What are the essential components of a data platform? John Akred, Mauricio Vacas, and Stephen O’Sullivan explain how the various parts of the Hadoop, Spark, and big data ecosystems fit together in production to create a data platform supporting batch, interactive, and real-time analytical workloads.
By tracing the flow of data from source to output, John, Mauricio, and Stephen explore the options and considerations for components, including acquisition from internal and external data sources; ingestion (offline and real-time processing); storage; analytics (batch and interactive); and providing data services (exposing data to applications). They’ll also give advice on tool selection, the function of the major Hadoop components and other big data technologies such as Spark and Kafka, and integration with legacy systems.
With over 15 years in advanced analytical applications and architecture, John Akred is dedicated to helping organizations become more data driven. As CTO of Silicon Valley Data Science, John combines deep expertise in analytics and data science with business acumen and dynamic engineering leadership.
A leading expert on big data architectures, Stephen O’Sullivan has 25 years of experience creating scalable, high-availability data and applications solutions. A veteran of Silicon Valley Data Science, @WalmartLabs, Sun, and Yahoo. Stephen is an independent adviser to enterprises on all things data..
Mauricio Vacas is a data engineer at Silicon Valley Data Science, where he has developed in multiple areas of the data platform from ingestion to analysis and visualization. Previously, Mauricio was a tech arch manager with 5+ years of experience working in Accenture’s R&D group and its big data practice, where he managed the development of a cloud-based data platform used by Accenture’s data science teams to create analytic models for multiple customer projects. Mauricio is passionate about technology and its ability to make a difference in people’s lives.
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