Database Camp 2016 @ United Nations, NYC - Amir Orad, CEO, Sisense
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Amir Orad, CEO of Sisense, discusses the evolution of data analytics from traditional BI to in-chip solutions, emphasizing the need for faster and simpler data processing. He highlights Sisense's technology that eliminates manual data preparations and simplifies the analytics process, allowing businesses to access insights quickly and efficiently. The goal is to empower users with self-service capabilities while significantly improving performance and reducing costs.
Database Camp 2016 @ United Nations, NYC - Amir Orad, CEO, Sisense
- 1. In Chip Biz Analytics Innovation & Disruption Amir Orad Sisense CEO July 2016
- 2. Quick Background Inventor/co-founder of Cyber Analytics company Cyota (RSA) CEO of $200M Financial Crime analytics company Actimize (NICE) Leading Sisense to Simplify Complex Data Analytics Columbia University MBA
- 3. What Do Five Data Geek Students Dream About
- 5. Technology Disruption Traditional BI 1995 In-Memory BI 2005 In-Chip BI 2015
- 7. Memory Bandwidth – Data Size vs Speed Too SlowX50 X10 L1 cache L2 / L3 cache RAM DiskDistance from L1 = slowdown
- 8. Data Beer IN ORDER TO UNDERSTAND IN-CHIP ANALYTICS LET’S ASSUME THAT:
- 9. Memory bandwidth 2 L1 cache Home fridge Distance Immediate Customer x1 L2 / l3 cache Shop Distance Bicycle Customer x10 Ram Supermarket Distance Car Customer x50 Disk Brewery Distance Airplane Customer If data equals beer then data storage units equals
- 10. Vectorization & Cache Awareness L1Cache FirstintoRAM OP 100 4K (Values) 100 4K (Values) 100 4K (Values) Result Vector Push Back To RAM 100 4K (Values) SIMD REGISTER Apply Operation On 4/8 Data Elements Simultaneously OP OP Column4 100 4K (Values) ResultVector 100 4K (Values) Column1 100 4K (Values) Column2 100 4K (Values) Column3 100 4K (Values)
- 11. Our Technology In memory columnar execution mode CACHE aware query kernel CACHE aware decompression Instruction recycling & learning algorithms LLVM based compiler with SIMD support Full 64BIT support Columnar storage
- 12. SPEED! STRATA AWARD Analyzing 10TB of data In 10 seconds On a single node on a standard Dell Server
- 13. Empowering growth, anywhere everywhere, on affordable HW 300% improvement in efficiency and speed with every new chip Intel releases vs. 30% industry average 1 3 9 Intel Chip Generation PerformanceIndex Sisense Industry
- 14. Are We Solving the Real Problem?
- 15. Breaking an Assembly Line Tradition
- 17. Need DBA to build database Define what data will be queried Join tables upfront Normalize and create a star schema Why?
- 18. Surprising Benefits Handle complex data faster, cheaper, easier Boost performance 10X-100X; Cut HW reqs Eliminate & simplify data preparations Save precious DBA/IT time Eliminate manual Join, Index, Star Schema Fast to deploy; Agile to change Self service for everyone - Biz & IT Shrink TCO & time to insight
- 19. Technology Disruption Results DW, OLAP Complex “Expensive” mash-up TB Scale Months Traditional BI 1995 In-Memory Simple for Biz Manual mash-up GB Scale Weeks In-Memory BI 2005 In-Chip Simpler for Biz & IT Ad-hoc mash-up TB Scale Days In-Chip BI 2015
- 20. Sisense Technology Disruption: Single StackTM and In-ChipTM Single-StackTM Replace 4 layers with 1 tool Database, ETL Analytics, Visualization For Biz Users, no IT/DBA NO hodgepodge of tools In-ChipTM Patent pending Proprietary tech In-Memory In-Chip analytics NO need to: Prepare data, schema Define indexes, joins
- 21. Analytics Capabilities PRESCRIPTIVE How Can We Make it Happen? PREDICTIVE What Will Happen? DIAGNOSTIC Why Did it Happen? DESCRIPTIVE What Happened? FINANCIALS GROWTH Compare monthly financials current to previous year ANOMALY DETECTION Identify anomalies in attacks resulting in cyber incidents MORTALITY RISK Predict and segment patients based on risk of diabetes RECOMMENDATION Optimize sales by recommending products purchased Examples
- 22. A Dream Comes True – 1000+ Clients
- 23. Lessons Learned Dream BIG Refine, refine, refine benefits Don’t automate, obliterate! Disrupt, don’t improve
- 24. Thank You Demo Free Trial www.sisense.com
Editor's Notes
- #4: Beer and Data