Upgrade to Pro — share decks privately, control downloads, hide ads and more …

DataTalk #42 What is DataOps? Becoming a truly data-driven organisation

DataTalk #42 What is DataOps? Becoming a truly data-driven organisation

En 2017, Gartner annonçait que 85% des projets (big) data échouaient à se déployer en production. En 2019, ils confirment la tendance en annonçant que seulement 20% des observations analytiques de pointes aboutiront à un résultat commercial. La faute à une absence, dans le cycle de travail en Data Science, de cadres organisationnel et technologique cruciaux aux nouvelles exigences en termes de réduction du “time to market”.
Durant cette présentation, je souhaite vous présenter la discipline qui vous aidera à rassembler vos donnée, votre équipe, vos outils et vos process afin de devenir une véritable organisation data-driven et ainsi faire mentir les chiffres de Gartner. Cette discipline est la DataOps.

Toulouse Data Science

February 25, 2020
Tweet

More Decks by Toulouse Data Science

Other Decks in Technology

Transcript

  1. What is DataOps?
    Samia Drappeau
    Becoming a truly data-driven organisation
    Toulouse 2020

    View full-size slide

  2. About me
    2
    • Astrophysicist for 8 years
    • Data Scientist at Continental for 2
    years
    • Now Fullstack Data Consultant and
    DataOps enthusiast

    • Toulouse Data Science meetup host
    • OpenClassroom mentor

    View full-size slide

  3. Data (Integrity|Quality|Reliability)
    3

    View full-size slide

  4. What is DataOps?
    4
    DataOps is an automated, process-oriented methodology, used by
    analytics and data teams, to improve the quality and reduce the cycle
    time of data analytics.”
    ~ DataOps Manifesto

    View full-size slide

  5. What is DataOps?
    4
    DataOps is an automated, process-oriented methodology, used by
    analytics and data teams, to improve the quality and reduce the cycle
    time of data analytics.”
    ~ DataOps Manifesto

    View full-size slide

  6. What is DataOps?
    5
    Culture
    Process
    Tools

    View full-size slide

  7. Data-Driven Company Culture
    6
    What is DataOps?
    Culture
    Forbes Article: The four key pillars to fostering a data-driven culture

    View full-size slide

  8. 7
    What is DataOps?
    Processes Process

    View full-size slide

  9. Tools
    8
    What is DataOps?
    Tools

    View full-size slide

  10. How to implement DataOps?
    10
    The Seven Steps of DataOps

    View full-size slide

  11. How to implement DataOps?
    10
    The Seven Steps of DataOps

    View full-size slide

  12. How to implement DataOps?
    10
    The Seven Steps of DataOps

    View full-size slide

  13. How to implement DataOps?
    10
    The Seven Steps of DataOps

    View full-size slide

  14. How to implement DataOps?
    10
    The Seven Steps of DataOps

    View full-size slide

  15. How to implement DataOps?
    10
    The Seven Steps of DataOps

    View full-size slide

  16. How to implement DataOps?
    10
    The Seven Steps of DataOps

    View full-size slide

  17. How to implement DataOps?
    10
    The Seven Steps of DataOps

    View full-size slide

  18. How to implement DataOps?
    10
    The Seven Steps of DataOps

    View full-size slide

  19. How to implement DataOps?
    10
    The Seven Steps of DataOps

    View full-size slide

  20. 11
    How to implement DataOps?
    Technology Ecosystem

    View full-size slide

  21. Last words
    12
    DataOps can help you bring together your data, your team, your
    tools, and your processes to become a truly data-driven
    organisation.

    View full-size slide

  22. Gartner Hype Cycle for Data Management, 2018
    14

    View full-size slide

  23. Adding the Ops in Data

    View full-size slide

  24. Sources
    16
    ▸ https://www.valdas.blog/2019/04/17/data-ops/
    ▸ https://www.forbes.com/sites/brentdykes/2019/03/28/the-four-key-pillars-to-
    fostering-a-data-driven-culture/#61aea7a57d90
    ▸ https://medium.com/data-ops/dataops-is-not-just-devops-for-data-6e03083157b7
    ▸ https://www.experis-it.fr/dataops-vers-une-entreprise-data-driven/
    ▸ https://www.datakitchen.io/blog/dataops/2019/07/03/DataOps-Data-
    Architecture.html
    ▸ https://www.gartner.com/en/newsroom/press-releases/2018-09-11-gartner-hype-
    cycle-for-data-management-positions-three-technologies-in-the-innovation-trigger-
    phase-in-2018
    ▸ https://www.dataops.dev/

    View full-size slide