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  • Minimum percentage of free physical memory that Linux require for optimal performance

    - by csoto
    Recently, we have been getting questions about this percentage of free physical memory that OS require for optimal performance, mainly applicable to physical compute nodes. Under normal conditions you may see that at the nodes without any application running the OS take (for example) between 24 and 25 GB of memory. The Linux system reports the free memory in a different way, and most of those 25gbs (of the example) are available for user processes. IE: Mem: 99191652k total, 23785732k used, 75405920k free, 173320k buffers The MOS Doc Id. 233753.1 - "Analyzing Data Provided by '/proc/meminfo'" - explains it (section 4 - "Final Remarks"): Free Memory and Used Memory Estimating the resource usage, especially the memory consumption of processes is by far more complicated than it looks like at a first glance. The philosophy is an unused resource is a wasted resource.The kernel therefore will use as much RAM as it can to cache information from your local and remote filesystems/disks. This builds up over time as reads and writes are done on the system trying to keep the data stored in RAM as relevant as possible to the processes that have been running on your system. If there is free RAM available, more caching will be performed and thus more memory 'consumed'. However this doesn't really count as resource usage, since this cached memory is available in case some other process needs it. The cache is reclaimed, not at the time of process exit (you might start up another process soon that needs the same data), but upon demand. That said, focusing more specifically on the percentage question, apart from this memory that OS takes, how much should be the minimum free memory that must be available every node so that they operate normally? The answer is: As a rule of thumb 80% memory utilization is a good threshold, anything bigger than that should be investigated and remedied.

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  • PEX Innovation Award 2013 nominate your SOA & BPM project success

    - by JuergenKress
    Please submit your Oracle SOA or BPM project nomination by December 17th 2013. Key criteria: Innovation Employee satisfaction Project size & range Return of Investment Transparency SOA & BPM Partner Community For regular information on Oracle SOA Suite become a member in the SOA & BPM Partner Community for registration please visit  www.oracle.com/goto/emea/soa (OPN account required) If you need support with your account please contact the Oracle Partner Business Center. Blog Twitter LinkedIn Mix Forum Technorati Tags: PEX,awad,Clemens Utschig-Utschig,SOA Community,Oracle SOA,Oracle BPM,Community,OPN,Jürgen Kress

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  • Announcement: How-To Series Explaining Customizations Step By Step

    - by Oliver Steinmeier
    Yesterday we officially launched our new YouTube channel.  Today we are announcing another initiative that we have been working on for a while: to help you learn common customization tasks, we are going to publish a series of detailed How-To documents with lots of screenshots.  Many of these will also be the script for a YouTube video, giving you the choice to see it in action or go through the steps yourself guided by a PDF document. The focus of the initial set of How-Tos will be JDeveloper/ADF customizations, but over time we will expand into other areas.  Today's first document is meant to get everyone up to the point where a JDeveloper environment is up and running: a white paper that shows you how to set up JDeveloper, configure the integrated WLS domain, and make a very, very simple customization work. As always we are looking for your feedback.  Please let us know whether this is helpful for your work or learning, and what use cases you would like to see us document in these How-Tos.

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  • Fusion Learning Center News

    - by Richard Lefebvre
    The Fusion Learning Center portal now includes more than 1,600 learning assets. With so many assets, we have re-organized this portal slightly by introducing a new References section in the right lower corner, where we are providing quick links to the key assets. Furthermore, we have introduced a new Release Readiness section in the left navigation. Currently this points to the latest release; Release 4. We will be updating this section to also include the ability to stripe the assets by release. More to come on this later! New Assets and Uplifted Content include: The CRM Family Foundation webinar is updated to reflect the latest content CRM has also created two new Sales Positioning webinars: Contracts Solution Pitch and PRM Solution Pitch The Fusion Apps FAQ is updated - the changes can be found in the change log

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  • TechEd 2010 Followup

    - by AllenMWhite
    Last week I presented a couple of sessions at Tech Ed NA in New Orleans. It was a great experience, even though my demos didn't always work out as planned. Here are the sessions I presented: DAT01-INT Administrative Demo-Fest for SQL Server 2008 SQL Server 2008 provides a wealth of features aimed at the DBA. In this demofest of features we'll see ways to make administering SQL Server easier and faster such as Centralized Data Management, Performance Data Warehouse, Resource Governor, Backup Compression...(read more)

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  • ZionTech blogging about integration of OUD and EUS

    - by Sylvain Duloutre
    Here are good posts about OUD and EUS integration : http://ziontech.com/blog/integrating-oud-and-eus/ EUS OUD related posts as of now are here: http://ziontech.com/blog/preparing_database/ http://ziontech.com/blog/integrating-oud-eus-users-groups-mapping/ http://ziontech.com/blog/integrating-oud-eus-oudproxy/ http://ziontech.com/blog/integrating-oud-eus-troubleshooting/

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  • Speaking - 24 Hours of PASS, Summit Preview Edition

    - by AllenMWhite
    There's so much to learn to be effective with SQL Server, and you have an opportunity to immerse yourselves in 24 hours of free technical training this week from PASS, via the 24 Hours of PASS event. I'll be presenting an introductory session on PowerShell called PowerShell 101 for the SQL Server DBA . Here's the abstract: The more you have to manage, the more likely you'll want to automate your processes. PowerShell is the scripting language that will make you truly effective at managing lots of...(read more)

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  • OBIA on Teradata - Part 3 Stats

    - by Mohan Ramanuja
    Statements to run table stats on W_Party_Per_DS and W_Party_Per_DCOLLECT STATISTICS ON W_PARTY_PER_DS COLUMN ("DEPARTMENT_NAME");COLLECT STATISTICS ON W_PARTY_PER_DS COLUMN ("CONTACT_ID");COLLECT STATISTICS ON W_PARTY_PER_DS COLUMN ("CITY");COLLECT STATISTICS ON W_PARTY_PER_D COLUMN ("ACCNT_FLG");COLLECT STATISTICS ON W_PARTY_PER_D COLUMN ("SUPPLIER_FLG");help statistics w_party_per_d; Date Time    Unique Values    Column Names10/06/02    15:37:47  5,002,185        ROW_WID10/06/21    14:02:55  0     VIS_PR_POS_ID10/06/02    15:37:48  2     CREATED_BY_WID10/06/02    15:37:49  2     CHANGED_BY_WID10/06/02    15:37:50  2     SRC_EFF_FROM_DT10/06/02    15:37:51  1     SRC_EFF_TO_DT10/06/02    15:37:52  2     EFFECTIVE_FROM_DT10/06/02    15:37:53  2     EFFECTIVE_TO_DT10/06/02    15:37:57  1     DELETE_FLG10/06/21    14:02:54  0     CURRENT_FLG10/06/02    15:37:59  2     DATASOURCE_NUM_ID10/06/02    15:38:02  1     ETL_PROC_WID10/06/10    18:27:21  1,000     INTEGRATION_ID select top 10 * from DBC.TableSize; VprocDataBaseName AccountName     TableName     CurrentPerm PeakPerm 0    T21_ETL_TEMP_ENT         IM IT/IM IT Enterprise region  RZ_PENDD_FCLTY_CLM_STG   1024     0 0    SSB_RDS                  IM IT/IM IT ENTERPRISE REGION  RDS_RESP_997_TLR         1024     0 0    T17_EDL                  IM IT/IM IT Enterprise region  SPCMN_ACTN               1024     0 0    T20_ETL_CAPTR_DATA_ENT   IM IT/IM IT Enterprise region  HZ_CS90_VSGPNTE_S9MGNT14 2048     0 0    T5_ETL_DATA_PBM          IM IT/IM IT Enterprise region  PRCG_OVRD_BY_RX_NM       1536     0 0    PIP_DB                   $H&D&H                         PIPTRGENTSRC             1024     0 0    STest5_ADW0              sysadmin                       PROV_RGSTRTN             59904     0 0    AEDWSTG1                 NEIM/NEIM                      MEMBERSHIP_LKUP_ETL      1024     0 0    AEDWTST5                 dbc                            cptn_agrmt_xwlk          1024     0 0    VAL_LAG_TEMP             $H1$&D&HDBA                    clm_lag_stg              347136     0 select vproc, CurrentPerm from DBC.TableSize where databasename = 'PRJ_CRM_STGC' and tablename='w_party_per_d' ORDER BY 2 DESC;Vproc    DataBaseName    AccountName TableName        CurrentPerm    PeakPerm0        PRJ_CRM_STGC    DBA/DBA      W_PARTY_PER_D    8704.00        841728.003        PRJ_CRM_STGC    DBA/DBA      W_PARTY_PER_D    8704.00        782848.00

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  • BI&EPM in Focus Oct 2012

    - by Mike.Hallett(at)Oracle-BI&EPM
    Customers Iluka Resources Improves Business Insight into Mining Operations Through Significantly Faster, Customized Analyses Banco do Brasil Monitors Budgets in Real Time, Generates Financial Reports In Minutes Instead of Months General Dynamics Improves Budgeting and Planning and Accelerates Rate Changes by Using Integrated Enterprise Performance Management Suite Facebook achieves world-wide automation of financial close task tracking and management of account reconciliations with Oracle Hyperion Financial Close Management (link) Hess Consolidates Multiple SAP General Ledgers with Oracle Hyperion (link) Navistar Leads with Cutting Edge Hyperion Platform, Including HSF, HPCM (link)   Enterprise Performance Management Oct 10: Navistar Leverages DRM (Rolta Solutions) (link) Replay: Integrated Business Planning, Featuring Leggett & Platt (link)   Business Intelligence Report: From Overload to Impact: An Industry Scorecard on Big Data Business Challenges (link | press release) Oct 10: The Top Five Things You Should Know When Migrating from an Old BI Technology to Oracle Business Intelligence Enterprise Edition (perfomance architects) (link)

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  • Java Community Process Transparency

    - by Tori Wieldt
    As part of the openness and transparency rules the London Java Community (LJC) and SouJava worked for under JSR-348, the JCP Executive Committee now has a public discussion list where anyone in the community can voice their questions, comments and concerns!Go to http://java.net/projects/jcp-ec/lists to subscribe. Please note that you need to have a java.net account before you can subscribe to the mailing list. "Joining" the project won't get you subscribed to the list.   Cracks in the Ivory Tower - Courtesy Devoxx 2011

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  • 20 Years of Solaris - 25 Years of SPARC!

    - by Stefan Hinker
    I don't usually duplicate what can be found elsewhere.  But this is worth an exception. 20 Years of Solaris - Guess who got all those innovation awards!25 Years of SPARC - And the future has just begun :-) Check out those pages for some links pointing to the past, and, more interesting, to the future... There are also some nice videos: 20 Years of Solaris - 25 Years of SPARC (Come to think of it - I got to be part of all but the first 4 years of Solaris.  I must be getting older...)

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  • Data Synchronization in mobile apps - multiple devices, multiple users

    - by ProgrammerNewbie
    I'm looking into building my first mobile app. One of the core features of the application is that multiple devices/users will have access to the same data -- and all of them will have CRUD rights. I believe the architecture should involve a central server where all the data is stored. The devices will use an API to interact with the server to perform its data operations (e.g. adding a record, editing a record, deleting a record). I imagine a scenario where synchronizing the data will become a problem. Assume the application should work when it is not connected to the Internet, and thus cannot communicate with this central server. So: User A is offline and edits record #100 User B is offline and edits record #100 User C is offline and deletes record #100 User C goes online (presumably, record #100 should get deleted on the server) User A and B goes online, but the records they edited no longer exist All sorts of scenarios similar to the above can come up. How is this generally handled? I plan to use MySQL, but am wondering if it's not appropriate for such a problem.

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  • Unleash the Power of JavaFX

    - by Angela Caicedo
    It seems that it was just yesterday that we were getting ready for JavaOne 2012.  Now it's over, but it's definitely a great time to go back and watch the sessions you missed, and learn some of the latest news about Java.   For this JavaOne, I presented two sessions and one HOL, all of them related to JavaFX: JavaFX Extreme GUI Makeover Building JavaFX Interfaces with the Real World Unleash the power of JavaFX If you couldn't join us for these sessions, just follow the links and you can watch the videos on demand. For the HOL I've created a repository at GitHub, as many of the attendees wanted to keep the material.   In this repository you can find the lab document, the NetBeans projects for each exercise and it's appropriate solution.  Hope you enjoy! I created and presented a HOL called:  Unleash the power of JavaFX.  In this blog entry I would like to provide you 

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  • Challenge Ends on Friday!

    - by Yolande Poirier
    This is your last chance to win a JavaOne trip. Submit a project video and code for the IoT Developer Challenge by this Friday, May 30.  12 JavaOne trips will be awarded to 3 professional teams and one student team. Members of two student teams will win laptops and certification training vouchers. Ask your last minute questions on the coaching form or the Challenge forum. They will be answered promptly. Your project video should explain how your project works. Any common video format such as mp4, avi, mov is fine. Your project must use Java Embedded - whether it is Java SE Embedded or ME Embedded - with the hardware of your choice, including any devices, boards and IoT technology. The project will be judged based on the project implementation, innovation and business usefulness. More details on the IoT Developer Challenge website  Just for fun! Here is a video of Vinicius Senger giving a tour of his home lab, and showing his boards and gadgets. &lt;span id=&quot;XinhaEditingPostion&quot;&gt;&lt;/span&gt;

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  • Recent Solaris Studio how-to articles

    - by unixman
    There were a few Oracle Solaris Studio articles published recently, check'em out! -How to Develop Code from a Remote Desktop with Oracle Solaris StudioThis article describes the remote desktop feature of the Oracle Solaris Studio IDE, and how to use it to compile, run, debug, and profile your code running on remote servers.-How to Use Remote Development in the IDEThis article describes the modes of remote development available in the Oracle Solaris Studio 12.3 IDE and how to choose the best one for your development environment.-Performance Tips for the Oracle Solaris Studio IDEThis article describes some tips and tricks to help you improve the performance of the Oracle Solaris Studio IDE.

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  • OpenJDK 6 B26 Available

    - by user9158633
    On September 21, 2012 the source bundle for OpenJDK 6 b26 was published at http://download.java.net/openjdk/jdk6/. The main changes in b26 are the latest round of security updates and a number of other fixes. For more information see the detailed list of all the changes in OpenJDK 6 B26. Test Results: All the jdk regression tests run with  make test passed on linux. cd jdk6 make make test For the current list of excluded tests see  jdk6/jdk/test/ProblemList.txt file:  ProblemList.html in B26 |  Latest ProblemList.txt (in the tip revision). Special thanks to Kelly O'Hair for his contributions to the project and Dave Katleman for his Release Engineering work.

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  • Register to Attend the AutoVue 20.2 Webcast on April 3, 2012

    - by Pam Petropoulos
    Want to learn more about the latest AutoVue 20.2 release?               Discover what this latest major release of AutoVue can do for you. Join Celine Beck, AutoVue Product Management and Strategy Manager, during this live webcast to discover how the new release can transform your business processes and extend the value of your visualization investment. Hear how customers and partners are improving their workflows and creating differentiated offerings thanks to AutoVue enterprise visualization.   Date: Tuesday, April 3, 2012                                                                                                                                                            Time: 11:00 a.m. EST   Click here to register for this event.   For complete details about the new release, also check out the What’s New in AutoVue 20.2 Datasheet, available here.

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  • Two interesting big data sessions around Openworld

    - by Jean-Pierre Dijcks
    For those who want to talk (not listen) about big data, here are 2 very cool sessions: BOF9877 - A birds of a feather session around all things big data. It is on Monday, Oct 1, 6:15 PM - 7:00 PM - Marriott Marquis - Golden Gate. While all guests on the panel are special, we will have very special guest on the panel. He is a proud owner of a Big Data Appliance (see here). Then there is a Big Data SIG meeting (the invite from Gwen): I'd like to invite everyone to our OOW12 meet up. We'll meet on Tuesday, October 2nd, 8:45 to 9:45 at Moscone West Level 3, Overlook 3. We will network, socialize and discuss plans for the group. Which topics interest us for webinars? Which conferences do we want to meet in? What other activities we are interested in? We can also discuss big data topics, show off our great work, and seek advice on the challenges. Other than figuring out what we are collectively interested in, the discussion will be pretty open. Here is the official invite. See you at Openworld!!

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  • PeopleTools 8.54 Pre-Release Notes Available

    - by Matthew Haavisto
    PeopleSoft's PeopleTools recently published pre-release notes for PeopleTools 8.54.  Pre-release notes provide more functional and technical details than the release value proposition. This document describes how enhancements function within the context of the greater business process. This added level of detail should enable project teams to answer the following questions: What delivered functionality will change? How will an upgrade or new implementation affect other systems? How will these changes affect the organization? After the project team has reviewed and analyzed the pre-release notes, business decision makers should be able to determine whether to allocate budget and initiate implementation plans. This document covers the following subjects: Platform support enhancements Development tools enhancements System administration tools enhancements Reporting and analytic tools enhancements Integration tools enhancements Lifecycle management tools enhancements Accessibility PeopleSoft Interaction Hub enhancements.

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  • T-SQL Tuesday #016:Check Your Service Accounts with PowerShell

    - by AllenMWhite
    T-SQL Tuesday #016:Check Your Service Accounts with PowerShell This T-SQL Tuesday is about Aggregate Functions. It may be a bit of a stretch, but a security best practice to use separate service accounts for all your SQL Server services, so I've written some PowerShell code to check to see if any account is used more than once on a given machine. I take advantage of the SQLWmiManagement DLL to find the SQL Server services, which is a safer bet than filtering on a service name. First I load the SQLWmiManagement...(read more)

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  • Need a Holistic view of your Concurrent Processing? Choose CP Analyzer

    - by user793044
    The Concurrent Processing Analyzer is a Self-Service Health-Check script which reviews the overall Concurrent Processing Footprint, analyzes the current configurations and settings for the environment providing feedback and recommendations on Best Practices. This is a non-invasive script which provides recommended actions to be performed on the instance it was run on.  For production instances, always apply any changes to a recent clone to ensure an expected outcome. Benefits include: E-Business Applications Concurrent Processing Analyzer Overview E-Business Applications Concurrent Request Analysis E-Business Applications Concurrent Manager Analysis Identifies Concurrent System Setup and configurations Identifies and recommends Concurrent Best Practices Easy to add Tool for regular Concurrent Maintenance Execute Analysis anytime to compare trending from past outputs Go to Doc ID 1411723.1 for more details and script download. Feedback welcome!

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  • All hail the Excel Queen

    - by Tim Dexter
    An excellent question this past week from dear ol Blighty; actually from Brian at Nextgen Clearing Ltd in the big smoke (London). Brian was developing an excel template and wanted to be able to reference the data fields multiple times inside the Excel template. Damn good question and I of course has some wacky solutions, from macros and cell referencing in Excel to pre-processing the data with an XSL stylesheet to copy the data multiple times so it could be referenced multiple times. All completely outlandish, enter our Queen of Excel, Shirley from the development team. Shirley is singlehandedly responsible for the Excel templates, I put her through six months of hell a few years back, with a host of Excel template requirements. She was more than up to the challenge and has developed some great features. One of those, is the ability to use the hidden XDO_METADATA sheet to map the data to custom named fields so they can be used multiple times in the template. So simple and very neat! Excel template and regular Excel users will know that you can only use the naming function once ie the names have to be unique across the workbook so you can not reuse a cell/group name. To get around this you can just come up with as many cell names as you want and map them in the XDO_METADATA sheet to the data columns/fields in your XML data set:. For example: XDO_?DEPTNO_SUMMARY?  <?DEPTNO?> XDO_?DNAME_SUMMARY?  <?DNAME?> XDO_GROUP_?G_D_DETAIL? <xsl:for-each-group select=".//G_D" group-by="./DEPTNO"> XDO_?DEPTNO_DETAIL? <?DEPTNO?> As you can see DEPTNO has been referenced twice and mapped to different named values in the left hand column. These values can then be used to name individual cells in the Excel template. You'll also notice a mix of Publisher <? ...?> and native XSL commands. So the world is your oyster on the mapping and the complexity you might need for calculations or string manipulation. Shirley has kindly built out a sample Excel template, data and result here so you can see how it all hangs together. the XDO_METADATA sheet is hidden, just right click on the sheet names and use the Unhide command to show it.

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  • zero downtime during database scheme upgrade on SQL 2008

    - by eject
    I have web application on IIS7 with SQL server 2008 as RDBMS. Need get 0 downtime during future upgrades of ASP.NET code and DB schema as well. I need to get right scenario for this. I have 2 web servers and 2 sql servers and one http load balancer whcih allows to switch web backend server for web requests. Main goal is to make 1st web server and DB server up and running, update code and db schema on 2nd server and then switch all the requests to 2nd server and then main problem - how to copy data from 1st database 2nd (which was changed during upgrade).

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  • In the Firing Line: The impact of project and portfolio performance on the CEO

    - by Melissa Centurio Lopes
    Normal 0 false false false EN-US X-NONE X-NONE MicrosoftInternetExplorer4 /* Style Definitions */ table.MsoNormalTable {mso-style-name:"Table Normal"; mso-tstyle-rowband-size:0; mso-tstyle-colband-size:0; mso-style-noshow:yes; mso-style-priority:99; mso-style-qformat:yes; mso-style-parent:""; mso-padding-alt:0in 5.4pt 0in 5.4pt; mso-para-margin-top:0in; mso-para-margin-right:0in; mso-para-margin-bottom:10.0pt; mso-para-margin-left:0in; line-height:115%; mso-pagination:widow-orphan; font-size:11.0pt; font-family:"Calibri","sans-serif"; mso-ascii-font-family:Calibri; mso-ascii-theme-font:minor-latin; mso-hansi-font-family:Calibri; mso-hansi-theme-font:minor-latin; mso-bidi-font-family:"Times New Roman"; mso-bidi-theme-font:minor-bidi;} What are the primary measurements for rating CEO performance? For corporate boards, business analysts, investors, and the trade press the metrics they deploy are relatively binary in nature; what is being done to generate earnings, and what is being done to build and sustain high performance? As for the market, interest is primarily aroused when operational and financial performance falls outside planned commitments for the year. When organizations announce better than predicted results, they usually experience an immediate increase in share price. Likewise, poor results have an obviously negative impact on the share price and impact the role and tenure of the incumbent CEO. The danger for the CEO is that the risk of failure is ever present, ranging from manufacturing delays and supply chain issues to labor shortages and scope creep. This risk is enhanced by the involvement of secondary suppliers providing services critical to overall work schedules, and magnified further across a portfolio of programs and projects underway at any one time – and all set within a global context. All can impact planned return on investment and have an inevitable impact on the share price – the primary empirical measure of day-to-day performance. Read this complete complementary report, In the Firing Line and explore what is the direct link between the health of the portfolio and CEO performance. This report will provide an overview of the responsibility the CEO has for implementing and maintaining a culture of accountability, offer examples of some of the higher profile project failings in recent years, and detail the capabilities available to the CEO to mitigate the risks residing in their own portfolios. Normal 0 false false false EN-US X-NONE X-NONE MicrosoftInternetExplorer4 /* Style Definitions */ table.MsoNormalTable {mso-style-name:"Table Normal"; mso-tstyle-rowband-size:0; mso-tstyle-colband-size:0; mso-style-noshow:yes; mso-style-priority:99; mso-style-qformat:yes; mso-style-parent:""; mso-padding-alt:0in 5.4pt 0in 5.4pt; mso-para-margin-top:0in; mso-para-margin-right:0in; mso-para-margin-bottom:10.0pt; mso-para-margin-left:0in; line-height:115%; mso-pagination:widow-orphan; font-size:11.0pt; font-family:"Calibri","sans-serif"; mso-ascii-font-family:Calibri; mso-ascii-theme-font:minor-latin; mso-hansi-font-family:Calibri; mso-hansi-theme-font:minor-latin; mso-bidi-font-family:"Times New Roman"; mso-bidi-theme-font:minor-bidi;}

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  • implementing dynamic query handler on historical data

    - by user2390183
    EDIT : Refined question to focus on the core issue Context: I have historical data about property (house) sales collected from various sources in a centralized/cloud data source (assume info collection is handled by a third party) Planning to develop an application to query and retrieve data from this centralized data source Example Queries: Simple : for given XYZ post code, what is average house price for 3 bed room house? Complex: What is estimated price for an house at "DD,Some Street,XYZ Post Code" (worked out from average values of historic data filtered by various characteristics of the house: house post code, no of bed rooms, total area, and other deeper insights like house building type, year of built, features)? In addition to average price, the application should support other property info ** maximum, or minimum price..etc and trend (graph) on a selected property attribute over a period of time**. Hence, the queries should not enforce the search based on a primary key or few fixed fields In other words, queries can be What is the change in 3 Bed Room house price (irrespective of location) over last 30 days? What kind of properties we can get for X price (irrespective of location or house type) The challenge I have is identifying the domain (BI/ Data Analytical or DB Design or DB Query Interface or DW related or something else) this problem (dynamic query on historic data) belong to, so that I can do further exploration My findings so far I could be wrong on the following, so please correct me if you think so I briefly read about BI/Data Analytics - I think it is heavy weight solution for my problem and has scalability issues. DB Design - As I understand RDBMS works well if you know Data model at design time. I am expecting attributes about property or other entity (user) that am going to bring in, would evolve quickly. hence maintenance would be an issue. As I am going to have multiple users executing query at same time, performance would be a bottleneck Other options like Graph DB (http://www.tinkerpop.com/) seems to be bit complex (they are good. but using those tools meant for generic purpose, make me think like assembly programming to solve my problem ) BigData related solution are to analyse data from multiple unrelated domains So, Any suggestion on the space this problem fit in ? (Especially if you have design/implementation experience of back-end for property listing or similar portals)

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