Practical Guide To Sap Hana And Big Data Analytics

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Practical Guide to SAP HANA and Big Data Analytics

Author : Dominique Alfermann
Publisher : Espresso Tutorials GmbH
ISBN 13 : 3960128649
Total Pages : 235 pages
Book Rating : 4.9/5 (61 download)

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Book Synopsis Practical Guide to SAP HANA and Big Data Analytics by : Dominique Alfermann

Download or read book Practical Guide to SAP HANA and Big Data Analytics written by Dominique Alfermann and published by Espresso Tutorials GmbH. This book was released on 2018-12-20 with total page 235 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this book written for SAP BI, big data, and IT architects, the authors expertly provide clear recommendations for building modern analytics architectures running on SAP HANA technologies. Explore integration with big data frameworks and predictive analytics components. Obtain the tools you need to assess possible architecture scenarios and get guidelines for choosing the best option for your organization. Know your options for on-premise, in the cloud, and hybrid solutions. Readers will be guided through SAP BW/4HANA and SAP HANA native data warehouse scenarios, as well as field-tested integration options with big data platforms. Explore migration options and architecture best practices. Consider organizational and procedural changes resulting from the move to a new, up-to-date analytics architecture that supports your data-driven or data-informed organization. By using practical examples, tips, and screenshots, this book explores: - SAP HANA and SAP BW/4HANA architecture concepts - Predictive Analytics and Big Data component integration - Recommendations for a sustainable, future-proof analytics solutions - Organizational impact and change management

A Practical Guide to SAP Data Warehouse Cloud

Author : Klaus-Peter Sauer
Publisher : Espresso Tutorials GmbH
ISBN 13 : 3960121261
Total Pages : 279 pages
Book Rating : 4.9/5 (61 download)

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Book Synopsis A Practical Guide to SAP Data Warehouse Cloud by : Klaus-Peter Sauer

Download or read book A Practical Guide to SAP Data Warehouse Cloud written by Klaus-Peter Sauer and published by Espresso Tutorials GmbH. This book was released on 2022-07-28 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn about the advantages of SAP Data Warehouse Cloud (DWC): from data management all the way through to visualization, this book covers all the tools you need to set up a modern, cloud-based data warehouse landscape. You can even set up hybrid architectures or convert on-premise SAP BW systems to the SAP BW Bridge. Operating departments will learn how they can use virtual work areas (spaces) to enrich central corporate data with local data without having to copy data or download files. New findings can be easily shared with others. For IT employees in particular, there is an extensive introduction to modeling and the Data Builder. With the editors and functionalities of this tool, you get to know the technical implementation of data modeling in more detail. In addition, the Business Builder offers professional users a simplified analysis of data by reducing the time required for semantic modeling and enrichment of data. After discussing important aspects of the configuration and security of SAP Data Warehouse Cloud, the author looks at the developments that can be expected for this highly dynamic topic in the future. - Basic principles of SAP Data Warehouse Cloud - Virtual interaction between operating departments and IT via spaces - Separation of semantic modeling and the data layer - SAP BW Bridge and Hybrid landscapes

SAP BW 7. 4--Practical Guide

Author : Amol Palekar
Publisher : SAP PRESS
ISBN 13 : 9781493211913
Total Pages : 0 pages
Book Rating : 4.2/5 (119 download)

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Book Synopsis SAP BW 7. 4--Practical Guide by : Amol Palekar

Download or read book SAP BW 7. 4--Practical Guide written by Amol Palekar and published by SAP PRESS. This book was released on 2015 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Don't just read about SAP BW - get your hands dirty with this updated, must-have guide. Tackle all of the common tasks you'll encounter when working with SAP BW, from creating objects, to extracting and transforming data, to mastering the BEx tools. Keep your skills sharp with information new to this edition, including updates for SAP BW 7.4 and BW on SAP HANA. And follow along with a comprehensive case study to cement your knowledge. Detailed Steps for Working with SAP BW Get click-by-click instructions with guiding screenshots that will answer your questions and get you working in your own SAP BW system. Supplements and Bonus Material Find helpful lists of transaction codes, SAP Notes, data for the case study, and sample code downloads. Content New to this Edition Comprehensive updates include information on planning with DSOs, query execution in BW on HANA, SAP Lumira, and so much more. Highlights: InfoObjects Master data DataStore objects InfoCubes InfoProviders Data extraction BEx Query Designer BEx Web Application Designer Reporting and analysis Planning applications SAP HANA

Practical Data Science with SAP

Author : Greg Foss
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1492046450
Total Pages : 332 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Practical Data Science with SAP by : Greg Foss

Download or read book Practical Data Science with SAP written by Greg Foss and published by "O'Reilly Media, Inc.". This book was released on 2019-09-18 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how to fuse today's data science tools and techniques with your SAP enterprise resource planning (ERP) system. With this practical guide, SAP veterans Greg Foss and Paul Modderman demonstrate how to use several data analysis tools to solve interesting problems with your SAP data. Data engineers and scientists will explore ways to add SAP data to their analysis processes, while SAP business analysts will learn practical methods for answering questions about the business. By focusing on grounded explanations of both SAP processes and data science tools, this book gives data scientists and business analysts powerful methods for discovering deep data truths. You'll explore: Examples of how data analysis can help you solve several SAP challenges Natural language processing for unlocking the secrets in text Data science techniques for data clustering and segmentation Methods for detecting anomalies in your SAP data Data visualization techniques for making your data come to life

Practical Guide to SAP Core Data Services (CDS)

Author : Deepa Rawat
Publisher :
ISBN 13 : 9783960125242
Total Pages : 196 pages
Book Rating : 4.1/5 (252 download)

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Book Synopsis Practical Guide to SAP Core Data Services (CDS) by : Deepa Rawat

Download or read book Practical Guide to SAP Core Data Services (CDS) written by Deepa Rawat and published by . This book was released on 2019-12-08 with total page 196 pages. Available in PDF, EPUB and Kindle. Book excerpt: Core Data Services (CDS) is SAP's method of defining persistent data models in the database layer. CDS is a key piece of the SAP HANA landscape, speeding up data retrieval by pushing database processing to the database engine. This books provides a practical introduction to the SQL-based functionality and methods. Learn how to use SAP HANA Studio to utilize perspectives to create objects in the SAP HANA database, including the SAP HANA development perspective. Use syntax to create non-CDS database artifacts via SAP HANA Studio development perspective using SAP HANA XS Classic. Explore CDS artifacts, how to use SAP HANA XS to define an artifact, and dive into a detailed example of how to create objects using a CDS concept. Learn how to create CDS objects using SAP HANA web-based development workbench, SAP Web IDE for SAP HANA, and SAP HANA Studio ABAP Workbench. Explore two methods to extract data from CDS views using ABAP. - Get an introduction to CDS and SAP HANA Studio - Create CDS views and code new structures in ABAP - Use templates, associations, and annotations - Explore select clauses and aggregate functions

SAP BW/4HANA and BW on HANA

Author : Frank Riesner
Publisher : Espresso Tutorials GmbH
ISBN 13 : 3960121504
Total Pages : 253 pages
Book Rating : 4.9/5 (61 download)

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Book Synopsis SAP BW/4HANA and BW on HANA by : Frank Riesner

Download or read book SAP BW/4HANA and BW on HANA written by Frank Riesner and published by Espresso Tutorials GmbH. This book was released on 2017 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: SAP BW/4HANA has introduced a new era in data warehousing at SAP. Further steps towards simplification, flexibility, and performance are now possible with SAP HANA as the proven technological basis. SAP BW/4HANA offers modern concepts for data management, operation, and modeling and thus opens the door for fully innovative application scenarios. This book will show you how the SAP HANA database influences the Business Warehouse and how you can optimize your system. As a practical guide, the book is aimed at experienced SAP BW experts as well as decision makers who need a well-grounded overview. The authors address the versions SAP BW/4HANA 1.0 and SAP BW 7.5 in equal measure, highlighting new functions and differences. The book also focuses on the migration options and conversion tools for moving to SAP BW/4HANA. Use this reference book to enter the world of SAP BW with SAP HANA as the database platform! - Migration, sizing, operation, data management with SAP BW/4HANA and SAP BW 7.5 on HANA - The new central source Systems SAP HANA and ODP - New modeling options, mixed scenarios, LSA++, and differences compared to SAP BW 7.5 - The role of BW in operational SAP reporting

Practical Guide to SAP Business Partner Functions and Integration with SAP S/4HANA

Author : Robin Schneider
Publisher : Espresso Tutorials GmbH
ISBN 13 : 3960126921
Total Pages : 237 pages
Book Rating : 4.9/5 (61 download)

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Book Synopsis Practical Guide to SAP Business Partner Functions and Integration with SAP S/4HANA by : Robin Schneider

Download or read book Practical Guide to SAP Business Partner Functions and Integration with SAP S/4HANA written by Robin Schneider and published by Espresso Tutorials GmbH. This book was released on 2020-07-15 with total page 237 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the conversion from SAP ERP to SAP S/4HANA, the concept of classic customers and vendors is a thing of the past. SAP Business Partner is now the leading object for processing master data information for customers and vendors. Transactions such as FD01/FK01, FD02/FK02 and XK01/XK02 are automatically redirected to the leading transaction BP. In this practical guide, learn step by step how to work with SAP Business Partner, including primary customization settings, and the creation of an SAP business partner with single and grouped roles. Specialized topics such as search help, field attributes, and authorizations are also covered. A comparison of greenfield and brownfield approaches is an essential aspect of this book. For readers who want, or need, to migrate their current data, guidance is provided on business partner conversion types. This guide pays special attention to master data synchronization via the CVI Cockpit, including the assignment of number ranges and intervals. - The SAP Business Partner concept - SAP Business Partner integration in SAP ERP and SAP S/4HANA - SAP Business Partner synchronization and Customer-Vendor Integration (CVI) - Overview of customization settings and master data maintenance

SAP NetWeaver BW 7.3

Author : Amol Palekar
Publisher : SAP PRESS
ISBN 13 : 9781592294442
Total Pages : 0 pages
Book Rating : 4.2/5 (944 download)

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Book Synopsis SAP NetWeaver BW 7.3 by : Amol Palekar

Download or read book SAP NetWeaver BW 7.3 written by Amol Palekar and published by SAP PRESS. This book was released on 2013 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: They say that the best way to learn is by doing. With this practical guide to SAP NetWeaver BW, put that theory to the test. Start with conceptual explanations and then dive straight into real-world application--all with the help of a case study that teaches you how to meet common business intelligence requirements. Whether you want to create objects, extract and transform data, or master the BEx tools, this book is all the help you need. 1. From Beginner to ExpertStart with the basics and move to the advanced--from InfoObjects to Open Hub, you'll be guided every step of the way. 2. Hands-on ExperienceDo more than learn what DSOs and InfoCubes are--use step-by-step instructions and hundreds of screenshots to actually create them yourself. 3. Practical Business ScenarioGet to know ABCD Corp., the fictional company that serves as the basis for your training. As you use SAP NetWeaver BW to meet its business requirements, you'll learn essential skills for working in the system. 4. Changes in Release 7.3Update your skills for the latest release. With information on graphical modeling, new types of InfoProviders, BW Workspaces, and SAP HANA, even experienced SAP NetWeaver BW users will find something new. 5. Data Files for DownloadDownload the bonus data files for ABCD Corp., which will give you everything you need tocreate the necessary objects and practice the tasks described in the book. Highlights: InfoObjects DataStore objects InfoCubes InfoProviders MultiProviders Process chains Extraction, transformation, and loading BEx tools Planning applications SAP BusinessObjects BI Administration Open Hub SAP HANA

Practical Guide to SAP GTS Part 1: SPL Screening and Compliance Management

Author : Rajen Iyer
Publisher : Espresso Tutorials GmbH
ISBN 13 :
Total Pages : 214 pages
Book Rating : 4./5 ( download)

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Book Synopsis Practical Guide to SAP GTS Part 1: SPL Screening and Compliance Management by : Rajen Iyer

Download or read book Practical Guide to SAP GTS Part 1: SPL Screening and Compliance Management written by Rajen Iyer and published by Espresso Tutorials GmbH. This book was released on with total page 214 pages. Available in PDF, EPUB and Kindle. Book excerpt: SAP Global Trade Services (GTS) helps companies maximize supply chain performance and reduces the overall cost and risk of global trade by ensuring regulatory compliance, accelerating trade activity, and enabling trade compliance automation. The Practical Guide to SAP GTS helps the user navigate the system, while offering compliance insight to maximize their return on investment. Dive into difficult-to-navigate menus and review available functionality. Using screenshots and detailed instructions, readers will obtain best practices for meeting and exceeding compliance standards. Includes suggested audit plans to sustain long term compliance. The book is current to version 10.1 and explores version 11.0 and its new features. This book offers: - Tips and tricks for leveraging SAP GTS to automate trade compliance - Walk step by step through business processes - Overview of regulatory requirements and compliance suggestions - Review of Version 11.0 with screenshots

Big Data Analytics

Author : Kim H. Pries
Publisher : CRC Press
ISBN 13 : 1482234521
Total Pages : 576 pages
Book Rating : 4.4/5 (822 download)

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Book Synopsis Big Data Analytics by : Kim H. Pries

Download or read book Big Data Analytics written by Kim H. Pries and published by CRC Press. This book was released on 2015-02-05 with total page 576 pages. Available in PDF, EPUB and Kindle. Book excerpt: With this book, managers and decision makers are given the tools to make more informed decisions about big data purchasing initiatives. Big Data Analytics: A Practical Guide for Managers not only supplies descriptions of common tools, but also surveys the various products and vendors that supply the big data market.Comparing and contrasting the dif

DATA MIGRATION MANAGEMENT FOR SAP S/4HANA

Author : ALEKSEI. ARZIAEV
Publisher :
ISBN 13 : 9789798868801
Total Pages : 0 pages
Book Rating : 4.8/5 (688 download)

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Book Synopsis DATA MIGRATION MANAGEMENT FOR SAP S/4HANA by : ALEKSEI. ARZIAEV

Download or read book DATA MIGRATION MANAGEMENT FOR SAP S/4HANA written by ALEKSEI. ARZIAEV and published by . This book was released on 2024 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Practical Guide to Advanced DSOs in SAP

Author : Deepa Rawat
Publisher : Espresso Tutorials GmbH
ISBN 13 : 396012449X
Total Pages : 178 pages
Book Rating : 4.9/5 (61 download)

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Book Synopsis Practical Guide to Advanced DSOs in SAP by : Deepa Rawat

Download or read book Practical Guide to Advanced DSOs in SAP written by Deepa Rawat and published by Espresso Tutorials GmbH. This book was released on 2018 with total page 178 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book delves into the fundamentals of SAP BW based on SAP HANA Advanced Data Store Objects (aDSOs). Explore the various aDSO types and templates available and learn how to quickly create aDSOs specific to your business needs. Create, manage, and use aDSOs tables enhanced reporting capabilities. Dive into new objects in SAP BW on SAP HANA including open ODS views, composite providers, and advanced DSOs. Explore data modeling with SAP HANA Studio, using composite providers, advanced DSOs, open ODS views, and InfoObjects. Walk through detailed example of how to use templates, embed aDSOs in queries, and create your first query using field-based modeling. Get detailed information and guidelines on how to create a data acquisition layer, corporate memory, and data warehouse layer for delta calculation and datamart. By using practical examples, tips, and screenshots, this book explores: - Fundamentals of Advanced Data Store Objects - Modeling with SAP HANA Studio - How to create an SAP HANA-optimized InfoProvider - Examples and screenshots based on real-world scenarios

Practical Guide to Data Migration with SAP S/4HANA Migration Cockpit

Author : Uche Nnene
Publisher :
ISBN 13 : 9783960128175
Total Pages : 268 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Practical Guide to Data Migration with SAP S/4HANA Migration Cockpit by : Uche Nnene

Download or read book Practical Guide to Data Migration with SAP S/4HANA Migration Cockpit written by Uche Nnene and published by . This book was released on 2020-04 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: If you work in a company that uses SAP or other non-SAP ERP systems and are looking at migrating to the latest digital core from SAP, whether the cloud or on-premise edition, then this book is for you! Explore your options for transitioning to SAP S/4HANA. Walk in detail through the phases of a data migration project using SAP Activate methodology. Identify SAP rapid data migration best practices for SAP S/4HANA with SAP Data Services. Learn about methods for migrating data to a new SAP implementation scenario, as well as the SAP Data Services architecture that deals with the process of extraction, transformation, and load (ETL) of data. Examine the steps required to execute the migration within the ETL stages and how SAP Data Services can be extended to meet additional migration needs. Take a deep dive into SAP S/4HANA migration cockpit and SAP S/4HANA migration object modeler. Walk through the steps required for migrating data from source systems to SAP S/4HANA (on-premise or cloud edition) using the preconfigured data migration objects delivered by SAP. Delve into the process of creating a migration project and generating the upload template, as well as the steps for uploading and validating the data, including error handling. Review the various migration options and tools available for migrating your legacy data to SAP S/4HANA (on-premise or cloud edition). Data migration scenarios and tools for moving data to S/4HANA Plan an S/4HANA data migration using SAP Activate methodology Step-by-step guide for using S/4HANA migration cockpit and S/4HANA migration object modeler Evaluate S/4HANA migration tools

SAP Data Services

Author : Bing Chen
Publisher : SAP PRESS
ISBN 13 : 9781493211678
Total Pages : 0 pages
Book Rating : 4.2/5 (116 download)

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Book Synopsis SAP Data Services by : Bing Chen

Download or read book SAP Data Services written by Bing Chen and published by SAP PRESS. This book was released on 2015 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: It's time to extract, transform, and load your skills on managing enterprise data With this book on SAP Data Services, you'll be an expert in no time. After learning about topics like planning, blueprinting, and integrating SAP Data Services, you'll get into the core of the book - detailed steps on how to perform Data Services tasks. Get the skills you need for your daily job, from basic tasks like designing objects, to advanced duties like analyzing unstructured text. Starting with Data Services Set up your Data Services foundation. Learn how to plan for Data Services in your organization, then how to install, configure, and get working with it. Data Services Tasks Regardless of your skillset, you'll find essential information on the tasks you'll encounter when working with Data Services. Learn how to architect jobs with performance, transparency, supportability, and cost in mind. Integration Data Services plays well with others. This book explores two common integration scenarios: data warehousing and retail environments. Learn how to overcome common challenges and see frequently used scenarios. Highlights: Data Services architecture and OS Enterprise information management Installation: Windows and Linux Configuration Troubleshooting Data Services objects Datastores Data Services scripting language Social media analytics Information Steward Integration: data warehousing and retail

A Practical Guide to SAP S/4HANA Financial Accounting

Author : Oona Flanagan
Publisher : Espresso Tutorials GmbH
ISBN 13 : 3960128150
Total Pages : 312 pages
Book Rating : 4.9/5 (61 download)

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Book Synopsis A Practical Guide to SAP S/4HANA Financial Accounting by : Oona Flanagan

Download or read book A Practical Guide to SAP S/4HANA Financial Accounting written by Oona Flanagan and published by Espresso Tutorials GmbH. This book was released on 2019-12-10 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: Take an in-depth look at how basic financial accounting processes work in SAP S/4HANA in this practical guide. Learn about the SAP Fiori launchpad and how to find your way around the many apps available for finance with the help of screenshots and examples. Understand the finance organizational structure and master data and discover some of the SAP Best Practices for finance such as accounts payable and receivable, credit management, asset accounting, cash and bank management, and closings. Explore different ways to enter and upload G/L journal entries and what is meant by the Universal Journal. Run through the bank postings and different options for the bank statements. Go deeper into the structure of asset accounting, including the chart of depreciation, depreciation areas, asset classes, and depreciation methods. Learn about multidimensional reporting, KPIs, and the various analytical apps supplied with SAP S/4HANA.

- Financial accounting processes in SAP S/4HANA
- Finance organizational structure, key financial master data
- Daily transactions using SAP Fiori apps
- SAP Fiori apps for displaying and reporting financial data

The SAP BW to HANA Migration Handbook

Author : Rob Frye
Publisher : Espresso Tutorials GmbH
ISBN 13 : 150852761X
Total Pages : 226 pages
Book Rating : 4.5/5 (85 download)

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Book Synopsis The SAP BW to HANA Migration Handbook by : Rob Frye

Download or read book The SAP BW to HANA Migration Handbook written by Rob Frye and published by Espresso Tutorials GmbH. This book was released on 2015-03-07 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt: SAP HANA has revolutionized the way we store data and architect reporting solutions. This book provides a step-by-step guide for moving an existing SAP BW system on any database to SAP HANA. Identify the differences between the database migration option (DMO) process and other options. Get sample staffing plans, tools for hardware sizing and planning, and budgeting tips for planning your migration project. Walk through the process for cleaning your SAP Business Warehouse (BW) system prior to migration and find out how doing so can reduce your SAP BW on HANA implementation costs. Walk through DMO process prerequisites and examine the SAP BW on HANA Migration Cockpit in detail. Get step-by-step instructions for executing a SAP BW on HANA migration using DMO and get tips based on lessons learned from the world’s largest DMO migration project. Walk away with best practices for monitoring the health of your SAP HANA implementation. Using practical examples, tips, and screenshots, the authors provide expert strategies to help your company’s migration project succeed. - Proven techniques for planning and executing a successful migration
- Building a solid migration business case - Sizing and optimization of SAP BW on SAP HANA - Step-by-step runbook for the migration process

Real Time Analytics with SAP HANA

Author : Vinay Singh
Publisher : Packt Publishing Ltd
ISBN 13 : 1782174125
Total Pages : 227 pages
Book Rating : 4.7/5 (821 download)

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Book Synopsis Real Time Analytics with SAP HANA by : Vinay Singh

Download or read book Real Time Analytics with SAP HANA written by Vinay Singh and published by Packt Publishing Ltd. This book was released on 2015-10-30 with total page 227 pages. Available in PDF, EPUB and Kindle. Book excerpt: Enhance your SAP HANA skills using this step-by-step guide to creating and reporting data models for real-time analytics About This Book This book will help you to process analytical and transactional data in real time with the help of SAP HANA. Walk through the steps of the data modeling process and build various data models and artifacts in SAP HANA Studio. Packed with rich examples and use cases that are closely focused on developing real-time applications. Who This Book Is For If you are a SAP HANA data modeler, developer, implementation/migration consultant, project manager, or architect who is responsible for implementing/migrating to SAP HANA, then this book is for you. What You Will Learn Get to grips with the basic building blocks of Analytics/Data models in the SAP HANA environment. Discover various schemas, modeling principles, Joins, and the architecture of the SAP HANA engine. Build data models and artifacts in Sap HANA Studio. Design decision tables and understand the concept of transport management in the SAP HANA landscape. Work with the different views in SAP HANA Studio. Explore full-text search and fuzzy search in SAP HANA. Create your own scenarios and use cases using sample data and code. In Detail SAP HANA is an in-memory database created by SAP. SAP HANA breaks traditional database barriers to simplify IT landscapes, eliminating data preparation, pre-aggregation, and tuning. SAP HANA and in-memory computing allow you to instantly access huge volumes of structured and unstructured data, including text data, from different sources. Starting with data modeling, this fast-paced guide shows you how to add a system to SAP HANA Studio, create a schema, packages, and delivery unit. Moving on, you'll get an understanding of real-time replication via SLT and learn how to use SAP HANA Studio to perform this. We'll also have a quick look at SAP Business Object DATA service and SAP Direct Extractor for Data Load. After that, you will learn to create HANA artifacts—Analytical Privileges and Calculation View. At the end of the book, we will explore the SMART DATA access option and AFL library, and finally deliver pre-packaged functionality that can be used to build information models faster and easier. Style and approach This is an easy-to-follow, step-by-step, rapid guide to help you learn analytics in SAP HANA through ample hands-on exercises and use case scenarios.