Traditional data processing infrastructures—especially those that support applications—weren’t designed for our mobile, streaming, and online world. This O’Reilly report examines how today’s distributed, in-memory database management systems (IMDBMS) enable you to make quick decisions based on real-time data. In this report, executives from MemSQL Inc. provide options for using in-memory architectures to build real-time data pipelines. If you want to instantly track user behavior on websites or mobile apps, generate reports on a changing dataset, or detect anomalous activity in your system as it occurs, you’ll learn valuable lessons from some of the largest and most successful tech companies focused on in-memory databases. Explore the architectural principles of modern in-memory databases Understand what’s involved in moving from data silos to real-time data pipelines Run transactions and analytics in a single database, without ETL Minimize complexity by architecting a multipurpose data infrastructure Learn guiding principles for developing an optimally architected operational system Provide persistence and high availability mechanisms for real-time data Choose an in-memory architecture flexible enough to scale across a variety of deployment options Conor Doherty, Data Engineer at MemSQL, is responsible for creating content around database innovation, analytics, and distributed systems. Gary Orenstein, Chief Marketing Officer at MemSQL, leads marketing strategy, product management, communications, and customer engagement. Kevin White is the Director of of Operations and a content contributor at MemSQL. Steven Camiña is a Principal Product Manager at MemSQL. His experience spans B2B enterprise solutions, including databases and middleware platforms.

The need for fast data applications is growing rapidly, driven by the IoT, the surge in machine-to-machine (M2M) data, global mobile device proliferation, and the monetization of SaaS platforms. So how do you combine real-time, streaming analytics with real-time decisions in an architecture that’s reliable, scalable, and simple? In this O’Reilly report, Ryan Betts and John Hugg from VoltDB examine ways to develop apps for fast data, using pre-defined patterns. These patterns are general enough to suit both the do-it-yourself, hybrid batch/streaming approach, as well as the simpler, proven in-memory approach available with certain fast database offerings. Their goal is to create a collection of fast data app development recipes. We welcome your contributions, which will be tested and included in future editions of this report.

Mastering Apache Camel takes you on a journey to becoming an expert in enterprise integration with Apache Camel. Through this detailed guide, you will understand concepts like routing, message transformation, and enterprise integration patterns (EIPs). You will develop skills to efficiently integrate systems and implement robust and maintainable integration solutions. What this Book will help me do Understand key features and core concepts of Apache Camel. Implement integrations using Enterprise Integration Patterns (EIPs) effectively. Leverage Java DSL, Camel Blueprint DSL, and Spring frameworks within Camel. Debug, handle errors, and enhance the reliability of integration flows. Develop, test, and iterate your integration solutions confidently. Author(s) Jean-Baptiste Onofré is a seasoned software developer and a member of the Apache Foundation, deeply involved with the Apache Camel project. With extensive experience in enterprise application integration, he brings a wealth of knowledge in developing robust and efficient integration solutions. Jean-Baptiste excels at breaking down complex topics for learners. Who is it for? This book is ideal for software developers, architects, and engineers working on system integration or enterprise application development. It is especially suited for those familiar with basic Java programming and looking to master Apache Camel. If your goal is to streamline integration processes and enhance your enterprise systems, this is the book for you.

Storm Applied is a practical guide to using Apache Storm for the real-world tasks associated with processing and analyzing real-time data streams. This immediately useful book starts by building a solid foundation of Storm essentials so that you learn how to think about designing Storm solutions the right way from day one. But it quickly dives into real-world case studies that will bring the novice up to speed with productionizing Storm. About the Technology It's hard to make sense out of data when it's coming at you fast. Like Hadoop, Storm processes large amounts of data but it does it reliably and in real time, guaranteeing that every message will be processed. Storm allows you to scale with your data as it grows, making it an excellent platform to solve your big data problems. About the Book Storm Applied is an example-driven guide to processing and analyzing real-time data streams. This immediately useful book starts by teaching you how to design Storm solutions the right way. Then, it quickly dives into real-world case studies that show you how to scale a high-throughput stream processor, ensure smooth operation within a production cluster, and more. Along the way, you'll learn to use Trident for stateful stream processing, along with other tools from the Storm ecosystem. What's Inside Mapping real problems to Storm components Performance tuning and scaling Practical troubleshooting and debugging Exactly-once processing with Trident About the Reader This book moves through the basics quickly. While prior experience with Storm is not assumed, some experience with big data and real-time systems is helpful. About the Authors Sean Allen, Matthew Jankowski, and Peter Pathirana lead the development team for a high-volume, search-intensive commercial web application at TheLadders. Quotes Will no doubt become the definitive practitioner’s guide for Storm users. - From the Foreword by Andrew Montalenti The book’s practical approach to Storm will save you a lot of hassle and a lot of time. - Tanguy Leroux, Elasticsearch Great introduction to distributed computing with lots of real-world examples. - Shay Elkin, Tangent Logic Go beyond the MapReduce way of thinking to solve big data problems. - Muthusamy Manigandan, OzoneMedia

Vikas Bhardwaj is a Technical Architect at Syntel Inc. Vikas has 14 years of IT experience with Microsoft Technologies like BizTalk Server, .NET, C#, SQL Server. Vikas has implemented various integration solution using BizTalk Server including one of the largest implementation of BizTalk and HL7. Vikas presently lives in Nashville, Tennessee with his wife Poonam and two kids Shivam & Ayaan. You can check out Vikas' blog at http://vikasbhardwaj15.blogspot.com/ and Vikas can be contacted directly at [email protected]. HL7 for BizTalk provides a detailed guide to the planning and delivery of a HL7-compliant system using the dedicated Microsoft BizTalk for HL7 Accelerator. The HL7 Primary Standard, its various versions, and the use of the HL7 Accelerator for BizTalk are broken out and fully explained. HL7 for BizTalk provides clear guidance on the specific healthcare scenarios that HL7 is designed to overcome and provides working case study models of how HL7 solutions can be implemented in BizTalk, deployed in practice and monitored during operation. Special emphasis is given in this book to the BizTalk reporting functionality and its use to provide HL7 oversight within organizations. HL7 for BizTalk is suitable for use with BizTalk versions from 2006 R2 to 2013 R2 to suit the reader organization. All three versions of the HL7 standard and their differences, are explained. Howard S. Edidin is an integrations architect specializing in enterprise application integration. Howard runs his own consulting firm, Edidin Group, Inc, which is a Gold Member of the HL7 International Organization. Howard's firm specializes in delivering HL7 and HIPAA Healthcare solutions and providing guidance in the use of HL7 with BizTalk. Howard is active in several HL7 Working Groups and is involved with the development of a new HL7 Standard. In addition to BizTalk, Howard works with Azure, SQL Server, and SharePoint. Howard and his wife Sharon, live in a northern suburb of Chicago. Howard maintains several blogs, biztalkin-howard.blogspot.com and fhir-biztalk.com. Howard can be contacted directly at [email protected].

Construct a robust end-to-end solution for analyzing and visualizing streaming data Real-time analytics is the hottest topic in data analytics today. In Real-Time Analytics: Techniques to Analyze and Visualize Streaming Data, expert Byron Ellis teaches data analysts technologies to build an effective real-time analytics platform. This platform can then be used to make sense of the constantly changing data that is beginning to outpace traditional batch-based analysis platforms. The author is among a very few leading experts in the field. He has a prestigious background in research, development, analytics, real-time visualization, and Big Data streaming and is uniquely qualified to help you explore this revolutionary field. Moving from a description of the overall analytic architecture of real-time analytics to using specific tools to obtain targeted results, Real-Time Analytics leverages open source and modern commercial tools to construct robust, efficient systems that can provide real-time analysis in a cost-effective manner. The book includes: A deep discussion of streaming data systems and architectures Instructions for analyzing, storing, and delivering streaming data Tips on aggregating data and working with sets Information on data warehousing options and techniques Real-Time Analytics includes in-depth case studies for website analytics, Big Data, visualizing streaming and mobile data, and mining and visualizing operational data flows. The book's "recipe" layout lets readers quickly learn and implement different techniques. All of the code examples presented in the book, along with their related data sets, are available on the companion website.

RabbitMQ Essentials provides a comprehensive introduction to RabbitMQ, a versatile message broker solution frequently used in distributed systems. Through a clear set of examples and practical exercises, readers will gain the skills needed to start building robust messaging applications. What this Book will help me do Understand the core concepts and architecture of RabbitMQ. Learn how to set up RabbitMQ and develop messaging applications. Master sending, receiving, and routing messages effectively with RabbitMQ exchanging types such as direct, topic, and fanout. Implement robust error handling and monitoring mechanisms for RabbitMQ implementations. Create intelligent messaging workflows and scalable systems leveraging RabbitMQ's advanced features. Author(s) David Dossot is a seasoned software architect and developer with deep expertise in distributed systems and messaging solutions. With years of practical experience, David brings clarity and actionable insight to the complex subject of message-oriented middleware. His goal is to help technologists bridge the gap between theory and implementation. Who is it for? This book is intended for developers interested in learning how to utilize RabbitMQ for building modern messaging applications. It's suitable for readers with basic programming knowledge who want to deepen their understanding of distributed systems. Ideal for professionals seeking to implement message queuing solutions in their systems or enhance existing setups. The book progresses from beginner-friendly explanations to more advanced topics, making it a perfect choice for developers at any stage of learning RabbitMQ.

"Storm Blueprints: Patterns for Distributed Real-time Computation" takes you on a hands-on journey into understanding and implementing distributed real-time processing with Apache Storm. Through real-world examples and projects, you'll gain a sound understanding of the fundamentals and learn to design systems capable of resilient, scalable, and fast computation. What this Book will help me do Understand the essentials of Apache Storm and its architecture. Learn to deploy and manage Storm in different modes, including distributed clusters. Discover design patterns for real-time data flow in distributed systems. Master the implementation of fault tolerance and continuous availability in processing. Analyze system performance insights through practical integrations and use cases. Author(s) The author(s) of 'Storm Blueprints' bring extensive experience in distributed systems engineering and real-time computations. Their passion for sharing knowledge is evident in this approachable yet comprehensive book. With years of practical experience, they offer insights and proven techniques to empower readers to build practical distributed systems. Who is it for? This book is designed for software engineers and developers working on data pipelines and real-time processing systems. Beginners to Storm will find it an excellent introduction, while those with experience will appreciate the advanced design patterns and use cases. If you aim to leverage Storm effectively in distributed architectures, this guide is tailored for you.

This comprehensive guide prepares intermediate BizTalk developers to excel in the Microsoft BizTalk Server 2010 (70-595) certification exam. With in-depth coverage of essential concepts, practical examples, and end-to-end solutions, the book ensures you have the skills and knowledge necessary to become a BizTalk expert. What this Book will help me do Master the core architecture and functionalities of Microsoft BizTalk Server. Develop skills to create advanced schemas and maps with enhanced logic functionalities. Understand how to manage orchestrations, transactions, and handle exceptions efficiently. Learn administrative tasks, including configuration and troubleshooting, for BizTalk server environments. Explore integration with web services, WCF, and additional BizTalk features like EDI and BAM. Author(s) This book is written by a team of experienced BizTalk professionals who have hands-on working knowledge with Microsoft BizTalk Server. Their expertise encompasses enterprise-level solution architecture and implementation. They bring their comprehensive understanding and teaching aptitude together in this book, ensuring a balance of detailed technical content and accessible learning. Who is it for? This book is ideal for intermediate-level BizTalk developers focusing on obtaining the Microsoft BizTalk Server 2010 (70-595) certification. It is suitable for individuals with basic knowledge of BizTalk concepts and working with orchestrations. A foundation in WCF and understanding of EDI is recommended to benefit fully from the content of this book.

Mule in Action, Second Edition is a totally-revised guide covering Mule 3 fundamentals and best practices. It starts with a quick ESB overview and then dives into rich examples covering core concepts like sending, receiving, routing, and transforming data. About the Technology An enterprise service bus is a way to integrate enterprise applications using a bus-like infrastructure. Mule is the leading open source Java ESB. It borrows from the Hohpe/Woolf patterns, is lightweight, can publish REST and SOAP services, integrates well with Spring, is customizable, scales well, and is cloud-ready. About the Book Mule in Action, Second Edition is a totally revised guide covering Mule 3 fundamentals and best practices. It starts with a quick ESB overview and then dives into rich examples covering core concepts like sending, receiving, routing, and transforming data. You'll get a close look at Mule's standard components and how to roll out custom ones. You'll also pick up techniques for testing, performance tuning, and BPM orchestration, and explore cloud API integration for SaaS applications. Written for developers, architects, and IT managers, this book requires familiarity with Java but no previous exposure to Mule or other ESBs. What's Inside Full coverage of Mule 3 Integration with cloud services Common transports, routers, and transformers Security, routing, orchestration, and transactions About the Reader Written for developers, architects, and IT managers, this book requires familiarity with Java but no previous exposure to Mule or other ESBs. About the Authors David Dossot is a software architect and has created numerous modules and transports for Mule. John D'Emic is a principal solutions architect and Victor Romero a solutions architect, both at MuleSoft, Inc. Quotes Captures the essence of pragmatism that is the founding principle of Mule. - From the Foreword by Ross Mason, Creator of Mule A new, in-depth perspective. - Dan Barber, Penn Mutual Excellent topic coverage and code examples. - Davide Piazza, Thread Solutions srl, MuleSoft Partner This edition has grown, with more real-world examples and a thorough grounding in messaging. - Keith McAlister, CGI

Apache Camel Developer's Cookbook serves as an indispensable reference for Apache Camel developers, providing actionable recipes that you can quickly apply to your project needs. With this book, you will master common integration patterns, troubleshoot and debug routes, and secure robust integrations with practical guides that are easy to follow and implement. What this Book will help me do Understand the structure and lifecycle of an Apache Camel integration project. Implement Enterprise Integration Patterns effectively in your integrations. Perform advanced message transformation and routing tasks fluently using Apache Camel. Gain proficiency in testing and debugging your Apache Camel routes for robustness. Apply security measures and explore transaction management for secure and reliable integrations. Author(s) The authors of Apache Camel Developer's Cookbook are seasoned experts in middleware and integration technologies, with years of experience working with Apache Camel. They bring a practical, hands-on approach to this book, focusing on actionable tips that reflect real-world scenarios. Their passion for efficient integration solutions shines through in every recipe, ensuring readers are well-equipped to tackle their projects. Who is it for? This book is ideal for Java developers with some prior exposure to Apache Camel who are looking to deepen their understanding of the tool. If you are building or maintaining enterprise integration solutions and wish to enhance your practical knowledge, this book is for you. It's suitable for both developers working on existing Camel projects and those starting new ones. Whether you're integrating messaging systems, APIs, or handling data workflows, this cookbook provides the answers you need.

The "RabbitMQ Cookbook" is a hands-on guide to mastering RabbitMQ, a powerful and versatile message broker enabling efficient communication between distributed applications. Through practical recipes, you will learn the concepts and techniques for building scalable, reliable, and robust messaging systems. What this Book will help me do Implement and optimize RabbitMQ message brokers for distributed systems. Create RabbitMQ integrations with protocols like MQTT and STOMP. Develop scalable and high-availability RabbitMQ cluster solutions. Deploy and manage RabbitMQ in cloud environments like AWS. Extend RabbitMQ functionalities by creating custom plugins in Erlang. Author(s) The authors of "RabbitMQ Cookbook" are seasoned software architects and developers with extensive hands-on experience with RabbitMQ. They have utilized RabbitMQ in real-world projects to provide innovative solutions for scalable distributed systems. Their collaborative approach focuses on breaking down complex topics into actionable, practical lessons that empower readers to develop their skills. Who is it for? This book is perfect for software developers and architects aiming to design scalable and distributed systems. If you have a basic understanding of web, cloud, and multithreading concepts, this book will provide you with valuable tools and techniques to incorporate RabbitMQ effectively into your projects. It bridges the gap between theoretical concepts and practical implementation with detailed examples.

eliminates the complexity anddemonstrates how to build both inbound and outbound EDI 834 processes inBizTalk server that follow the required patterns for integrations with theseexchanges. Archiving, mapping,reconstituting EDI 837 data, exception handling and advanced logging andreporting (without the need for BAM!) are all covered in enough detail to allowyou to implement your own fully functional solution. BizTalk 2013 EDI for Healthcare – EDI 834Enrollment Solutions The Affordable CareAct and the requirements to integrate with state Exchanges have securedBizTalk's role with integrations within the healthcare industry. EDI 834 documents are the heart to allintegrations, dealing with enrollment and the maintenance of enrollments. In order to successfully integrate with theexchanges, companies are required to implement a number of architectural componentsthat can be daunting and complex to work through. High-quality resources for IT professional to handle these challenges are sorely needed, and this resource has been designed to provide concise solutions. What you'll learn Learn how to develop complete end to end EDI 834 solutions, both inbound and outbound Create a solution that demonstrates how to integrate with state Exchanges Explore options for custom pipeline components, archiving patterns, lookups Detailed information for advanced 834 EDI mapping Who this book is for BizTalk administrators and developers, as well as management personnel connected with these positions.

BizTalk 2013 Recipes provides ready-made solutions to BizTalk Server 2013 developers. The recipes in the book save you the effort of developing your own solutions to common problems that have been solved many times over. The solutions demonstrate sound practice, the result of hard-earned wisdom by those who have gone before. Presented in a step-by-step format with clear code examples and explanations, the solutions in BizTalk 2013 Recipes help you take advantage of new features and deeper capabilities in BizTalk Server 2013. You'll learn to integrate your solutions with the cloud, configure BizTalk on Azure, work with electronic data interchange (EDI), and deploy the growing range of adapters for integrating with the different systems and technologies that you will encounter. You'll find recipes covering all the core areas: schemas, maps, orchestrations, messaging and more. BizTalk Server 2013 is Microsoft's market-leading platform for orchestrating process flow across disparate applications. BizTalk 2013 Recipes is your key to unlocking the full power of that platform. What you'll learn Automate business processes across different systems in your enterprise. Build, test, and deploy complex maps and schemas. Implement the business rules engine (BRE). Develop business activity monitoring (BAM) solutions. Manage electronic data interchange (EDI) with trading partners. Monitor and troubleshoot automated processes. Deploy BizTalk to Azure and build cloud based solutions. Who this book is for BizTalk 2013 Recipes is aimed at developers working in Microsoft BizTalk Server 2013. Experienced BizTalk developers will find great value in the information around new functionality in the 2013 release such as that for cloud based integrations. Those brand new to BizTalk will appreciate the clear examples of core functionality that help them understand how best to design and deploy BizTalk Server solutions.

This book, 'Instant Apache Camel Messaging System,' focuses on using the Apache Camel framework to solve integration challenges between applications and systems. By working through practical examples, you'll learn to set up, develop, and configure efficient data flows using Camel. What this Book will help me do Effectively integrate Apache Camel into your application. Develop applications using unit tests, mocks, and test-first approaches. Configure Camel applications with the Spring Framework. Implement POJO beans in your Camel configurations for flexible workflows. Utilize modern Java DSL within Camel for an optimized integration experience. Author(s) Evgeniy Sharapov is an experienced software developer with a deep understanding of integration frameworks. His professional expertise encompasses Apache Camel and Java-based solutions. Evgeniy's writing style is focused and practical, delivering essential knowledge to developers. Who is it for? This book is best suited for Java developers who want a clear pathway to using Apache Camel. Whether you're tackling an integration project or learning Camel for the first time, this guide is structured to meet your needs. Beginners to Camel will feel supported, while those experienced in integration can solidify their foundation. Readers should be familiar with Java development and seek to learn practical integration methodologies.

Building a successful supply chain processing EDI implementation in BizTalk Server can be complex. Decisions must be made around how to extract and publish data, how to map to the various EDI standards, and how to appropriately batch and deliver data. If architected properly, your BizTalk solution can be highly efficient, simple, and something that can be managed and extended for years to come. The topics in this book include building complete inbound and outbound solutions for 810, 845, and 850 EDI document types, which will lay the groundwork for any document type you may be implementing. In addition, topics on how to set up FTP, SFTP, and AS2 protocols for document exchange, working with 997/999 acknowledgements, and creating custom applications for archiving and monitoring data are included. Covering mapping, architectural patterns, orchestrations, trading partner configurations, AS2, SFTP, FTP, usage of role links, and data routing, you will find that BizTalk 2013 EDI for Supply Chain Management gives you the detail and knowledge needed for success with your own implementations. What you'll learn Successfully create professional, industry-standard and compliant implementations Build fully operational inbound and outbound processes using AS2, SFTP, and FTP Integrate with SQL Server, .NET Libraries, and other platforms and technologies Develop maps, schemas, orchestrations and configure encrypted file delivery Configure role links to allow for shipment of outbound data to multiple parties Who this book is for BizTalk Developers, technical architects, and executives of manufacturing or supply companies looking to implement EDI on BizTalk

Instant Apache Camel Message Routing is your guide to understanding and implementing integration solutions using Apache Camel. This book introduces you to Camel's routing capabilities and enterprise integration patterns, making it accessible for learners aiming to streamline their message handling processes. With a concise and practical approach, this book helps you quickly gain valuable routing and integration skills. What this Book will help me do Gain an in-depth understanding of Apache Camel's architecture and message routing capabilities. Learn to implement enterprise integration patterns such as content-based routing and dynamic routing effectively. Get hands-on experience with Camel's components for connecting disparate systems with ease. Master advanced Camel features like parallel processing, message splitting, and aggregation techniques. Develop robust message error handling strategies using Camel's error handling capabilities. Author(s) Bilgin Ibryam, the author of this concise guide, is an experienced software engineer specializing in application integration and distributed systems. With a deep understanding of Apache Camel and related technologies, he offers a step-by-step approach to teach effective message routing. Bilgin's writing style focuses on clarity and practical learning to empower developers. Who is it for? This book is tailored for Java developers eager to learn about Apache Camel and message routing. Beginners will appreciate the structured introduction to integration patterns, while intermediate learners can benefit from the deep dive into Camel's advanced features. It's ideal for developers seeking to connect applications seamlessly using a powerful, open-source tool.

This book, 'Microsoft BizTalk ESB Toolkit 2.1,' provides a detailed and practical guide to implementing enterprise integration solutions using Microsoft's robust Toolkit. You'll explore architectural principles, key components, and advanced features, allowing you to create efficient and scalable integration infrastructures. What this Book will help me do Understand the architecture and core principles of the ESB Toolkit. Learn to use Itinerary components to manage and drive flexible service compositions. Master the error handling features of the toolkit to ensure reliability in integration processes. Explore the ESB Management Portal for operational and administrative tasks. Gain hands-on experience with the Toolkit's web services for extending applications. Author(s) The content in this book is developed by a team of technical writers and software experts who specialize in enterprise integration and BizTalk solutions. With collective years of experience and deep knowledge about BizTalk Server and related enterprise tools, the authors aim to deliver practical and applicable insights in a clear and effective manner. Who is it for? This book is ideal for BizTalk developers aiming to deepen their expertise in using the ESB Toolkit, architects wanting to understand its role in enterprise service integration, and IT managers seeking to improve their service-oriented architecture. New users who wish to get acquainted with the ESB Toolkit will also find value in its step-by-step walkthroughs.

Five or six years ago, analysts working with big datasets made queries and got the results back overnight. The data world was revolutionized a few years ago when Hadoop and other tools made it possible to getthe results from queries in minutes. But the revolution continues. Analysts now demand sub-second, near real-time query results. Fortunately, we have the tools to deliver them. This report examines tools and technologies that are driving real-time big data analytics.

Instant Apache ActiveMQ Messaging Application Development How-to is a concise guide to building messaging applications using ActiveMQ and the JMS API. It covers the critical concepts and hands-on examples for utilizing ActiveMQ's messaging capabilities. You will learn how to implement both basic and advanced messaging functionalities in your applications. What this Book will help me do Master the setup of Apache ActiveMQ brokers for development environments. Develop message-driven applications using Java Message Service (JMS) API. Leverage message queues and topics to broadcast and manage asynchronous communication. Implement advanced messaging features such as message scheduling and fault tolerance. Integrate ActiveMQ directly into JVM-based applications for seamless operation. Author(s) Timothy A. Bish, an experienced software developer, specializes in messaging systems and ActiveMQ. With extensive knowledge in JMS and message-based application development, he provides clear and usable guidance to developers. His practical approach ensures that readers gain both foundational understanding and advanced skills effectively. Who is it for? This book is ideal for software developers who are new to messaging systems and wish to explore Java Message Service (JMS) with a focus on ActiveMQ. It is suitable for professionals aiming to build robust communication systems and developers wanting to expand their expertise in real-time event-driven applications. Beginners with basic Java knowledge will find this approachable and highly educational.