloud PAI, integrating it with DingTalk via the Magic Wand AI platform, and configuring multi‑model routing, authentication, rate limiting, content safety, caching, web‑search, and observability using the Cloud Native API Gateway.
This article details Alibaba Cloud’s practical experience in designing secure DevSecOps architectures, outlining the challenges of balancing development speed with security, the roles and processes for security architecture design, layered defense strategies, and zero‑trust implementations to help enterprises strengthen product security from the outset.
This guide introduces Alibaba Cloud’s open‑source QwQ-32B large language model, highlights its superior benchmark performance over competing models, explains its integrated agent capabilities, and provides step‑by‑step instructions for one‑click deployment via the PAI‑Model Gallery.
This guide walks you through deploying the open‑source QwQ‑32B inference model using Alibaba Cloud's Serverless AI platform CAP, covering benchmark highlights, preparation steps, two deployment methods (application template and model service), verification, and project cleanup.
This guide walks you through using Alibaba Cloud Container Compute Service (ACS) to provision GPU resources, prepare the QwQ-32B model, configure persistent storage, deploy the model with vLLM, set up OpenWebUI, verify the service, and optionally benchmark its performance, all with detailed commands and YAML examples.
Alibaba Cloud’s Serverless Application Engine (SAE) boosts application stability and responsiveness by employing image caching, DADI‑based P2P pre‑heating, on‑demand block‑level image loading, Java quick‑start, and temporary CPU‑burst scaling, enabling dramatically faster container startup and efficient resource use.
Alibaba Cloud's newly released QwQ-32B model delivers benchmark‑level performance rivaling top open‑source LLMs, integrates agent capabilities, and can be deployed with a single click through the PAI‑Model Gallery, offering a cost‑effective solution for developers seeking advanced AI inference.
This article explains the concepts, evolution, and core capabilities of API gateways, then provides a detailed, cloud‑native tutorial on configuring Alibaba Cloud's API Gateway to connect with DeepSeek, covering prerequisites, service setup, AI API creation, multi‑model routing, and debugging procedures.
This tutorial guides you through creating an AI‑powered, customizable knowledge space by integrating DeepSeek R1 via Alibaba Cloud Bailei's Model‑as‑a‑Service with the low‑code Mobinext platform, covering setup, configuration, deployment, and future expansion for multi‑tenant use.
This guide walks you through deploying a private DeepSeek R1 inference service on Alibaba Cloud using CAP and AgentCraft, covering architecture, one‑click deployment, database and vector model configuration, UI customization, cleanup tips, and FAQs for seamless, unlimited AI inference.
This guide walks you through creating a custom Cloud Native Flow step that calls DeepSeek to automatically review code in Alibaba Cloud Codeup, covering token creation, API key setup, step publishing, pipeline configuration, and viewing AI‑generated review comments.
This step‑by‑step guide explains how to use Alibaba Cloud's MaxCompute, DataWorks, and the AI platform PAI to build a custom dataset, fine‑tune the DeepSeek‑R1 distilled model, and deploy the resulting model for practical applications.
Alibaba Cloud’s newly open‑sourced visual generation model Wan 2.1 achieves a VBench score of 86.22%, outperforms leading models, runs on consumer‑grade GPUs with only 8.2 GB VRAM, and supports multi‑task video creation, marking a significant step for open‑source video AI.
In the era of cloud‑native architectures, Alibaba Cloud showcases a non‑intrusive compile‑time Go instrumentation that boosts observability, enriches data, and drives open‑source standards through active contributions to the OpenTelemetry community.
This guide walks you through preparing the environment, installing Docker, cloning the DeepSeek repository, running the model with Docker or Ollama for quick start, using the enterprise API, and deploying the same model on Alibaba Cloud's free Bailei service within minutes.
This guide walks you through deploying DeepSeek models on Alibaba Cloud PAI, integrating SerpAPI for live web search, building a private knowledge base, and assembling a RAG-enabled chatbot workflow, all within 30 minutes, enabling enterprises to create intelligent applications that combine large‑model capabilities with up‑to‑date information.
The article explains why alerting is essential for IT stability, breaks down MTTF and MTTR concepts, outlines a step‑by‑step monitoring‑to‑alert workflow, discusses metric types, multi‑dimensional analysis, alarm levels, notification channels, and presents a real‑world enterprise case study using Alibaba Cloud observability products.
This article examines the performance, cost, and stability challenges of large‑scale vLLM deployments, explains the “impossible triangle” dilemma, and provides a detailed, cloud‑native solution using Alibaba Cloud Function Compute GPU reserved instances with step‑by‑step deployment instructions and code examples.
The article examines DeepSeek's rapid rise and the large‑scale malicious attacks it faced, highlighting AI security vulnerabilities, and then provides a detailed, cloud‑native guide on building a comprehensive, observable security architecture on Alibaba Cloud using DDoS protection, WAF, logging, and anomaly detection.
Amid the surge of cloud‑native architectures, Alibaba Cloud showcases its open‑source, compile‑time Go instrumentation that delivers non‑intrusive monitoring, richer data, and cross‑vendor standards via OpenTelemetry, while highlighting extensive community contributions and collaborations that position it as a leading force in modern observability.
This guide shows how to quickly set up Alibaba Cloud's Baileian platform to call DeepSeek‑R1 and DeepSeek‑V3 models for free or at minimal cost, covering API key acquisition, Chatbox client configuration, pricing details, and step‑by‑step usage instructions.
This article presents a comprehensive overview of Alibaba Cloud's modern data stack built on Flink CDC, detailing its core concepts, extended capabilities, typical application scenarios, performance optimizations, a live demo, and future development plans for large‑scale streaming data integration.
This guide walks you through using Alibaba Cloud Function Compute and Bailei Model Service to set up a cloud‑native, one‑click AI creation pipeline that turns scripts into subtitles, images, and videos for New Year storytelling.
The article examines DeepSeek’s rapid rise, the large‑scale malicious attacks it suffered, and then provides a detailed, cloud‑native security observability guide using Alibaba Cloud services such as DDoS protection, WAF, CLB, SAS, and SLS for logging, monitoring, anomaly detection, and alert response.
The large‑scale malicious attack on DeepSeek exposed severe service disruptions, highlighted the AI industry's security vulnerabilities, and prompted a detailed walkthrough of building a comprehensive, observable security stack on Alibaba Cloud using DDoS protection, WAF, load balancing, log services, and anomaly detection.
This tutorial shows how to log into Alibaba Cloud PAI, navigate to the Model Gallery, select a DeepSeek model such as the distilled DeepSeek‑R1‑Distill‑Qwen‑7B, and deploy it with a single click using vLLM or BladeLLM, providing endpoint and token details for immediate use.
This article introduces Alibaba Cloud's PAI Model Gallery, detailing the DeepSeek-V3 and DeepSeek‑R1 large language models, their architectures and parameters, and provides a step‑by‑step guide for one‑click deployment of these models and their distilled variants using vLLM or BladeLLM.
This guide walks you through deploying the open‑source DeepSeek‑R1 inference model on Alibaba Cloud's Compute Nest platform, covering service creation, instance configuration, login procedures, and API calls with sample curl commands for text generation and chat.
This tutorial shows how to use Alibaba Cloud Function Compute to create a web service that automates script generation, illustration, voice synthesis, subtitles, and video composition, enabling anyone to produce personalized AI‑generated animations with minimal technical effort.
This guide walks you through using Alibaba Cloud's Cloud Native Application Development Platform (CAP) and Bailei model service to automatically create AI audio picture books for the Spring Festival, covering architecture, deployment steps, and hands‑on video generation.
This article explores the challenges of migrating hundreds of petabytes of data to a cloud data lake and details Alibaba Cloud's Data Lake Formation solution, covering bulk and incremental migration, dual‑run validation, automated path routing, and comprehensive project management to achieve near‑zero downtime and sub‑0.1% data deviation.
This guide explains how to use Alibaba Cloud Function Compute together with the Baileian large‑model platform to create a highly available, cloud‑native AI summarization service that automatically extracts key information from massive documents.
This article explains the importance of centralized log auditing for breaking information silos, meeting legal requirements, and enhancing security insights, and details how Alibaba Cloud's Simple Log Service (SLS) supports VPC flow log collection, multi‑region aggregation, rule configuration, custom analysis, and alerting.
After the OpenAI outage caused massive Kubernetes API overload, Alibaba Cloud’s Container Service and Observability teams detail how they reinforce large‑scale K8s clusters with high‑availability control‑plane design, optimized Prometheus probing, out‑of‑band monitoring, and best‑practice guidelines for capacity planning, safe releases, and rapid incident response.
This guide walks you through using Alibaba Cloud Function Compute to quickly deploy the Flux‑powered ComfyUI model for generating fluffy pet images, covering setup, role creation, application configuration, workflow import, prompt customization, and important usage considerations.
This article introduces the 671‑billion‑parameter DeepSeek‑V3 Mixture‑of‑Experts LLM, explains the PAI‑Model Gallery platform that aggregates top AI models, and provides a step‑by‑step guide to deploy DeepSeek‑V3 on Alibaba Cloud’s PAI‑EAS service with zero‑code configuration.
Using the recent OpenAI service disruption as a case study, this article examines the stability challenges of large‑scale Kubernetes deployments and details how Alibaba Cloud Container Service and its Prometheus‑based observability solutions enhance reliability through high‑availability architecture, optimized exporters, out‑of‑band data links, and best‑practice guidelines.
Alibaba Cloud announced a series of new features and regional expansions for its AI platform PAI, Flink real‑time computing, EMR, Data Lake Fabric, OpenSearch, and Milvus services, along with a free‑trial program for several big‑data and AI products.
The article analyzes the rapid growth of China's game cloud market, explains why cloud‑native adoption has become industry‑wide, and details practical application‑layer and resource‑layer elasticity strategies—including OpenKruiseGame, state‑aware scaling, and Alibaba Cloud node‑scaling options—to improve performance and reduce costs.
This guide explains how to use Alibaba Cloud's Function Compute, OSS, and Vision AI to quickly set up a face‑matching service, covering architecture, deployment steps, and practical usage scenarios such as identity verification, access control, and security monitoring.
This tutorial walks you through using Alibaba Cloud EMR Serverless StarRocks and Apache Paimon to create a cost‑effective, high‑performance game player profiling and behavior analysis platform, covering data import, materialized view creation, DWD/ADS layer construction, and lakehouse integration.
The article analyzes the storage, sharding, backup, and operational pain points of Zhihu's self‑operated MongoDB cluster, proposes cloud‑based architectural and procedural solutions, and details a step‑by‑step migration plan that ensures zero‑downtime, improved stability, and cost efficiency.
This guide walks you through setting up Alibaba Cloud Milvus, configuring public access, deploying a RAG system via PAI, uploading a knowledge base, interacting with the model through the Web UI, and inspecting vector collections with Attu, all with step‑by‑step instructions and configuration details.
This guide explains how to quickly launch an open‑source large language model from ModelScope on Alibaba Cloud Function Compute, covering the required cloud services, step‑by‑step deployment, reserved‑instance configuration, and how to invoke the model via the provided domain.
The article explains how the newly approved national cloud‑HPC standard, co‑created by Alibaba Cloud and the China Electronics Standardization Institute, addresses resource limits, reduces costs, and guides industry adoption across sectors such as automotive, semiconductor design, and weather forecasting.
This case study details how Hangzhou MingShitang migrated its entire online‑education platform from self‑hosted IDC infrastructure to Alibaba Cloud, redesigning registration, configuration, micro‑service governance, safe release and gateway layers with MSE, Sentinel and cloud‑native technologies to attain 100% SLA, dramatically cut costs and boost performance.
This guide explains how to use Alibaba Cloud Data Security Center and Log Service to identify, mask, and continuously monitor sensitive enterprise data—such as personal, financial, and medical information—through pipelines, DSC scanning, StoreView queries, and periodic tasks, ensuring compliance and reducing leakage risk.
This tutorial walks you through using Alibaba Cloud's DevOps platform to create a full CI/CD pipeline for the SaiAdmin Vue3 + Webman admin framework, covering pipeline creation, source configuration, build commands, artifact handling, and Nginx deployment settings.
At NeurIPS 2024, Alibaba Cloud's PAI team presented the Spotlight paper PertEval, which introduces knowledge‑invariant perturbations to expose the true knowledge capacity of LLMs, critiques over‑optimistic static benchmarks, and showcases responsible AI solutions and platform demos for enterprise use.
This article details how Moka migrated its CI/CD pipeline to Alibaba Cloud's serverless container service (ACS) on an ACK cluster, addressing high concurrency pain points, implementing step‑by‑step runner configuration, and achieving significant cost savings, higher resource utilization, and faster job execution.
This tutorial walks you through using Alibaba Cloud's Bailei AI service to deploy a web service that extracts text, images, audio, and video information from multimodal documents, covering resource setup, application deployment, and step‑by‑step extraction examples.
This guide explains the purpose, design, and step‑by‑step configuration of Alibaba Cloud's cloud‑monitor event subscription feature, covering typical multi‑team and application‑group scenarios, flexible filtering, aggregation, custom notifications, and integration with external services for robust cloud‑native operations.
Alibaba Cloud Flow now separates image registry login from the build step, supports flexible remote or local caching via buildx, and enables one‑click multi‑architecture image creation, allowing developers to pull base images and push targets across different private registries while optimizing build speed and cache reuse.
This article explains how Alibaba Cloud’s observability suite uses tag metadata to organize, monitor, and secure resources across business, endpoints, applications, middleware, and containers, offering best‑practice design principles and real‑world case studies for building scalable, tag‑driven monitoring dashboards.
This guide explains how to accelerate applications by deploying Alibaba Cloud Tair (Redis‑compatible) as a cache, covering account setup, one‑click resource stack deployment, cache validation, Locust performance testing, result analysis, and resource cleanup to handle high‑traffic scenarios efficiently.
This tutorial walks you through creating an AI summarization assistant on Alibaba Cloud Baichuan, covering application creation, API‑KEY setup, Function Compute deployment, and verification steps so you can automate document summarization efficiently.
This guide walks you through using Alibaba Cloud's PAI‑DSW service together with the open‑source LLaMA Factory to fine‑tune the multimodal Qwen2‑VL model, set up a tourism‑focused knowledge‑question answering bot, and run inference via the Web UI, while covering environment setup, dataset handling, training parameters, and post‑experiment cleanup.
This guide explains how to use an idle Alibaba Cloud server, install Docker, deploy the NPS reverse‑proxy container, configure security groups and client settings, and finally enable remote access to a local development service through an internet‑exposed tunnel.
Learn how to deploy Alibaba Cloud Tair (Redis) with ECS and RDS, verify caching functionality, conduct Locust performance tests, and clean up resources, all through a step‑by‑step guide that demonstrates significant latency reduction and database load mitigation.
This guide walks you through using Alibaba Cloud's Tongyi Qianwen large model to analyze customer dialogues, generate detailed reports and scores, and improve service quality, while also showing how to set up the required cloud resources and claim promotional rewards.
The article reflects on Alibaba Cloud's large‑model deployments, outlines four service scenarios, examines three fundamental questions about foundation models, and offers a prioritized roadmap—including prompt engineering, RAG, and organizational changes—to effectively bring LLMs to production.
This guide explains how to use Alibaba Cloud's PAI platform and the Themis judge model to efficiently evaluate large language models on custom or public datasets, covering data preparation, task submission, result analysis, multi‑model comparison, and API integration.
This guide explains how Alibaba Cloud's monitoring governance feature helps enterprises assess, improve, and automate their cloud monitoring setup—covering detection categories, practical steps for enabling and reviewing checks, and tips to avoid alert fatigue while ensuring full resource coverage.
This guide explains how enterprises can overcome IDC data‑center capacity limits by registering on‑premises Kubernetes clusters to Alibaba Cloud ACK One, detailing architecture, resource‑elastic benefits, step‑by‑step integration, node‑pool creation, GPU script setup, virtual node deployment, and multi‑level scheduling with concrete commands.
This article provides a detailed, beginner‑friendly tutorial on purchasing an Alibaba Cloud ECS instance, configuring the operating system, and installing JDK 8, Redis, and MySQL 8.0—including necessary firewall and security‑group settings—to launch a functional web‑site environment.
China’s State Administration for Market Regulation and the Standardization Administration have released GB/T 44216‑2024, the nation’s first big‑data batch‑stream integration standard, drafted by Alibaba Cloud, defining unified resource management, computing framework, APIs, SQL, job and permission management, and will be enforced from February 1 2025.
This guide explains how to use GitHub Actions to automatically mirror Docker images from public registries to an Alibaba Cloud private registry, providing step‑by‑step configuration of the cloud namespace, GitHub secrets, and the action workflow to keep images accessible within China.
EasyRec, Alibaba Cloud’s modular recommendation framework, unifies configurable data, embedding, dense, and output layers on MaxCompute, EMR, and DLC, and speeds training with deduplication, EmbeddingParallel sharding, lock‑free hash tables, GPU embeddings, and AMX BF16, while inference benefits from operator fusion, low‑precision AVX/AMX kernels, compact caches, batch merging, and network compression, enabling real‑time online learning and delivering higher recommendation quality at lower cost in e‑commerce.
This article summarizes Alibaba Cloud researcher Xu Sheng's presentation on the company's big data and AI product portfolio, covering current offerings, market trends, lakehouse evolution, open‑source contributions, serverless solutions, search capabilities, and the future roadmap for integrated big data‑AI services.
IDC’s 2024 MarketScape report shows Alibaba Cloud topping the Chinese real‑time lakehouse market, highlighting the growing demand for integrated, low‑cost, minute‑level fresh data solutions that combine big‑data, AI, and multi‑engine analytics.
