TY - BOOK AU - Marz,Nathan AU - Warren,James TI - Big data: principles and best practices of scalable real-time data systems SN - 9781617290343 AV - QA76.9.D3 M374 2015 U1 - 658.4/038 23 PY - 2015///] CY - Shelter Island, NY PB - Manning KW - Big data KW - Database management KW - Database design KW - Data mining KW - fast KW - Massendaten KW - gnd KW - Datenbanksystem N1 - Includes index; A new paradigm for big data -- Data model for big data -- Data model for big data : illustration -- Data storage on the batch layer -- Data storage on the batch layer : illustration -- Batch layer -- Batch layer : illustration -- An example batch layer : architecture and algorithms -- An example batch layer : implementation -- Serving layer -- Serving layer : illustration -- Realtime views -- Realtime views : illustration -- Queuing and stream processing -- Queuing and stream processing : illustration -- Micro-batch stream processing -- Micro-batch stream processing : illustration -- Lambda Architecture in depth N2 - Teaches readers how to build big data systems using Lambda Architecture, an architecture designed specifically to capture and analyze web-scale data ER -