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Big Data Trends
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
■ 12+ yrs in Big Data
■ engineer, architect, enthusiast
■ CTO @ Getindata
Krzysztof Zarzycki
krzysztof.zarzycki@getindata.com
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Founded in 2014 by
ex-Spotify engineers.
Focus only on Big Data and
Cloud (from day 1)
Community builders
(Big Data Tech Warsaw
organizers)
70+ Big Data engineers
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
The Era of Data….
5
Data is the
New Oil
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Evolution of data-driven company
Intuition-driven
decisions
Data-driven
human decisions
Data-driven
automated
decisions
Evolution
business value
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Excellent Data-Driven Product
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Key Pillars
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Guesstimates Data-Driven Decisions
● Business analytics
○ Efficiency of partnership with telcos
○ Student discount in the US
○ Family package
○ Free tier on mobile
○ Next country to launch
● Product improvements (A/B tests)
○ Black or white, here or there
● Ad-hoc requests and data exploration
○ Concert location for Jay-Z
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
What Is Big Data?
Data-driven decision making
+ “complex” data
+ large scale or fast growing operations
=
Big Data movement
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Some Statistics
10%
150
Company profit
growth
with big data
Zettabytes soon!
(150 000 000 000
000 gigabytes)
80%
Directors claim
they go bust
without big data
... 90% generated in
last 2 years!
... and 10% cost reduction
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Largest GSM operator
in Kazakhstan
> 10 000 000 subscribers
ongoing process of
company digital
transformation
Not only telco
Strong bet on
innovation
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Life-time
Value
Churn
prediction
Personalization
Subscriber
Interests
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Other Big Data use cases
14
Real-time processing
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Internet of Things
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Smart stores
Cloud
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Big Data + Cloud =
Machine Learning
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Recommendations
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Autopilot
Dark side of Big data
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Dark side of Big Data
60% - 85%
Big Data projects fails
(Gartner 2016/2017)
© Copyright. All rights reserved. Not to be reproduced without prior written consent.
Ending
Krzysztof Zarzycki
krzysztof.zarzycki@getindata.com
Tel: +4177566867

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Big data trends - Krzysztof Zarzycki, GetInData

  • 2. © Copyright. All rights reserved. Not to be reproduced without prior written consent. ■ 12+ yrs in Big Data ■ engineer, architect, enthusiast ■ CTO @ Getindata Krzysztof Zarzycki krzysztof.zarzycki@getindata.com
  • 3. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Founded in 2014 by ex-Spotify engineers. Focus only on Big Data and Cloud (from day 1) Community builders (Big Data Tech Warsaw organizers) 70+ Big Data engineers
  • 4. © Copyright. All rights reserved. Not to be reproduced without prior written consent.
  • 5. © Copyright. All rights reserved. Not to be reproduced without prior written consent. The Era of Data…. 5 Data is the New Oil
  • 6. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Evolution of data-driven company Intuition-driven decisions Data-driven human decisions Data-driven automated decisions Evolution business value
  • 7. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Excellent Data-Driven Product
  • 8. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Key Pillars
  • 9. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Guesstimates Data-Driven Decisions ● Business analytics ○ Efficiency of partnership with telcos ○ Student discount in the US ○ Family package ○ Free tier on mobile ○ Next country to launch ● Product improvements (A/B tests) ○ Black or white, here or there ● Ad-hoc requests and data exploration ○ Concert location for Jay-Z
  • 10. © Copyright. All rights reserved. Not to be reproduced without prior written consent. What Is Big Data? Data-driven decision making + “complex” data + large scale or fast growing operations = Big Data movement
  • 11. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Some Statistics 10% 150 Company profit growth with big data Zettabytes soon! (150 000 000 000 000 gigabytes) 80% Directors claim they go bust without big data ... 90% generated in last 2 years! ... and 10% cost reduction
  • 12. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Largest GSM operator in Kazakhstan > 10 000 000 subscribers ongoing process of company digital transformation Not only telco Strong bet on innovation
  • 13. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Life-time Value Churn prediction Personalization Subscriber Interests
  • 14. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Other Big Data use cases 14
  • 16. © Copyright. All rights reserved. Not to be reproduced without prior written consent.
  • 18. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Smart stores
  • 19. Cloud
  • 20. © Copyright. All rights reserved. Not to be reproduced without prior written consent.
  • 21. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Big Data + Cloud =
  • 23. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Recommendations
  • 24. © Copyright. All rights reserved. Not to be reproduced without prior written consent.
  • 25. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Autopilot
  • 26. Dark side of Big data
  • 27. © Copyright. All rights reserved. Not to be reproduced without prior written consent.
  • 28. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Dark side of Big Data 60% - 85% Big Data projects fails (Gartner 2016/2017)
  • 29. © Copyright. All rights reserved. Not to be reproduced without prior written consent. Ending