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Data Modeling in the Age of Big Data

The big data phenomenon expands the purpose and changes the role of data modeling. The level of uncertainty about data modeling in today’s data ecosystems is high. Most practitioners have more questions than answers. Has data modeling become obsolete? Does unstructured data make modeling impractical? Does NoSQL imply no data modeling? What are the implications of schema-on-read vs. schema-on-write for data modelers? Do entity-relationship and star-schema data models still matter?

Data modeling is still an important process—perhaps more important than ever before. But data modeling purpose and processes must change to keep pace with the rapidly evolving world of data. This course examines the principles, practices, and techniques that are needed for effective modeling in the age of big data.

You Will Learn

  • To distinguish between data store modeling (schema on write) and data access modeling (schema on read) and when each is useful
  • The elemental characteristics of data that provide a common denominator for data modeling for all types of data
  • How the common denominator is used to map various kinds of databases, including relational, dimensional, NoSQL, NewSQL, graph, and document
  • When traditional logical-to-physical modeling works and when it makes sense to reverse the process as physical-to-logical
  • Trade-offs between methodological rigor and discovery-driven exploration in data modeling

Geared To

  • Data architects; data modelers; database developers; data integrators; data analysts; report developers; anyone else challenged with the need to make structured enterprise data and non-traditional data sources work together.

Technical resources.

Harnessing the power of Bilytica Consulting Services

Seeing and Understanding your data is the key to competitive advantage in this era. See why Industry Leaders Trust Bilytica consulting solutions.

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Best practices for adopting secure, governed self-service analytics

Find out how Bilytica advanced analytics allows business users and IT to transform the way they used to see their valuable information.

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About Bilytica

We work with our clients in improving business performance, increasing profitability to reducing costs and making better use of people and resources. Since 2007, Bilytica and its brilliant team are connecting people, data and advanced analytics together.

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