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Merlijn Ekkel SAP€¦ · SAP BusinessObjects BI 4.2 - Platform Simplification for IT

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SAP BusinessObjects BI4.2 Merlijn Ekkel SAP
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SAP BusinessObjects BI4.2 Merlijn Ekkel

SAP

K4U Knowledge @ SAP User Groups

SAP Analytics Portfolio Webinar Series

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 3 PUBLIC

SAP Analytics – Overview Webinars

SAP Analytics – Overview

SAP BI – Overview & Roadmap Olivier Duvelleroy /

Saurabh Abhyankar

Kirk Anderson

Jayne Landry Mar 16

Mar 23

Mar 24 SAP EPM – Overview & Roadmap

Paul Medaille Mar 30 SAP EIM – Overview & Roadmap

Sven Bauszus Mar 31 SAP Predictive Analytics – Overview &

Roadmap

Kevin McCollom Apr 13 SAP GRC – Overview & Roadmap

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 4 PUBLIC

SAP Analytics Portfolio - BI Solutions 1/2

Lumira; Francois Imberton

Pred. Analytics, Pierpaolo Vezzosi

Analytics Services

Portfolio

Reporting

Discovery & Analysis

Crystal Reports; Nina Bao / Donald Guo

Web Intelligence Gregory Botticchio

Adopting BI 4.1 /4.2

Intro by Merlijn Ekkel

Intro by Saurabh Abhyankar

Merlijn Ekkel

Markus Schunter

Mar 29

Apr 5

Apr 7

Apr 20

Apr 12

What‘s new in BI 4.2 Merlijn Ekkel

Self Service BI Ina Felsheim

1

2

3

6

4

5 Apr 14

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 5 PUBLIC

SAP Analytics Portfolio - BI Solutions 2/2

Design Studio & Dashboards Dashboards & Apps

Office Integration BI for Office /Analysis for Office & Live

Office

Ian Mayor / David Stocker

Alexander Peter

BI Cloud Ty Miller Cloud for Analytics

BI in the Cloud

Apr 28

Apr 27

Apr 21

9

8

7

BI platform Maheshwar Singh May 3 10

May 12 Mobile Reena Sethy 12

Big Data Angela Harvey May 11 11

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 6 PUBLIC

SAP Analytics Portfolio – Predictive Analytics deep dives

SAP Predictive Analytics An automated process, a technological breakthrough to

produce predictive results in operational IT environments

SAP Predictive Analytics

Why massive modeling is important? Hervé Kauffmann

Ashish Morzaria

Laurent Tessier Date tbd

Date tbd

Date tbd SAP Predictive Analytics - Roadmap session

What’s new & what’s next

Abdel Dadouche Date tbd Predictive Data Preparation

Ashish Morzaria Date tbd SAP Predictive Analytics

How to become a data scientist in no time

7 © 2015 SAP SE or an SAP affiliate company. All rights reserved.

Webinars, Recordings & Presentations

available @

http:sap.com/k4u

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 8 PUBLIC

Legal Disclaimer

The information in this presentation is confidential and proprietary to SAP and may not be disclosed without the permission of SAP. This

presentation is not subject to your license agreement or any other service or subscription agreement with SAP. SAP has no obligation to

pursue any course of business outlined in this document or any related presentation, or to develop or release any functionali ty

mentioned therein. This document, or any related presentation and SAP's strategy and possible future developments, products and or

platforms directions and functionality are all subject to change and may be changed by SAP at any time for any reason without notice.

The information in this document is not a commitment, promise or legal obligation to deliver any material, code or functionality. This

document is provided without a warranty of any kind, either express or implied, including but not limited to, the implied warranties of

merchantability, fitness for a particular purpose, or non-infringement. This document is for informational purposes and may not be

incorporated into a contract. SAP assumes no responsibility for errors or omissions in this document, except if such damages were

caused by SAP´s willful misconduct or gross negligence.

All forward-looking statements are subject to various risks and uncertainties that could cause actual results to differ materially from

expectations. Readers are cautioned not to place undue reliance on these forward-looking statements, which speak only as of their

dates, and they should not be relied upon in making purchasing decisions.

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 9 PUBLIC

About this presentation

Target audience

Intended to be a mid-level product overview of what is new in 4.2

Assumes working knowledge of BI 4.1 suite and features

Scope of the presentation

Mid-level feature overview of what is new in 4.2

For more detailed information and features in each area, refer to: What’s New in 4.1 (Includes what’s new up to SP5)

Product Road Map documents

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 10 PUBLIC

Transactions Conversations Machines

Massive amounts of data leads to new challenges and opportunities...

This presentation and SAP‘s strategy and possible future developments are subject to change and may be changed by SAP at any time for any reason without notice. This document is provided without a warranty of any kind, either express or implied, including but not limited to, the implied warranties of merchantability, fitness for a particular purpose, or non-infringement. © 2015 SAP SE or an SAP affiliate company. All rights reserved.

Big Data

Explore new

opportunities

Build on SAP

HANA strengths

Embrace new

emerging data

sources

Agile

Visualization

Unleash user’s

creativity

Agility for the

business

Able to leverage

IT’s expertise

Enterprise BI

Ubiquitous BI for all

users and landscapes

Collaborate across

the organization

Scalable, secure, and

mission critical

Smart BI

Gain the

competitive

advantage

Predict & act faster

Share insights

Cloud

Faster & more

accurate decisions

Broaden

deployment options

Drive lower TCO

Run Simple

SAP’s Analytics Investments

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 12 PUBLIC

SAP BusinessObjects BI 4.2 Theme

Simplify

• Reduced downtime for patch upgrade

• Improved upgrade process

• Remove upgrade barriers

• Improved collaboration experience

Innovate

• Innovation in platform and clients

• New Platform support

• Customization, developer experience

Enhance

• Platform & client enhancements

• SAP BW and SAP HANA enhancements

QUALITY

This is the current state of planning and may be changed by SAP at any time.

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 13 PUBLIC

SAP BusinessObjects BI4.2 Top 5

SAP HANA

Online

Direct

Access to

SAP HANA

Views

Recycle Bin Parallel Data

Provider

Refresh

Commenting

BI Platform BI4.2 What’s New

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 15 PUBLIC

SAP BusinessObjects BI 4.2 - Platform

Simplification for IT

• User Notification

• Recycle Bin

• Publications

• Rest API

Performance

• Promotion Manager

• Audit

• Installer

Enhancements for BI

Administration

• Commentary Service

• Upgrade Manager

• Administrators Cockpit

• Promotion Manager

This is the current state of planning and may be changed by SAP at any time.

QUALITY

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 16 PUBLIC

SIMPLIFICATION for IT

User Notification

• Easily broadcast information to a single user/group

or all users.

• Specify the timeline for the notification to be visible

• Also send notification as a email

• Notifications to show up in BI Launchpad

• Notification available in “My alerts” as well

SAP BusinessObjects BI 4.2 - Platform

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 17 PUBLIC

SIMPLIFICATION for IT

Recycle Bin

• Easily restore accidently deleted content.

• Only Public Folders / Content is supported

• Documents are automatically removed after set threshold

Publications

• Delete Publication when no recipient is processed

• Log File Enhancements for Dynamic Recipients

SAP BusinessObjects BI 4.2 - Platform

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 18 PUBLIC

SIMPLIFICATION for IT

Rest API

• Rest API for User Management

Add / Create / Modify Workflows

• Rest API for Publications : All Workflows

• Uploading and Downloading of SAPBI Documents

SAP BusinessObjects BI 4.2 - Platform

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 19 PUBLIC

Enhancements for BI Admin

Commentary

• A service provided by the platform for all clients

• Centralized and managed by rights

• The comments are context sensitive

SAP BusinessObjects BI 4.2 - Platform

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 20 PUBLIC

Enhancements for BI Admin

Administrator Cockpit

• A simplified visual page with key information

• Drillable to see the details

• Specific actions are possible

• Key statistics information is available

SAP BusinessObjects BI 4.2 - Platform

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 21 PUBLIC

Enhancements for BI Admin

Upgrade Manager

• Specify the log level on the UI

• New filter option for selection

• Export pending/recurring instances

• Do not migrate security

• View approximate size of selected content

SAP BusinessObjects BI 4.2 - Platform

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 22 PUBLIC

Enhancements for BI Admin

Performance

Promotion Manager

• Selective retrieval of objects from an LCMBIAR file

• Distributed dependency computation.

• Revamped Overrides workflow

• Removal of Flash dependency

• Performance improvements

• Lesser load on app server

SAP BusinessObjects BI 4.2 - Platform

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 23 PUBLIC

Performance

Audit

Improved audit scalability especially when all events are turned on and a large number of users are

accessing the repository

SAP BusinessObjects BI 4.2 - Platform

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 24 PUBLIC

Performance

SIMPLIFICATION for IT

Enhancements for BI Admin

Installer

• Reduce install startup screen time

• Split install – Install caching separately to reduce downtime

• Improve Error reporting

• Ability to add new supported language through Support Pack

• Tomcat 8 is now default bundled Web Application Server

• SAP SQL Anywhere 16 is bundled as default CMS and Audit DB

SAP BusinessObjects BI 4.2 - Platform

Web Intelligence BI4.2 What’s New

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 26 PUBLIC

SAP BusinessObjects BI 4.2 - Web Intelligence

Trusted Foundation

• Parallel Queries

• Big Numbers

SAP Backend

Integration

• Direct Access to SAP HANA

• SAP HANA Online Mode

Enable the Business

• Commentary

• Shared Elements

• Geo Maps

• Visualization Extensions

This is the current state of planning and may be changed by SAP at any time.

QUALITY

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 27 PUBLIC

Trusted Foundation

Parallel Queries

• Activated by defaults

• Can be disabled

• Max number of concurrent refresh jobs configurable

SAP BusinessObjects BI 4.2 - Web Intelligence

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 28 PUBLIC

Trusted Foundation

Big Numbers

• Integration of the IEEE “Decimal Floating Point” format

• Increase precision from 15 to 40 digits

• New Web Intelligence calculator function to convert to Decimal format

• Contextual Menu to convert any measure to Decimal format

SAP BusinessObjects BI 4.2 - Web Intelligence

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 29 PUBLIC

Enable the Business

Commentary

• Add / View / Remove Comments

• Comments to be stored by platform service

SAP BusinessObjects BI 4.2 - Web Intelligence

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 30 PUBLIC

Enable the Business

Shared Elements • Share Web Intelligence content (report part) with other users, as shared elements

• Shared element is saved with the report part, corresponding data source, data providers, variables

and formats

• Browse and reuse Web Intelligence content created by other users

• Factorize Web Intelligence content to ease the update process with reference persistence

SAP BusinessObjects BI 4.2 - Web Intelligence

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 31 PUBLIC

Enable the Business

Geo Maps

• Create Geomaps using Web Intelligence

• Integrated geographical Database covering countries, regions, sub-region and cities (100K+)

• New Geo Choropleth, Geo Bubble and Geo Pie charts

SAP BusinessObjects BI 4.2 - Web Intelligence

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 32 PUBLIC

Enable the Business

Visualization Extensions

• Empower Web Intelligence with third-party visualizations

• Can be inserted and consumed as any other Web Intelligence element

• Configured centrally via the Central Management Console

SAP BusinessObjects BI 4.2 - Web Intelligence

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 33 PUBLIC

SAP Backend Integration

Direct Access to SAP HANA Views

• Browse HANA Views directly on Relational or OLAP Connection

• HANA Hierarchies supported via OLAP Connection

• No Authoring of Universe Required

SAP BusinessObjects BI 4.2 - Web Intelligence

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 34 PUBLIC

SAP Backend Integration

SAP HANA Online

• Connect directly to SAP HANA Views

• Web Intelligence calculations are delegated to SAP HANA whenever possible

• No Query Panel

• No Microcube

• Optional “Go Back to Standard Mode”to get additional reporting features

SAP BusinessObjects BI 4.2 - Web Intelligence

Semantic Layer BI4.2 What’s New

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 36 PUBLIC

SAP BusinessObjects BI 4.2 – Semantic Layer

Simplification

• Linked UNX Universe

SAP Backend

Integration

• Authored SAP BEx Universe

Enable the Business

This is the current state of planning and may be changed by SAP at any time.

QUALITY

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 37 PUBLIC

Simplification

Linked UNX Universes • Parity with Universe Design Tool

• Changes to a core UNX are propagated to all derived UNX universes

• Derived UNX universes are independent universes and can be amended

SAP BusinessObjects BI 4.2 – Semantic Layer

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 38 PUBLIC

SAP Backend Integration

Authored BW Universe • Provide access to SAP BEx queries in a user-friendly way

• Utilize the fast BICS Connector to fully leverage SAP BW performance

• Auto-generated Business Layer with ability to rename, regroup and delete objects from SAP BEx

SAP BusinessObjects BI 4.2 – Semantic Layer

Crystal Reports for Enterprise BI4.2 What’s New

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 40 PUBLIC

SAP BusinessObjects BI 4.2 – Crystal Reports for Enterprise

Simplification

• Vertical Alignment of Text

Performance

Enable the Business

• QR Code and Bar Code

• Waterfall Chart

• Direct to Data

Enhancements

This is the current state of planning and may be changed by SAP at any time.

QUALITY

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 41 PUBLIC

Simplification

Vertical Alignment of Text • Set vertical Alignment of Text

SAP BusinessObjects BI 4.2 – Crystal Reports for Enterprise

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 42 PUBLIC

Enable the Business

QR Code and BAR code • Native support for QR and BAR codes

Waterfall Chart • New Waterfall Chart

Direct to Data Enhancements • Added Data Sources for support with Direct to Data

SAP BusinessObjects BI 4.2 – Crystal Reports for Enterprise

Crystal Reports 2016 BI4.2 What’s New

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 44 PUBLIC

SAP BusinessObjects BI 4.2 – Crystal Reports 2016

Simplification

• Vertical Alignment of Text

Performance

Enable the Business

• Show Parameter value

descriptions

• Conditional Formatting for

Line / Box

• Direct to Data

Enhancements

This is the current state of planning and may be changed by SAP at any time.

QUALITY

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 45 PUBLIC

Simplification

Vertical Alignment of Text • Set vertical Alignment of Text

SAP BusinessObjects BI 4.2 – Crystal Reports 2016

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 46 PUBLIC

Enable the Business

Show Parameter value description(s) • Enrich reports with the Parameter Descriptions

• Supporting multiple values of a parameter

Conditional Formatting for Line and Box • Influence Line and Box layout based on conditions

Direct to Data Enhancements • Added Data Sources for support with Direct to Data

SAP BusinessObjects BI 4.2 – Crystal Reports 2016

Analysis for OLAP BI4.2 What’s New

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 48 PUBLIC

SAP BusinessObjects BI 4.2 – Analysis for OLAP

Simplification

• HTTP Connector for SAP

HANA

• Alias Table Support in

Essbase

Performance

Enable the Business

• Currency Conversion for

SAP BW

• Break Hierarchy while

sorting

This is the current state of planning and may be changed by SAP at any time.

QUALITY

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 49 PUBLIC

Simplification

HTTP Connector for SAP HANA • Improved connectivity to SAP HANA

• New Connection type for OLAP Connections in CMC

• Support for SAP HANA SPS09 and SPS10

Alias Table Support in Essbase • Improved connectivity to Oracle Essbase

• Added support for Oracle Essbase 9 and 11

SAP BusinessObjects BI 4.2 – Analysis for OLAP

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 50 PUBLIC

Enable the Business

Currency conversion for SAP BW • Enable utilization of SAP BW’s currency conversion

• Currency Conversion available if Currency translation is available in the SAP BEx Query

Break Hierarchy while sorting • Break Hierarchy Sorting results now in sorting taking precedence over hierarchy

SAP BusinessObjects BI 4.2 – Analysis for OLAP

Mobile BI BI4.2 What’s New

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 52 PUBLIC

SAP BusinessObjects BI 4.2 – Mobile BI

Simplification for IT

• Broadcast Notifications to

Mobile users

Performance

Enable the Business

• Support of iOS Push Alerts

This is the current state of planning and may be changed by SAP at any time.

QUALITY

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 53 PUBLIC

Simplification for IT

Enable the Business

Support for iOS Push Alerts • Broadcast admin messages to Mobile BI

• Subscribe to push alerts on document updates

• Subscribe to push alerts on new BI Inbox shared documents

SAP BusinessObjects BI 4.2 – Mobile BI

SDK BI4.2 What’s New

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 55 PUBLIC

SAP BusinessObjects BI 4.2 – SDK

Simplification for IT

• Extended SDK functionality

Performance

Enable the Business

This is the current state of planning and may be changed by SAP at any time.

QUALITY

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 56 PUBLIC

Simplification for IT

Extended SDK functionality • User Management API

• Content Management API

• OpenDocument Enhancements

• Translation Manager Ehancements

• Crystal Reports SDK

SAP BusinessObjects BI 4.2 – SDK

Platform Support BI4.2 What’s New

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 58 PUBLIC

SAP BusinessObjects BI 4.2 – Platform Support

Simplification for IT

• Operating Systems

• Browsers

• Application Servers

• CMS / Audit DB

• Java Update

• LDAP Server

• AD and Security

• Other

Performance

Enable the Business

This is the current state of planning and may be changed by SAP at any time.

QUALITY

Data Access BI4.2 What’s New

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 60 PUBLIC

SAP BusinessObjects BI 4.2 – Data Access

Simplification for IT

• Big Data

• SFDC

• oDATA

• Security

• Web Services

• Data Access

Performance

• SAP ECC

• SAP BW

• Big Data

Enable the Business

This is the current state of planning and may be changed by SAP at any time.

QUALITY

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 61 PUBLIC

Key Links (1)

SAP Generic Links

• SAP Community Network : http://scn.sap.com

• SAP Road Maps in SMP : service.sap.com/roadmap

• Product Documentation : http://help.sap.com

• Product Availability Matrix : https://support.sap.com/release-upgrade-maintenance/pam.html

• Maintenance schedule : https://support.sap.com/release-upgrade-maintenance/package-stack-

schedules/analytics-maintenance-schedule.html

• Design-thinking methodology: http://scn.sap.com/community/design-thinking

• Remote Supportability: https://support.sap.com/remote-support.html

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 62 PUBLIC

Key Links (2)

SAP BI Recommended Links

• SAP BI Statement of Direction : http://www.sap.com/bin/sapcom/en_us/downloadasset.2014-09-sep-19-

21.business-intelligence-solutions-from-sap-statement-of-direction-pdf

• SAP BI Recourse Center : www.sapbi.com

• Official tutorials for SAP BI : http://sap.com/learnbi

• IT Planning Resources : https://service.sap.com/~sapidb/011000358700001160122012E

• Choosing the right BI Client : http://scn.sap.com/docs/DOC-38981

• SAP BI Sizing : www.sap.com/bisizing

• SAP BI Pattern Books :

http://wiki.scn.sap.com/wiki/display/BOBJ/SAP+Business+Intelligence+Platform+Pattern+Books

• SAP BI Platform Support Tool :

http://wiki.scn.sap.com/wiki/display/BOBJ/SAP+BI+Platform+Support+Tool

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 63 PUBLIC

Where to go to provide product feedback and ideas

Where to go to provide product feedback and ideas

• SAP Idea Place : https://ideas.sap.com

• Influence programs : http://service.sap.com/influence

• SAP User Groups : http://www.sapusergroups.com/

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 64 PUBLIC

Latest What’s New for BI4.2

You can download the latest slides for BI4.2 L1 via:

http://scn.sap.com/docs/DOC-68332

The What's New for BI4.2 L0 can be found via :

http://scn.sap.com/docs/DOC-68331

The What's New for BI4.2 L2 can be found via :

http://scn.sap.com/docs/DOC-68333

SAP BusinessObjects What’s New Collection:

http://scn.sap.com/docs/DOC-60001

© 2015 SAP SE or an SAP affiliate company. All rights reserved.

Thank You

Merlijn Ekkel

Director BI Solutions – SAP BI GTM

[email protected]

@MEatSAP

Public

© 2015 SAP SE or an SAP affiliate company. All rights reserved. 66 PUBLIC

© 2015 SAP SE or an SAP affiliate company. All rights reserved.

No part of this publication may be reproduced or transmitted in any form or for any purpose without the express permission of SAP SE or an SAP affiliate company.

SAP and other SAP products and services mentioned herein as well as their respective logos are trademarks or registered trademarks of SAP SE (or an SAP affiliate

company) in Germany and other countries. Please see http://global12.sap.com/corporate-en/legal/copyright/index.epx for additional trademark information and notices.

Some software products marketed by SAP SE and its distributors contain proprietary software components of other software vendors.

National product specifications may vary.

These materials are provided by SAP SE or an SAP affiliate company for informational purposes only, without representation or warranty of any kind, and SAP SE or its

affiliated companies shall not be liable for errors or omissions with respect to the materials. The only warranties for SAP SE or SAP affiliate company products and

services are those that are set forth in the express warranty statements accompanying such products and services, if any. Nothing herein should be construed as

constituting an additional warranty.

In particular, SAP SE or its affiliated companies have no obligation to pursue any course of business outlined in this document or any related presentation, or to develop

or release any functionality mentioned therein. This document, or any related presentation, and SAP SE’s or its affiliated companies’ strategy and possible future

developments, products, and/or platform directions and functionality are all subject to change and may be changed by SAP SE or its affiliated companies at any time

for any reason without notice. The information in this document is not a commitment, promise, or legal obligation to deliver any material, code, or functionality. All forward-

looking statements are subject to various risks and uncertainties that could cause actual results to differ materially from expectations. Readers are cautioned not to place

undue reliance on these forward-looking statements, which speak only as of their dates, and they should not be relied upon in making purchasing decisions.


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