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Discover how Delta Lake simplifies the process of building data lakehouses and data pipelines at scale. With this practical guide, data engineers, data scientists, and data analysts will explore key data reliability challenges and learn to apply modern data engineering and management techniques. You'll also understand how ACID transactions bring reliability to data lakehouses at scale. Authors Denny Lee, Prashanth Babu, Tristen Wentling, and Scott Haines explain how to harness the power of Delta Lake to increase your data productivity at scale. You'll learn how to run batch and streaming jobs concurrently on your data lake and accelerate the usability of your data by building effective and high-quality end-to-end pipelines, from data ingestion to analytics. This book helps you: Understand key data reliability challenges Examine data management and engineering techniques using the modern data stack Realize data reliability improvements using Delta Lake Concurrently run streaming and batch jobs against your data lake Execute update, delete, and merge commands Use time travel to rollback and examine previous versions of your data Build a streaming data quality pipeline following the medallion construct About the authors: Denny Lee is a Delta Lake maintainer and Apache Spark and MLflow contributor. Prashanth Babu is a Delta practitioner who works at Databricks. Tristen Wentling is a Delta practitioner who works at Databricks. Scott Haines is an Apache Spark and Delta Lake contributor who works at Nike.

The software architect role is evolving. As systems and distributed teams become more complex, it's often impossible for architects to be everywhere they need to be. To be effective, consultants and in-house architects alike have to move constantly from client to client or team to team to collaborate and work with code. And the situation is reaching a breaking point. There's a better way. Andrew Harmel-Law, tech principal at Thoughtworks, shows you how architects and development teams can collaborate effectively and efficiently on the architectures of their systems. Techniques in this book help you ensure that everyone and everything is working toward the same goal. You'll learn how to create a collaborative, decentralized mindset that allows everyone to do architecture and build the best systems they've ever experienced. With this book, you will: Understand the new dynamics that affect modern software delivery and how to take advantage of them to optimize for fast flow and continuous feedback Learn a methodology that brings software architecture and development together in partnership Nurture the fundamental interplay of decisions, advice, autonomy, and architecture Initiate practices and constraints that maximize benefits and mitigate risks Create an approach tuned to your skill sets, architecture, and your organization's engineering culture Identify and work to prevent failure modes when they threaten to arise

The benefits of high integrity and high-responsibility organizations are well[1]established conscience mechanisms based on the principles of inclusion that emphasize justice, care, and fair practices at workplaces.

The interpretive theme is the most important sentence an interpreter inks on paper. Despite its centrality to thematic interpretation, no single work has dedicated itself entirely to the art and craft of strong theme writing until now. The Interpretive Theme Writer's Field Guide builds on Sam Ham's 30-year thematic interpretation research legacy. While leaving theory to his books, this pocket companion offers writers strong theme examples, worksheets, exercises, inspirational quotes, and technique highlights. With contributions from Sam Ham, Ted Cable, Shelton Johnson, and Clark Hancock, this Field Guide is useful at the desk, in the exhibit hall, or on the trail. It recognizes that teams, even communities, create heritage themes, and introduces the Interpretive Framework methodology to facilitate community-based theme writing.

This book examines the multitude of communication challenges that CISOs are faced with every day. Leading the Digital Workforce takes a fresh look at technology leadership, exploring how to lead and manage in today's digital workplace where the pace of change is exponential.

Currently, the techniques of operation research are widely used in every aspect of day-to-day life. This book discusses a variety of problems that arises in various businesses and develops mathematical theories as well as technology answers to solve them from an industry perspective.

Are you disillusioned with your career? Do you feel stuck in a rut and craving change? Can't shake a nagging feeling that there's more to life?If the answer is yes to some or all these questions, it's time to be inspired and forge a path to a more fulfilling existence. is your guide to uncovering your inner maverick and taking control of your life. Packed with proven coaching exercises and thrilling real-life stories of individuals who have bravely taken the leap, it empowers you to take decisive action and embark on a transformative journey to a more meaningful career. Get Your Career Unstuck will help you: Discover how to break free from self-imposed limitations Identify the core values and priorities you want to live by Open up to new ideas and develop a mindset based on constant curiosity and growth Create a realistic plan to achieve your goals based on your strengths and resources Be emboldened to embrace opportunities and the exciting journey ahead

Surveys main areas in the field of business ethics. This book covers topics such as the often uneasy relationship between business ethics and capitalism, the link between business ethics and ethical theory, how ethics applies to specific problems in the business world, and the connection between business ethics and related academic disciplines.

Beginning with an exploration of the origins and evolution of sustainable development and finance, this book continues with sections on public and private sector finance and investment for sustainable development, climate finance, and the emerging ¿blue¿ economy. A concluding chapter incorporates the recommendations for sustainable finance going forward in the wake of the COVID-19 pandemic and escalating global environmental crisis.

In this pioneering monograph based upon extensive primary research, Gottschalk and Hamerton explore and evaluate the developing global field of internal investigations within complex organizations. Applying an offender-based perspective, the authors explore the central role of convenience in seeking to inform, improve and develop policy and practice. A comparative interdisciplinary work, with extensive coverage of European, North American, African and Asian paradigms, The Internal Review of Corporate Deviance presents empirical fieldwork supplemented by the detailed analysis of a large number of internal reviews produced on completion of internal investigations. The aggregate research gathered considers offender motive, conformance, potential damage and recovery of the corporate social license, and convenience themes, while critically assessing investigation effectiveness and review maturity - as both successful and deficient practice. In doing so, the book presents a close analysis of the field to identify, position, and reveal the strategic role of internal review and impact of the social license on contemporary conceptions of white-collar deviance and crime. This book will be of interest to scholars of criminology, business management, law and sociology, along with practitioners and professionals within allied disciplines.

The authors offer solutions for established corporations facing disruptive challenges. Based on extensive research and discussion, a unique management approach, the High 5 approach, has been developed to promote successful self-disruption in established corporations. At the center of this approach is the transformation of the core business. The book supports the idea of permanent self-disruption as the key to success for established players. Successful Business Model Transformations in Disruptive Times is aimed at the management of various industries. This book provides managers in established corporations with a theoretically sound and practical guide.

Looking beyond generational labels and stereotypes to envision a harmonious, empathetic society, Arpan S. Yagnik pivots how we think about age and intergenerational relationships in every area and at every stage of our lives.

Learning to Relearn challenges educators to embark on a transformative journey to creating classrooms that embrace diversity, equity, and inclusion. Rooted in the principles of anti-bias, anti-racist (ABAR) education, it is a roadmap to dismantle systemic biases and foster inclusive spaces that honor intersectional student identities.

A practical, hands-on guide for growing small businesses, achieving your goals and overcoming obstacles along the way.Growing a small business can be tough. Those big shiny goals seem miles away, and without a clear strategy on how to get there, those dreams can remain just that. Add a side of imposter syndrome and more, and it's all too easy to remain stagnant, give up, or play small.You've Got This provides a clear blueprint for how to set and achieve goals in easy steps, asking the questions that a personal coach would in real life. It is interwoven with expert insight and case studies from real business owners who have scaled with success, including global brands such as Wild, Neom Organics, Snag Tights and more. It also includes advice on how to overcome the most common practical and psychological issues that get in the way, such as a lack of resources, feeling overwhelmed, or imposter syndrome.Written in an easy and accessible style, You've Got This helps readers to create an effective plan to supercharge their small business or side hustle, and ensure that their goals become a reality.

Transnational labour governance is in urgent need of a new paradigm of democratic participation. Using responses to the 2013 Rana Plaza disaster in Bangladesh, this book charts innovative approaches to establish more meaningful representation of workers in global supply chains.

This book focuses on major challenges posed by the Fourth Industrial Revolution (4IR), particularly the associated risks. By recognizing and addressing these risks, it bridges the gap between technological advancements and effective risk management.

This book examines the complexities of unintended consequences of social media that often impact brands and companies from both an economic and a reputational lens. It introduces the term "corporate cancel culture" highlighting the growing trend amongst customers to leverage social media to communicate their grievances with companies.

This book examines the complexities of unintended consequences of social media that often impact brands and companies from both an economic and a reputational lens. It introduces the term "corporate cancel culture" highlighting the growing trend amongst customers to leverage social media to communicate their grievances with companies.

This book provides a guide to decision making in the regulation, diagnostics, and reliability of machines. Outlining the theoretical foundations that support decision-making processes and applying them to practical examples, it provides insight and direction to enable informed decisions leading to optimum system operation.