AliCloud Double 11-level hyperscale data intelligence engine solution: Full-link empowerment from technology pedestal to business growth

With the accelerated penetration of the digital economy, enterprises are facing multiple challenges such as explosive growth in data volume, urgent demand for real-time decision-making, and high threshold of AI application. Relying on the core technology accumulated to support Tmall's Double 11, AliCloud opens its ultra-large-scale data intelligence engine, which has been tested by millions of QPS, to the whole industry, helping enterprises realize second-by-second analysis of petabyte data, efficient training of AI models and accurate business recommendations, and building a data-driven intelligent growth system.

Program core positioning and values

With the core concept of "extreme performance, intelligent convergence, security compliance", AliCloud's double 11-level hyperscale data intelligence engine provides enterprises with a full-link solution from data collection to intelligent application by integrating real-time computing, big data processing, AI models and other technical capabilities. The core value of the program is reflected in:

• exascale processing capabilityInheriting the same technical architecture as Tmall's Double 11, it supports second analysis of PB-level data and concurrent processing of millions of QPS, which can easily cope with peak business pressure;
• AI Efficiency RevolutionThe company's AI model training efficiency has been increased by 90% by integrating Tongyi's large model and automated training tools, significantly reducing the threshold of intelligence for enterprises;
• Business Growth Engine: Replicating Taobao's years of polished recommendation algorithm system, it realizes the intelligence of user profiling, product recommendation, and traffic operation, and improves the efficiency of business conversion;
• Global Compliance Assurance: Built-in data governance system that complies with GDPR, ISO and other international standards to ensure data security and compliance throughout the entire lifecycle.

Core technology support and capability system

The program is built on the four core technologies of AliCloud, forming a complete closed loop of capabilities covering "real-time computing - data governance - AI convergence - business applications":

1. Ultra-high performance computing engine

Relying on the distributed computing capability of Feitian Cloud OS, it adopts layered storage architecture and intelligent scheduling algorithms to realize second-level processing and analysis of petabyte-level data. Supporting the integration of stream computing and batch computing, it can simultaneously process real-time business data and historical precipitation data to meet the dual needs of enterprises for "real-time decision-making + in-depth insight".

2. Link-wide data governance system

It builds a standardized process from data collection, cleansing, conversion to storage, and ensures that data is "usable, trustworthy, and secure" through automated metadata management, data quality monitoring, and sensitive data desensitization. Built-in global compliance rules engine automatically adapts to data regulatory requirements in different regions to reduce cross-border data operation risks.

3. Large model fusion application platform

Deeply integrating Tongyi's model capabilities, it provides basic AI capabilities such as natural language processing, image recognition, predictive analytics, etc., and also supports enterprise customized model training. Through low-code tools and pre-built algorithm templates, it realizes the automation of the whole process of "training - deployment - iteration" of AI models, significantly reducing the technical threshold.

4. Business Intelligence Recommendation Engine

It replicates the recommendation algorithm system optimized by Taobao for many years, combining real-time user behavior analysis and historical preference mining to build a multi-dimensional recommendation model. It supports product recommendation, content distribution, user layering and other scenarios, and continuously optimizes the recommendation effect through A/B testing tools to improve business conversion efficiency.

Core Recommendation Products and Scenario Applications

Aliyun provides a variety of core products to form a complete solution for ultra-large-scale data processing and intelligent application scenarios:

1. Core products for exascale computing

• AliCloud Real-Time Computing Flink Edition
  The double 11 battle-tested stream computing engine supports million-level QPS real-time data processing, with latency as low as milliseconds. It can process user behavior, transaction data, device logs and other stream data in real time, providing data support for real-time recommendations, wind control decision-making, monitoring and early warning scenarios, and is the core support for Tmall's double 11 real-time order processing and inventory update.Learn more。
• Aliyun AnalyticDB
  Cloud-native multi-mode database, supporting PB-level data storage and high concurrency query, realizing "real-time writing, real-time analysis" all-in-one. Adopting row and column hybrid storage and intelligent indexing technology, a single table can support trillions of data volume, and the query response time is controlled in milliseconds, which meets the needs of enterprises for instant analysis of ultra-large-scale data.Learn more。
• Aliyun E-MapReduce
  Based on Hadoop, Spark and other open-source frameworks, it is a big data processing platform that supports batch processing, machine learning, graph computing and other scenarios. Through flexible capacity expansion and contraction, it can quickly schedule thousands of nodes to complete offline analysis and model training of petabyte-level data, and supported single-day EB-level data processing tasks during the Double 11 period.Learn more。

2. AI and big model products

• AliCloud Tongyi Thousand Questions Big Model
  The large language model independently developed by Aliyun supports text generation, semantic understanding, multi-round dialog and other capabilities. It can be quickly integrated into enterprise business systems through the API interface to realize applications such as intelligent customer service, content creation, automatic generation of data analysis reports, etc. Combined with the industry knowledge base, it can be trained to create a model exclusive to the vertical domain, realizing "plug and play".Learn more。
• AliCloud Machine Learning PAI
  The one-stop AI development platform provides tools for data preprocessing, model training, and deployment. It integrates massive algorithm templates and AutoML functions, supports distributed training and GPU acceleration, improves model training efficiency by 90%, and enables non-professionals to quickly build AI applications.Learn more。
• AliCloud Smart Recommendations AIRec
  Based on Taobao recommendation algorithm precipitation of intelligent recommendation platform, support product recommendation, content distribution, personalized search and other scenarios. Through real-time feature engineering and in-depth recommendation models, it realizes the accurate recommendation of "thousands of people, thousands of faces", and has helped many e-commerce platforms to increase the click rate by more than 30% and the conversion rate by more than 20%.Learn more。

3. Data governance and security products

• Aliyun DataWorks
  One-stop data development and governance platform, supporting data integration, script development, scheduling operation and maintenance, quality monitoring and other functions. Through visual drag-and-drop and low-code development, it reduces the threshold of data processing, realizes the standardization and automation of data processes, and guarantees the quality of the whole chain from data collection to application.Learn more。
• AliCloud Data Security Center
  Provides data asset inventory, sensitive data identification, data desensitization, access audit and other functions to build a full life cycle data security protection system. Built-in global mainstream compliance rules library, automatically detects compliance risks during data processing, and meets the requirements of GDPR, Personal Information Protection Law and other regulations.Learn more。
• AliCloud MaxCompute
  Large-scale distributed computing services, supporting EB-level data storage and processing, and providing powerful offline computing capabilities. Through the separation of computing and storage architecture, it realizes elastic expansion of resources and reduces the cost by 50% compared with the traditional architecture, which is applicable to the scenarios of enterprise historical data archiving, in-depth analysis and model training.Learn more。

Industry solutions and scenarios

The program provides customized solutions for different industry characteristics and has been successfully implemented in many fields:

1. E-commerce and the retail sector

• Omni-Channel Intelligent OperationThe Flink version of real-time computing realizes the second-level analysis of the whole domain data and builds 360-degree user profiles by integrating online and offline transaction data and user behavior data;
• Intelligent Recommender SystemBased on intelligent recommendation AIRec builds product recommendation and activity push system, combined with Tongyi Thousand Questions to generate personalized marketing copy and increase conversion rate;
• Supply Chain Intelligent Scheduling: Dynamically adjust the warehouse layout and logistics scheduling through real-time inventory monitoring and sales volume forecasting models to reduce inventory costs 15-20%.

2. Financial services industry

• Real-time Risk Control System: Using real-time computing Flink version to process user transaction data, combined with machine learning PAI-trained AI models to identify fraud in real-time, reducing risk response time from minutes to seconds;
• Intelligent Investment ServicesBased on AnalyticDB, the company processes massive market data and user risk preferences, and generates personalized investment advice through Tongyiqian to improve service efficiency;
• Compliance Audit PlatformRelying on the Data Security Center, it realizes full-link auditing of transaction data and desensitization of sensitive information to meet financial regulatory compliance requirements.

Solution Benefits and Customer Value

• Performance GuaranteeThe same technical architecture as Double 11 has been tested in the world's largest e-commerce promotion, which ensures the stable operation of the business during the peak period;
• Efficiency gains: AI model training efficiency is increased by 90%, and data processing speed is increased by more than 10 times, helping enterprises respond quickly to market changes;
• Cost optimization: Increase resource utilization by more than 60% and reduce IT costs by 30-50% through elastic compute and storage architecture;
• Safety Compliance: Full-link data security protection and global compliance system to reduce data security risks and compliance costs.

summarize

AliCloud's double 11 level hyperscale data intelligence engine solution opens the core technical capabilities supporting Tmall's double 11 to the entire industry, helping enterprises break through the data processing bottleneck and accelerate intelligent transformation through ultra-high-performance computing, AI large-model fusion, accurate recommendation algorithms and global compliance governance. Whether it is to cope with peak business pressure, improve AI application efficiency, or realize accurate business recommendation, the solution can provide stable and reliable technical support and become the core engine of enterprise digital growth.

For more information, you can visitAliCloud official website solution pageGet customized solution consulting and technical support.