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Analytics on system z final
1.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 1 DB2 Update 2015
2.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 2 Status 2015 Iceland, Reykjavik, Nyherii 13 17-3-15 Finland Helsinki, IBM 51 23-3-15 Norway, Oslo, Evry 59 24-3-15 Sweden, Stockholm, SEB 118 25-3-15 Denmark, Copenhagen, DB 109 26-3-15 Denmark Silkeborg, SD/JB 53 27-3-15 Total 403 DB2 for developers, architects, DBAs and other good people who really appreciate the strongest relational database in the world.
3.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 3 Agenda DB2 Use Cases - Trends and directions coffee DB2 Archives / DB2 Table Archives and others – comparison Managing DB2 with IBM Admin & Compare for System z / Update on functionality & Customer UseCase Lunch DB2 11 Update for Developers coffee Native Stored Procedures / SQL/PL for DB2 11 / Revisiting Native Stored Procedures & SQL/PL Closure
4.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 4 IBM z Systems Mobile Enablement Focus on Information and Analytics Peter Schouboe IBM zAnalytics, Nordic Schouboe@dk.ibm.com
5.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 5 Agenda Mobile affects IT and need for Analytics Some infrastructure notes on z Systems Analytics on z Systems – Reporting • QMF • Cognos – Forecasting • SPSS – Decision support • ILOG Summary
6.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 6 Mobile pervasiveness is demanding higher service levels 6 91% 75% 96% 90% 900% mobile users keep their device within arm’s reach 100% of the time mobile shoppers take action after receiving a location based message year to year increase in mobile cyber Monday sales between 2012 and 2011 users use multiple screens as channels come together to create integrated experiences increase of global machine-to-machine connections by 2022 (2 billion in 2011 to 18 billion at the end of 2022) © 2013 IBM Corporation6
7.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 7 Mobile changes the business landscape Finance & Banking Manage their investment portfolios and accounts from anywhere for complete bank transactions Insurance File, process and manage claims and document damages as they happen Travel & Transportation Provide up to date information specific to their itineraries and location and enable customer self-service Construction & Manufacturing Manage complex projects and operations on site and streamline survey and work order processes Retail Engage shoppers in new ways and intelligently target personalized and location sensitive marketing offers Cross-Industry CIO’’’’s Office Empower employees with anytime, anyplace access to dashboards and critical information Mobile data traffic will grow at 61%(CAGR) 2013 to 2018 Where will it be stored ? How will it be manage & processed?
8.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 8 Mobile computing driving real-time and 24/7 business analytics z Systems Hybrid Transaction and Analytics Platform supporting the mobile experience Business execs need to know the health of their business 24/7/365 The “mobile office” supporting timely, confident decision making - delivering business insight any time any where Mobile drives real time business analytics Customer experience influenced by content -geo-specific offers and service offers ‘as-you-need them’ e.g. while consumers are in the store (the “mobile-moment”) Systems of engagement need a secure, scalable, always-on System of Record
9.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 9 9
10.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 10 Mobile workloads impact systems of record differently than web workloads. Increase in off-peak transactions. Expect 10- 50% growth as you add a mobile channel. Increased query or “read-only” transactions. As many as 50% of mobile transaction could be “read-only”. Unanticipated spikes in workload due to popular apps, features or special offers. No traditional times for workload spikes. Inefficient applications written by “non- professional” coders. Drives up transaction rates unnecessarily.
11.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 11 Agenda Mobile affects IT and need for Analytics Some infrastructure notes on z Systems Analytics on z Systems – Reporting • QMF • Cognos – Forecasting • SPSS – Decision support • ILOG Summary
12.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 12 Complex IT infrastructure Issues - performance issues, delays, errors, hard to debug, expensive to maintain…..
13.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 13 System z PR/SM Hipersockets Crypto functions zSystems and Analytical Application Workloads on zLinux. CPU CPU CPU zVM zLinux zLinux zLinux zLinux zLinux zLinux zLinux zLinux DB2 UDB Cognos IFL IFL IFL IFL IFL IFL SPSS Data Mart zIIP CPU CPU zIIP zIIP LPAR1 z/OS LPAR2 z/OS Analytical Workload Operational BI DB2/z IDAA link CICS CICS Transaction Workload • Unlimited number of Linux clients • 100% utilization on IFL • Shared everything (Memory, Discs, CPU) • No Network latency • IFL’s on max capacity • Box upgrade includes new IFLs – at no cost • Only zOS CPs counts in MLC/OTC • zIIP offload on DB2 Use from zLinux IDAAHTAP Query
14.
© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 14 * No server can fully exploit its maximum I/O bandwidth PCI – Processor Capacity Index (IBM MIPS) 141-way Customer Processors PCI for 1-way 1695 Memory 10 TB System I/O Bandwidth 832 GB/Sec* 80-way 64-way 54-way 1.5 TB 512 GB 1202902600 288 GB/sec* 172.8 GB/sec* 1514 3 TB 384 GB/Sec* 101-way z10 EC z9 EC z196 zEC12 z13 IBM z13: Advanced system design optimized for digital business
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© 2015 IBM
Corporation zAnalytics DB2 Update Day, March 2015 15 • Right-time insight at point of impact • Increased business agility • Improved data governance and security • Reduced infrastructure cost and complexity Transactions Analytics And - a new Strategy for the new type of Analytics is required…. IBM/Gartner named it Hybrid Transaction-Analytical Processing (HTAP) GARTNER: “By eliminating analytic latency and data synchronization issues, hybrid transaction/analytical processing will enable IT leaders to simplify their information management infrastructure” “This architecture will drive the most innovation in real-time analytics over the next 10 years via greater situation awareness and improved business agility” Gartner Research Note G00259033: Gartner 01-2014 Hybrid Transaction Analytical Processing Will Foster Opportunities
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Corporation zAnalytics DB2 Update Day, March 2015 16 DATA Transaction Data Customer Data Account Data Payment Data Claims Data System z Host: System z Orchestration Analytics: Predictive & Descriptive Business Rules network network Key Characteristics DATA Transaction Data Customer Data Account Data Payment Data Claims Data System z Host: System z Orchestration Analytics: Descriptive & Predictive Business Rules WHY? • System z already hosts a majority of the systems of record data that feeds business analytics • Unparalleled, proven performance execution of combining transactional data environments, analytics & rules • Best of breed security for sensitive data • Extensive logging for data and transaction governance • Existing comprehensive, tested HA / DR capabilities • Cost savings from reduced systems, software & people • Plug and play capacity extensions and migrations enabling quick production application deployment with no downtime High Level Strategy: Bring Analytics to the Data Much operational data resides on z/OS – Many customers ETL this data to other platforms for analytics – ETL: Expensive, error prone, security concerns, data not current, multiple copies ETL can be avoided Integrated Transaction and Analytics Processing – OLTP and analytics in the same database
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Corporation zAnalytics DB2 Update Day, March 2015 17 IBM DB2 Analytics Accelerator Enhanced with PureData System for Analytics N3001 Benefits Extreme performance for complex queries - Up to 2000x performance improvements Cost Savings - Offload complex queries and eliminate costly query tuning - No need to create or maintain indices - Improves access to and lowers the cost of storing, managing and processing historical data Integrated with DB2 z/OS and inherits mission critical features such as security and recoverability Access to DB2 Analytics Accelerator is transparent to applications and users Fast deployment and time to value - Installation is non-disruptive - Plug it in, load data and go in 1-2 days A high performance appliance that integrates Netezza technology with zEnterprise technology to deliver dramatically faster business analysis Highlights – What’s New? The PureData System for Analytics N3001 provides additional benefits to DB2 Analytics Accelerator customers: Advanced security through encryption of data at rest with self-encrypting disks Performance improvements for analytic workloads Improved serviceability with the recently introduced automatic call home capability 17
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Corporation zAnalytics DB2 Update Day, March 2015 18 DB2 Analytics Accelerator Roadmap ISAO V1 Query Accelerator Storage Saver Advanced Analytics Unified Store 2011 2012/2013/2014 SPSS & HADOOP Integration integration Accelerating in- database transformation Sophisticated multi-temperature data and archiving solution • Enhancing current capabilities • Enabling more query acceleration • Increasing transparency • Supporting new use cases • Utilizing PDA technology advantages IDAA V2.1 (11/2011 •Netezza acceleration IDAA V3.1 (11/2012) •Incremental Update •Storage Saver IDAA V4.1 (11/2013) •Static SQL •Workload balance IDAA V4.1 PTF 5 (04/2015) •In-database transformation •Incremental Update Turbo IDAA V4.1 PTF 4 (10/2014) •Encryption of data at rest •Call Home ELT Accelerator 2015
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Corporation zAnalytics DB2 Update Day, March 2015 19 How we enable Mobile & Analytics with DB2 –Inside engine • SQL Performance improvement – (v11 provides 10 – 40%) • SQL Enhancements (SIMD..) – & SQL Optimization tools • Native Stored procedures (zIIP) • Big Insight support / JSON – Hybrid platform enrichement • DB2 Analytic Accelerator • Java & .Net interfaces (zAAP) • DRDA support (zIIP) – Enabeling Business Applications • Porting Analytics Apps to System z and zLinux • Rational support
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Corporation zAnalytics DB2 Update Day, March 2015 20 Database Optimization – DB2/z hardware utilization • Compression / Encryption / Floating Point calculations • zIIP eligible workload / e.g. distributed load through enclaved services – z Systems Memory and performance enhancements • DB2 Bufferpool enhancements (more in every version) • The more memory – the lower CPU usage for queries • Sysplex & data sharing – data ALWAYS available and unlimited growth available • DB2 Version 11: 10 40% lower CPU for DB2 workloads Database New Functionality – DB2/z near real time data for analytics – run off z platform – inside DB2. • DB2 Analytics Accelerator – DB2/z Mobile App enablement • SQL enhancements (Cube, Rollup, Range etc..) (SMID supported) • Mobile (JSON), Java (JDBC), Hadoop (BigInsight) • Native Stored Procedures allows for optimized Business Logic in Mobile Apps Application Support – zLinux • Application Hub inside z – outside zOS • Sharing zSystems strengths for RAS / allowing openness and flexibility of Linux – z/OS • Porting new Analytics Applications to optimize workload for mobile Primary z Systems & DB2 updates enabling HTAP
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Corporation zAnalytics DB2 Update Day, March 2015 21 Impressive DB2 11 Performance Results! Query Batch OLTP XML
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Corporation zAnalytics DB2 Update Day, March 2015 22 Agenda Mobile affects IT and need for Analytics Some infrastructure notes on z Systems Analytics on z Systems – Reporting • QMF • Cognos – Forecasting • SPSS – Decision support • ILOG Summary
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Corporation zAnalytics DB2 Update Day, March 2015 23 Degree of Complexity CompetitiveAdvantage Standard Reporting Ad hoc reporting Query/drill down Alerts Forecasting Simulation Predictive modeling Optimization What exactly is the problem? How can we achieve the best outcome? What will happen next? What will happen if … ? What if these trends continue? What actions are needed? How many, how often, where? What happened? Based on: Competing on Analytics, Davenport and Harris, 2007 Reporting Stochastic Optimization How can we achieve the best outcome including the effects of variability? Descriptive Prescriptive Predictive Business Analytics Adoption Landscape Increasing prevalence of compute and data intensive parallel algorithms in commercial workloads driven by real time decision making requirements and industry wide limitations to increasing thread speed Analytics Operational Decision Management QMF Algorithmics
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Corporation zAnalytics DB2 Update Day, March 2015 24 QMF (Query Management Facility) / DataQuant IBM’s most ‘simple to use’ tool, for SQL driven reports QMF
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Corporation zAnalytics DB2 Update Day, March 2015 25 QMF
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Corporation zAnalytics DB2 Update Day, March 2015 26 QMF Websphere for zLinux QMF QMF Websphere
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Corporation zAnalytics DB2 Update Day, March 2015 27 QMF™ for z/OS 11 goes where you go Go Mobile!! QMF for z/OS allows your users to access QMF dashboards and reports from their tablet devices… Build once, deploy everywhere.
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Corporation zAnalytics DB2 Update Day, March 2015 28 Cognos Analytics on z Strategy: - Cognos – largest IBM’s acquisition Mainframe Business - Continuous success of large client base on most mature platform, with half century history Technology trend: - Analyze the data where it resides Cognos 8.4 launch on Linux on System z (2008) Consistency - since 2008, every Cognos release on Linux, Unix and Windows was available on Linux on System z Cognos 8.4.1 on z/OS – Unix System Services (USS) (2011) Delay due to technical complexity of porting to USS compared to Linux on System z Cognos 10.2 on USS (2012) Cognos 10.2.1 on USS with Mobile Release – USS (2013)
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Corporation zAnalytics DB2 Update Day, March 2015 29 IBM Cognos Business Intelligence (for Linux on System z & z/OS) Provides the breadth of BI capabilities required to supports all users from business critical to tactical to strategic Provides the qualities of service required for business critical analytics Enables organizations to deliver BI as a service Provides access to hadoop data in place Reduces the cost of standardization/consolidation
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Corporation zAnalytics DB2 Update Day, March 2015 30 IBM Cognos and QMF BI for the Mobile Workforce Experience insight wherever you are – Uninterrupted productivity with quick and easy access to analytics anywhere you go Interact with information offline or online – Rich, visual and interactive experience Confidently and easily deploy Cognos BI on industry leading form factors – Single authoring and administrative environment to deliver secure, relevant, and reusable content On the road or in the office – same great insight. Simple, reliable, and secure.
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Corporation zAnalytics DB2 Update Day, March 2015 31 IBM Business Analytics for z Systems Understand your current state and your potential state Monitor results and fine-tune your business Inform strategy with a view into the future Cognos BI for zEnteprise Business intelligence Business outcomes/benefitsBusiness analytics capabilities Reporting, analysis, operational & financial planning and consolidation. Product profitability solutions across customers, business lines and channels Sales Performance Management to improve pay-for- performance programs and efficiency in incentive compensation processes TM1 for zEnterprise Performance management SPSS for zEnterprise Predictive analytics Predict customer segment and category affinity Market Basket Analysis to identify the next best offer for the customer Overlay browsing history onto purchase history to profile customers
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Corporation zAnalytics DB2 Update Day, March 2015 32 Introduction to COGNOS - Core Architecture
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Corporation zAnalytics DB2 Update Day, March 2015 33 FAST: In-Memory Analysis using Dynamic Cubes Easier Sizing process with the Cube Designer Hardware Sizing Guide (for more details attend the session
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Corporation zAnalytics DB2 Update Day, March 2015 34 What is predictive analytics? Predictive Analytics helps connect data to effective action by drawing reliable conclusions about current conditions and future events Gareth Herschel, Research Director, Gartner Group SPSS for zEnterprise Predictive analytics Predict customer segment and category affinity Market Basket Analysis to identify the next best offer for the customer Overlay browsing history onto purchase history to profile customers
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Corporation zAnalytics DB2 Update Day, March 2015 35 What does a predictive model do? Cust:ID Balance Monthly savings > 1 Account? Account type Churn XY6733 1.000 25 Y GT Y XY7766 50 0 N GX Y XY6079 5.000.000 500 Y GT N HH4455 525 100 N GXD N 1. Collect historical information on customers that churned, and customers that stayed 2. Model searches for common characteristics 3. Model generates rule set that best predicts churn Rule Set Churn is likely, when: 1. xxxxxxxxxxxxxxxxx 2. xxx xxxx 3. xxx xx xxx xxxx Customers at Risk 1. xxxxxxxxxxxxxxxxx 2. xxx xxxx 3. xxx xx xxx xxxxx Y Y Y Y Y Y Y Y Y N N N N N N N N N N N N N N N N N N N N N N N N N N N N N N Var A VarB
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Corporation zAnalytics DB2 Update Day, March 2015 36 Technique Usage Algorithms Classification (or prediction) • Used to predict group membership (e.g., will this customer leave?) or a number (e.g., how many widgets will I sell?) • Auto Classifiers, Decision Trees, Logistic, SVM, Time Series, etc. Segmentation • Used to segment data points into groups that are internally similar and externally dissimilar. • Identify cases that are unusual • Auto Clustering, K-means, etc. • Anomoly detection Association • Used to find events that occur together or in a sequence (e.g., market basket) • APRIORI, Carma, Sequence SPSS ‘Technical’ - Data mining techniques Association ClassificationSegmentation
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Corporation zAnalytics DB2 Update Day, March 2015 37 Predict at the point of impact! Level Points Low Risk > -5 Medium Risk > +1 High Risk > +8 Predictive Analytics Rules Structured, Unstructured, Social Media. & Business Intelligence Data Simulation & Optimization Scoring Front-line Rep only sees “Refer” at the point of impact
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Corporation zAnalytics DB2 Update Day, March 2015 38 Taking Real-Time Scoring to the next level with z System DB2 for z/OS Application w/latest dataReal-Time Score/ Decision Out ETLData In R-T, min, hr, wk, mth Reduced Networking In-transaction & In-database scoring on the same platform Consolidates Resources Meet & Exceed SLA DB2 for z/OS Data Historical Store Copy SPSS Modeler For Linux on System z Scoring Algorithm Business System / OLTP Improves the accuracy of Predictive Analytics by… Scoring new and relevant data directly within transactional applications Scaling to large data volumes for use in building data models Score 12K transactions per second in real-time ✔ ✔ ✔ ✔ ✔
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Corporation zAnalytics DB2 Update Day, March 2015 39 SPSS Predictive Analytics (for Linux on System z) SPSS Statistics SPSS Modeler Gold Applies math to decision making and research for commercial, government, and academic users Data mining tool that generates hypotheses and scoring Provides text analysis for unstructured data to model consumer behavior Includes In-Transaction Scoring with DB2 z/OS: embeds the scoring algorithm directly within the transactional application
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Corporation zAnalytics DB2 Update Day, March 2015 40 Business Decisions are Everywhere We need to add an eligibility check to meet the requirements of the new regulation. Let’s create a special promotion for our best customers. Can we automate approvals for this type of order? And They Change Frequently Benefit calculation Fraud assessment Eligibility Pricin g Underwriting Configuration Tax calculation Billing Product Selection Accounting Disposition Compliance Screening Documentation Requirements Commissions / Royalties Up-sell/Cross-sell offer
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Corporation zAnalytics DB2 Update Day, March 2015 41 Externalize Decisions from Applications into Rules Manage decision logic independently from applications Business Rules ApplicationApplication Decision logic Natural language rules can be easily read Externalized rules are easy to change Centralized rules enable reuse and consistency Rules written in software code cannot be read by business people Hard coded rules are difficult to change Rules intertwined within applications cannot be reused by other systems Without Decision Management With Decision Management 41
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Corporation zAnalytics DB2 Update Day, March 2015 42 Redefined Application Change Cycle DeveloperBusiness - IT Weeks / MonthsDays / Weeks Functions / Tasks / FlowDecisions / Policies
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Corporation zAnalytics DB2 Update Day, March 2015 43 IBM Operational Decision Manager v8.0.1 Rule Designer Event Designer Rule Solutions for Office Decision Center Versioned Assets Rule Execution Event Execution Decision Monitoring Connectors Manage Decision Server Console Design Monitor Decision Server Deploy Measure Visibility Collaboration Governance Define Update Web Services – API - GUI DevicesEnterprise Application POS BPM CRM Social Event Widgets Space Business Console Enterprise Console Access and ControlDecision Artifacts IBM Operational Decision Manager
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Corporation zAnalytics DB2 Update Day, March 2015 44 Manage Decisions at the Speed of Business Major system updates are not required for decision logic changes requests response Business Rule Updates New pricing promotion (monthly) Updated claims policies (quarterly) Tightened regulations on trading (annually) Approve filed claim Detect fraudulent trades Customer searches for a price 2 Decision Logic Insured members submit claims Brokers make trades 1 Determine pricing & bundling Grow customer base Increase customer satisfaction Comply with regulatory changes Why Decisions Change? Application Business Rules
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Corporation zAnalytics DB2 Update Day, March 2015 45 What does ODM bring to z/OS? Challenges for Most z Clients 1. Consolidation, Isolation, Extension or Extinction of COBOL application portfolio 2. Be able to react to increasing variety and volume of change requests 3. Sharing business rules across platforms & channels 4. Ensuring seamless business experience in migration/ application evolution Benefits of the ODM Approach Cost savings – Shorter change cycle, without increased business risk – Rule engine processing is zAAP/zIIP eligible Improved agility – Improved Time to Market – Manage business decisions in natural language – Decouple development and business decision change lifecycles Single version of the Truth – Consolidated and shared expression of business policy – Maintainable with a Center of Competency model Incremental Adoption – Deploy decision methodology one decision at a time – Focus on decisions that need to change often & quickly – Expand adoption of “market validated” decisions
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Corporation zAnalytics DB2 Update Day, March 2015 46 IBM Decision Server Leverage a wide range of platforms to meet the varying needs of enterprise architectures IBM Decision Center (Windows, AIX, Linux, Linux on System z, z/OS) Multiple z/OS deployment options Windows AIX Linux (x, p & z) z/OS Platform support Repository IBM Operational Decision Manager
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Corporation zAnalytics DB2 Update Day, March 2015 47 Agenda Mobile affects IT and need for Analytics Some infrastructure notes on z Systems Analytics on z Systems – Reporting • QMF • Cognos – Forecasting • SPSS – Decision support • ILOG Summary
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Corporation zAnalytics DB2 Update Day, March 2015 48 z Systems: vision, strategy and technology to fuse transactions and analytics Streamlined decisioning process Faster transactions Faster transformation of data Faster, more accurate reporting Faster, more accurate modeling Cognos QMF (IDAA) InfoSphere Repl. Server Information Server CICS, IMS WebSphere, SAP, … Easier integration of other data sources ODM BPM (ILOG) InfoSphere BigInsights InfoSphere Connector Faster, more accurate scores Best of class integrated data life cycle management for: Generating customer insights, fighting fraud, preventing financial crimes, … SPSS Cognos
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Corporation zAnalytics DB2 Update Day, March 2015 49 The z Systems differential Mainframe continues to be more adaptive and affordable for mobile workloads IBM announces new pricing : UP TO 60% reduction of processor increase due to mobile workloads (no LPAR isolation) and also OTC VUE options FASTEST INSTANT Response Fastest response time, real-time access to System of Record, current data - not old copy. Acceleration of queries (up to 2000x) to meet mobile demands TOUGHEST Data security and resilence Modern agile tooling with pervasive best- of-breed security, scalability, RAS AVAILABLE data 24/7 Only System z can handle the massive spikes and growth of mobile workloads
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Corporation zAnalytics DB2 Update Day, March 2015 50 And don’t forget World of DB2 50 And IDUG, and Insight, and……
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