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IBM DB2 Analytics Accelerator - GSE Management Summit




IBM DB2 Analytics Accelerator
“a DB2 Query Performance Revolution….”

Ciro Puglisi
IBM Netezza Europe
+41 58 333 4157
cpug@ch.ibm.com




 SAFE HARBOR
 Certain information contained in this presentation is forward-looking in nature. Any expectations based on these forward-looking statements are subject to risks and uncertainties and other
 important factors. These and many other factors could cause delivery of products, features or enhancements to differ materially from expectations based on these forward-looking
 statements. IBM does not undertake an obligation to update its forward-looking statements to reflect future events or circumstances.
IBM DB2 Analytics Accelerator - GSE Management Summit




                                          IBM Netezza
                                          The true data warehousing appliance

                                             Purpose-built analytics engine
                                             Integrated database, server and storage
                                             Standard interfaces
                                             Low total cost of ownership

                                             Speed: 10-100x faster than traditional system
                                             Simplicity: Minimal administration and tuning
                                             Scalability: Peta-scale user data capacity
                                             Smart: High-performance advanced analytics
IBM DB2 Analytics Accelerator - GSE Management Summit


Sample of Netezza Reference Customers
Digital Media



    Financial
    Services



Government



Health & Life
   Sciences


      Retail /
   Consumer
    Products


     Telecom



         Other
                                                        Page 3
IBM DB2 Analytics Accelerator - GSE Management Summit


IBM DB2 Analytics Accelerator
The best of both worlds: System z and Netezza

     Transparent integration of Netezza and DB2 z/OS
     DB2 z/OS highly secure and reliable environment
      for sensitive data analysis with the
      price/performance of Netezza
     Best performance for transactional and
      for analytical workloads, without tuning


     Mainframe class                Price/Performance               Integrated                      Proven

                                           NETEZZA                                                SWISS RE
      DB2 z/OS SECURITY                                           NO APPLICATION
                                     PRICE/PERFORMANCE                                         SUCCESS STORY
       and AVAILABILITY                                              CHANGES
                                         LEADERSHIP                                              (YouTube VIDEO)


    • Highly secure and             • Offload complex          • Netezza as extension of   • Up to 50x performance
      reliable environment for        queries from DB2 to        DB2 for z/OS                gain for complex
      sensitive data analysis         Netezza, transparently                                 analytics
                                                               • Transparent integration
    • Limit data movement off       • Faster and predictable     without any application   • Fast time to value without
      the mainframe                   response times             change                      application changes
IBM DB2 Analytics Accelerator - GSE Management Summit


IBM DB2 Analytics Accelerator
The best of both worlds: System z and Netezza
Unmatched BI capabilities for System z
                                                                                       Operational Analytics, Reports, OLAP, …
     Transparent integration with DB2. No
      changes in application logic or SQL                                                             Continuous
                                                                                                      Continuous
                                                                                                        Query
                                                                                                        Query
     Self-managed workloads: queries are                                                             Processing
                                                                                                      Processing
      executed in the most efficient location
     Improving price/performance for                                                        DB2 z/OS Query Optimizer
      analytic workloads


                                                        Application
     Faster and more predictable                                                        DB2 native
                                                                                         DB2 native                Accelerator
                                                                                                                   Accelerator
      response time                                                       Changes        processing
                                                                                         processing                processing
                                                                                                                   processing

     Highly secure and reliable
      environment for sensitive
                                                        Replication



      data analysis
     Enables true Operational BI for                                                        DB2 for z/OS database
      our Clients



                   in the last 12 months                                  Optimization of existing DWH workload
        >15 new European clients                                          New insight
            with 3 use cases                                              Consolidation
IBM DB2 Analytics Accelerator - GSE Management Summit


Use case 1: optimization of existing workload
Accelerator for existing BI workload on System z
                                                                                     Benefits
                                                          Historical
                                                            Data          DB2        • Consolidate reporting where
   Production               Low Latency Data                            Analytics      the majority of data being
      Data                                                             Accelerator     analyzed resides (z/OS)
                                                                                     • Accelerate long running DB2
                                                                                       for z/OS queries from minutes
                                                                                       to seconds for greater
                    Transactional                                                      business value
                                                   Operational
                     Information                    Analytics                        • Reduce processing cost by
                                                                                       freeing up MIPS and storage
                                                                                       space for indexing
                                                                                     • Address performance
                                                                                       challenges with complex and
                                                                                       ad hoc queries
                                                                                     • Avoid costs and efforts to tune
                                                                                       the system
                                                                                     • The forgotten query: consider
                                                                                       queries previously set aside
                              Operational                                              due to performance
                              Applications                                             challenges?

Benefits quantified by the workload assessment
IBM DB2 Analytics Accelerator - GSE Management Summit


Success story: Swiss Re




                               http://www.youtube.com/watch?v=xkcp_pJxT5E

                                     "The IBM DB2 Analytics Accelerator delivers the speed to create
                                     the insights we need to work smarter. Putting the right answers
                                     into the hands of decision makers across our business enables
                                     us to quickly adapt and grow.“

                                     – Reto Estermann, Director, Information Technology, SwissRe
IBM DB2 Analytics Accelerator - GSE Management Summit


Workload Assessment
 Assessment of client dynamic SQL workload. Estimates based on extensive field experience with
 DB2 Accelerator and the predictable performance of MPP systems (Netezza)

                                                        Elapsed time eligible for
                                                                                    CPU seconds eligible for
                                                              acceleration
                                                                                            offload




                                                              Eligible queries

                                                                  statistics
IBM DB2 Analytics Accelerator - GSE Management Summit


Use case 2: new BI with minimal incremental cost
Accelerator for new reporting or Operational BI on System z

                                                                                     Benefits
Gain a complete and                   Keep new reporting capabilities onto a
timely understanding of               single, easily managed platform                • Business benefits of analytics
all customer and supplier                                                              for queries previously set aside
interactions by deploying
                                                                                     • Price/performance of Netezza
operational BI on top of                                                  DB2          with mainframe class reliability
your mainframe                                                          Analytics      and security for BI applications
enterprise information                                                 Accelerator
management                                                                           • Fast time to value with
                                                                                       transparent integration into
infrastructure
                                                                                       existing applications
                                                                                     • Time and cost avoidance in
                                                                                       external systems, processes to
     NEW
                                                                                       offload data and integration
                                                                                       efforts
                                                                                     • Integrated OLTP & BI
                                                                                       approach to achieve true
                                                                                       Operational BI
                        Reporting
                       applications
IBM DB2 Analytics Accelerator - GSE Management Summit


Recent results: SAS and Business Objects
     Financial Services mainframe user based in Denmark
     Queries running on accelerator one day after physical installation
     Achieved compression for data on top of DB2 for z/OS compression
     Successfully tested existing SAS queries

       SAS Query on DB2 (secs)                 SAS Query on DB/Accel (secs)   Speed-up Factor
                     3’618                                 172                      21
                     2’056                                 16                      129
                     1’713                                 15                      114
                     1’627                                 18                       90
                     1’602                                 18                       89
                     1’330                                 18                       74
                     1’240                                 31                       40

     Client acquired one DB2 Analytics Accelerator with 3 blades in June after a successful Proof
      of Concept. Solution extended in September with an additional 12 blades accelerator for
      consolidating additional workload.
IBM DB2 Analytics Accelerator - GSE Management Summit


Use case 3: Consolidation scenario
Accelerator to enable Data Analytics consolidation
                                                                                          Benefits
                                                     A single platform to                 •   Simplify management of
                                                     manage and
                                                     administer                               costly/complex Data
                                                                                              integration of System z Data
                                                                                              with distributed BI system.
                                                                               DB2
                                                                             Analytics    •   Enable application queries
                                                                            Accelerator
                                                                                              which you would prefer to run
     Data                                                                                     with more real-time data on
                            Analytic
     Mart                                                                                     System z
                            System
                                                                                          •   Consolidate isolated islands of
               Data                              n
                                       ic   atio                                              data on one secure Hub
               Mart              pl i f
                              Sim                                                         •   Eliminate “Multiple Versions of
     Data                                                                                     the Truth”
     Mart
                                                                                          •   Increase time to value to
                            Analytic
                                               Consolidate the ever growing                   deploy new DataMarts
                            System             proliferation of data marts onto a
                                               single, easily managed platform            •   Integrated OLTP & BI
                                                                                              approach to achieve true
                                                                                              Operational BI
IBM DB2 Analytics Accelerator - GSE Management Summit


Banking customer Southern Europe
         Started Beta program with one test workload
         Results were so convincing that the program was extended to another, much larger workload
         Results were compared to the results of three competitors
         Tests resulted in acquisition of one full rack DB2 Analytics Accelerator



                          BENCHMARK RESULTS - logarithmic scale
                                                                                                 Comp1

10.000

1.000
                                                                                                 Comp2
    100
SECONDS




          10
                                                                                                 Comp3
          1
                 1          2           3               4   5         6         7
          0
                                                                                                 DB2 & IDAA
                                                Query #
IBM DB2 Analytics Accelerator - GSE Management Summit


DB2 Analytics Accelerator for SAP BW


                                                                            “   These results prove
                                                                                that IDAA very well
                                                                                supports rapid SAP BW
                                                                                ad-hoc reporting
                                                                                                       ”
                                                                                   Enhances the SAP Certified
                                                                                    DB2 for z/OS
                                                                                   Accelerates SAP NetWeaver
                                                                                    BW
                                                                                   Dramatic decrease in elapsed
                                                                                    time for SAP BW ad-hoc
                                                                                    reporting




    http://www.sdn.sap.com/irj/scn/go/portal/prtroot/docs/library/uuid/0098ea1f-35fe-2e10-efa9-b4795c49389c
IBM DB2 Analytics Accelerator - GSE Management Summit


Announcing DB2 Analytics Accelerator V3
Software upgrade delivering lower cost for trusted analytics

                                          High performance storage saver
                                             Store a DB2 table or partition of data solely on the
                                              Accelerator. Removes the requirement for the data to be
                                              replicated on both DB2 and the Accelerator
                                          Incremental update
                                             Enables tables within the Accelerator to be continually
                                              updated throughout the day.


                                          Query prioritization
                                             Brings System z workload management down to the individual
                                              query being routed to the Accelerator

                                          Unload Lite
                                             Reduces z/OS MIPS consumption, by moving the preparation
                                              off System z.
IBM DB2 Analytics Accelerator - GSE Management Summit


High Performance Storage Saver
Reducing the cost of high speed storage


        Store historic partitions on the Accelerator only


                                     Partitioned Table                    When partitions no longer
                                                                           require updating, reclaim the
       DB2                                               Database
                                                                           DB2 storage
                                                         Resident
                                                         Partition
                                                                          Continue to search the entire
                                                                           table at Accelerator speeds
                                                         High
                                                         Performance
                                                                          Direct mixed workload queries
 Accelerator                                             Storage Saver
                                                                           to hotter temperature partitions
                                                                           while focusing aggregate type
                                                         High
                                                         Performance       querying to the warm
                                                         Storage Saver     temperature data



     High Performance Storage Saver can be implemented as a partition or full table
15
IBM DB2 Analytics Accelerator - GSE Management Summit


Incremental update
Enable near-real-time operational analytics
 Changes in data warehouse tables typically driven
  by replication or manual updates
    – Corrections after a bulk-ETL-load of a data                  Operational Analytics, Reports, OLAP, …
      warehouse table
    – Continuously changing data (e.g. trickle-feed
      updates from a transactional system to an                                      Continuous
                                                                                     Continuous
                                                                                       Query
                                                                                       Query
      ODS)                                                                           Processing
                                                                                     Processing

 Reporting and analysis based on most recent data
 May be combine with first a table refresh followed                       DB2 z/OS Query Optimizer
                                                                           DB2 z/OS Query Optimizer

  by incremental updates
 Incremental update                                                                                  Accelerator
                                                                    DB2 native
                                                                    DB2 native                        Accelerator
                                           Application
                                           Application




  can be configured                                                 processing
                                                                    processing                        processing
                                                                                                      processing
  per database table
                                           Replication




                                                                                 Incremental Update
                                                         Changes
                                                                           DB2 for z/OS database
IBM DB2 Analytics Accelerator - GSE Management Summit


Choosing the best fit
Key indicators
                                          IBM Netezza
                                             Performance and Price/performance leader
                                             Speed and ease of deployment and administration
                                          IBM Netezza standalone appliance
                                             Strategic requirement for standalone decision support system
                                             If primary data feeds are from distributed applications
                                             Deep analytics applications or in-database mining


                                          IBM DB2 Analytics Accelerator for z/OS
                                             Transparent acceleration of existing reporting workload on DB2
                                              or extension of an existing DWH on DB2
                                             Primary data feeds from mainframe applications. Protect ETL.
                                             For mainframe class availability, security and recoverability
                                             Mixed workload of queries with high concurrency
IBM DB2 Analytics Accelerator - GSE Management Summit


Choosing the best fit
IBM can support

  Map the flow of information from DB2 for z/OS and evaluate DB2 accelerator use
   cases in your enterprise:
     – Optimization of existing reporting workload
     – New insight, leveraging DB2 for z/OS data
     – Consolidation of distributed datamarts currently fed from DB2 for z/OS


  Solution design:
      – Optimization: perform a workload assessment
      – New insight: facilitate a project definition workshop
      – Consolidation: facilitate an architectural workshop


  Quantify the benefits with a Business
   Value Assessment
IBM DB2 Analytics Accelerator - GSE Management Summit




Thank you
Ciro Puglisi
IBM Netezza Europe
+41 79 770 5713
cpug@ch.ibm.com
@ciropuglisi

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IBM DB2 Analytics Accelerator: a DB2 Query Performance Revolution powered by Netezza

  • 1. IBM DB2 Analytics Accelerator - GSE Management Summit IBM DB2 Analytics Accelerator “a DB2 Query Performance Revolution….” Ciro Puglisi IBM Netezza Europe +41 58 333 4157 cpug@ch.ibm.com SAFE HARBOR Certain information contained in this presentation is forward-looking in nature. Any expectations based on these forward-looking statements are subject to risks and uncertainties and other important factors. These and many other factors could cause delivery of products, features or enhancements to differ materially from expectations based on these forward-looking statements. IBM does not undertake an obligation to update its forward-looking statements to reflect future events or circumstances.
  • 2. IBM DB2 Analytics Accelerator - GSE Management Summit IBM Netezza The true data warehousing appliance  Purpose-built analytics engine  Integrated database, server and storage  Standard interfaces  Low total cost of ownership  Speed: 10-100x faster than traditional system  Simplicity: Minimal administration and tuning  Scalability: Peta-scale user data capacity  Smart: High-performance advanced analytics
  • 3. IBM DB2 Analytics Accelerator - GSE Management Summit Sample of Netezza Reference Customers Digital Media Financial Services Government Health & Life Sciences Retail / Consumer Products Telecom Other Page 3
  • 4. IBM DB2 Analytics Accelerator - GSE Management Summit IBM DB2 Analytics Accelerator The best of both worlds: System z and Netezza  Transparent integration of Netezza and DB2 z/OS  DB2 z/OS highly secure and reliable environment for sensitive data analysis with the price/performance of Netezza  Best performance for transactional and for analytical workloads, without tuning Mainframe class Price/Performance Integrated Proven NETEZZA SWISS RE DB2 z/OS SECURITY NO APPLICATION PRICE/PERFORMANCE SUCCESS STORY and AVAILABILITY CHANGES LEADERSHIP (YouTube VIDEO) • Highly secure and • Offload complex • Netezza as extension of • Up to 50x performance reliable environment for queries from DB2 to DB2 for z/OS gain for complex sensitive data analysis Netezza, transparently analytics • Transparent integration • Limit data movement off • Faster and predictable without any application • Fast time to value without the mainframe response times change application changes
  • 5. IBM DB2 Analytics Accelerator - GSE Management Summit IBM DB2 Analytics Accelerator The best of both worlds: System z and Netezza Unmatched BI capabilities for System z Operational Analytics, Reports, OLAP, …  Transparent integration with DB2. No changes in application logic or SQL Continuous Continuous Query Query  Self-managed workloads: queries are Processing Processing executed in the most efficient location  Improving price/performance for DB2 z/OS Query Optimizer analytic workloads Application  Faster and more predictable DB2 native DB2 native Accelerator Accelerator response time Changes processing processing processing processing  Highly secure and reliable environment for sensitive Replication data analysis  Enables true Operational BI for DB2 for z/OS database our Clients in the last 12 months  Optimization of existing DWH workload >15 new European clients  New insight with 3 use cases  Consolidation
  • 6. IBM DB2 Analytics Accelerator - GSE Management Summit Use case 1: optimization of existing workload Accelerator for existing BI workload on System z Benefits Historical Data DB2 • Consolidate reporting where Production Low Latency Data Analytics the majority of data being Data Accelerator analyzed resides (z/OS) • Accelerate long running DB2 for z/OS queries from minutes to seconds for greater Transactional business value Operational Information Analytics • Reduce processing cost by freeing up MIPS and storage space for indexing • Address performance challenges with complex and ad hoc queries • Avoid costs and efforts to tune the system • The forgotten query: consider queries previously set aside Operational due to performance Applications challenges? Benefits quantified by the workload assessment
  • 7. IBM DB2 Analytics Accelerator - GSE Management Summit Success story: Swiss Re http://www.youtube.com/watch?v=xkcp_pJxT5E "The IBM DB2 Analytics Accelerator delivers the speed to create the insights we need to work smarter. Putting the right answers into the hands of decision makers across our business enables us to quickly adapt and grow.“ – Reto Estermann, Director, Information Technology, SwissRe
  • 8. IBM DB2 Analytics Accelerator - GSE Management Summit Workload Assessment Assessment of client dynamic SQL workload. Estimates based on extensive field experience with DB2 Accelerator and the predictable performance of MPP systems (Netezza) Elapsed time eligible for CPU seconds eligible for acceleration offload Eligible queries statistics
  • 9. IBM DB2 Analytics Accelerator - GSE Management Summit Use case 2: new BI with minimal incremental cost Accelerator for new reporting or Operational BI on System z Benefits Gain a complete and Keep new reporting capabilities onto a timely understanding of single, easily managed platform • Business benefits of analytics all customer and supplier for queries previously set aside interactions by deploying • Price/performance of Netezza operational BI on top of DB2 with mainframe class reliability your mainframe Analytics and security for BI applications enterprise information Accelerator management • Fast time to value with transparent integration into infrastructure existing applications • Time and cost avoidance in external systems, processes to NEW offload data and integration efforts • Integrated OLTP & BI approach to achieve true Operational BI Reporting applications
  • 10. IBM DB2 Analytics Accelerator - GSE Management Summit Recent results: SAS and Business Objects  Financial Services mainframe user based in Denmark  Queries running on accelerator one day after physical installation  Achieved compression for data on top of DB2 for z/OS compression  Successfully tested existing SAS queries SAS Query on DB2 (secs) SAS Query on DB/Accel (secs) Speed-up Factor 3’618 172 21 2’056 16 129 1’713 15 114 1’627 18 90 1’602 18 89 1’330 18 74 1’240 31 40  Client acquired one DB2 Analytics Accelerator with 3 blades in June after a successful Proof of Concept. Solution extended in September with an additional 12 blades accelerator for consolidating additional workload.
  • 11. IBM DB2 Analytics Accelerator - GSE Management Summit Use case 3: Consolidation scenario Accelerator to enable Data Analytics consolidation Benefits A single platform to • Simplify management of manage and administer costly/complex Data integration of System z Data with distributed BI system. DB2 Analytics • Enable application queries Accelerator which you would prefer to run Data with more real-time data on Analytic Mart System z System • Consolidate isolated islands of Data n ic atio data on one secure Hub Mart pl i f Sim • Eliminate “Multiple Versions of Data the Truth” Mart • Increase time to value to Analytic Consolidate the ever growing deploy new DataMarts System proliferation of data marts onto a single, easily managed platform • Integrated OLTP & BI approach to achieve true Operational BI
  • 12. IBM DB2 Analytics Accelerator - GSE Management Summit Banking customer Southern Europe  Started Beta program with one test workload  Results were so convincing that the program was extended to another, much larger workload  Results were compared to the results of three competitors  Tests resulted in acquisition of one full rack DB2 Analytics Accelerator BENCHMARK RESULTS - logarithmic scale Comp1 10.000 1.000 Comp2 100 SECONDS 10 Comp3 1 1 2 3 4 5 6 7 0 DB2 & IDAA Query #
  • 13. IBM DB2 Analytics Accelerator - GSE Management Summit DB2 Analytics Accelerator for SAP BW “ These results prove that IDAA very well supports rapid SAP BW ad-hoc reporting ”  Enhances the SAP Certified DB2 for z/OS  Accelerates SAP NetWeaver BW  Dramatic decrease in elapsed time for SAP BW ad-hoc reporting http://www.sdn.sap.com/irj/scn/go/portal/prtroot/docs/library/uuid/0098ea1f-35fe-2e10-efa9-b4795c49389c
  • 14. IBM DB2 Analytics Accelerator - GSE Management Summit Announcing DB2 Analytics Accelerator V3 Software upgrade delivering lower cost for trusted analytics High performance storage saver  Store a DB2 table or partition of data solely on the Accelerator. Removes the requirement for the data to be replicated on both DB2 and the Accelerator Incremental update  Enables tables within the Accelerator to be continually updated throughout the day. Query prioritization  Brings System z workload management down to the individual query being routed to the Accelerator Unload Lite  Reduces z/OS MIPS consumption, by moving the preparation off System z.
  • 15. IBM DB2 Analytics Accelerator - GSE Management Summit High Performance Storage Saver Reducing the cost of high speed storage Store historic partitions on the Accelerator only Partitioned Table  When partitions no longer require updating, reclaim the DB2 Database DB2 storage Resident Partition  Continue to search the entire table at Accelerator speeds High Performance  Direct mixed workload queries Accelerator Storage Saver to hotter temperature partitions while focusing aggregate type High Performance querying to the warm Storage Saver temperature data High Performance Storage Saver can be implemented as a partition or full table 15
  • 16. IBM DB2 Analytics Accelerator - GSE Management Summit Incremental update Enable near-real-time operational analytics  Changes in data warehouse tables typically driven by replication or manual updates – Corrections after a bulk-ETL-load of a data Operational Analytics, Reports, OLAP, … warehouse table – Continuously changing data (e.g. trickle-feed updates from a transactional system to an Continuous Continuous Query Query ODS) Processing Processing  Reporting and analysis based on most recent data  May be combine with first a table refresh followed DB2 z/OS Query Optimizer DB2 z/OS Query Optimizer by incremental updates  Incremental update Accelerator DB2 native DB2 native Accelerator Application Application can be configured processing processing processing processing per database table Replication Incremental Update Changes DB2 for z/OS database
  • 17. IBM DB2 Analytics Accelerator - GSE Management Summit Choosing the best fit Key indicators IBM Netezza  Performance and Price/performance leader  Speed and ease of deployment and administration IBM Netezza standalone appliance  Strategic requirement for standalone decision support system  If primary data feeds are from distributed applications  Deep analytics applications or in-database mining IBM DB2 Analytics Accelerator for z/OS  Transparent acceleration of existing reporting workload on DB2 or extension of an existing DWH on DB2  Primary data feeds from mainframe applications. Protect ETL.  For mainframe class availability, security and recoverability  Mixed workload of queries with high concurrency
  • 18. IBM DB2 Analytics Accelerator - GSE Management Summit Choosing the best fit IBM can support  Map the flow of information from DB2 for z/OS and evaluate DB2 accelerator use cases in your enterprise: – Optimization of existing reporting workload – New insight, leveraging DB2 for z/OS data – Consolidation of distributed datamarts currently fed from DB2 for z/OS  Solution design: – Optimization: perform a workload assessment – New insight: facilitate a project definition workshop – Consolidation: facilitate an architectural workshop  Quantify the benefits with a Business Value Assessment
  • 19. IBM DB2 Analytics Accelerator - GSE Management Summit Thank you Ciro Puglisi IBM Netezza Europe +41 79 770 5713 cpug@ch.ibm.com @ciropuglisi

Editor's Notes

  1. IBM Netezza - a true appliance that has revolutionized how customers approach data warehousing and analytics It is engineered from the ground up for analytics on big data And offers a complete solution that integrates database, server and storage together It supports standard interfaces such as ODBC, JDBC and ANSI SQL, making it very easy to deploy and operate, thus lowering the total cost of ownership of the data warehouse significantly The appliance characteristics translate into real value for customers (what we refer to as the 4 S’s) TwinFin is 10-100X faster than competitors like Oracle, Teradata and others. When analytic queries take seconds instead of hours to perform, customers have the opportunity to completely rethink their business processes, and in some cases, even launch entirely new businesses The appliance is unlike anything that DBAs and IT teams have experienced in the past. Whereas Oracle and Teradata data warehouses require armies of specialists to manage, Netezza offers performance out-of-the-box, without requiring any tuning, indexing, aggregations, etc. A single appliance scales to more than a petabyte of user data capacity, not just acting as a repository for information, but allowing complex analytics to be conducted at-scale, on all the enterprise data By embedding analytics deep into the data warehouse, TwinFin powers high performance advanced analytics 100’s or even 1000’s of times faster than possible before