CData Virtuality 日本ローンチイベントのKeynote

2024年10月9日に東京で開催されたCData Virtuality の日本ローンチイベントのキーノートです。本国からファウンダーのDr. Nick Golovin 氏が来日し、自身の経験から試行錯誤して開発したデータ仮想化プラットフォームCData Virtuality について説明。どんなシナリオで使われているかをユーザー事例を含み説明。後半には製品ロードマップも。

Transcript

1. Dr. Nick Golovin SVP, Enterprise Data Platform CData Virtuality Launch - vision - use cases - roadmap -
2. © 2024 CData Software, Inc. This amazing story started in a garage...
3. © 2024 CData Software, Inc. 3
4. ...By recording some local musicians © 2024 CData Software, Inc. 4
5. © 2024 CData Software, Inc.
6. $600M
7. © 2024 CData Software, Inc.
8. © 2024 CData Software, Inc. ...Extending the business to the gaming industry
9. ...AND BRINGING FAMOUS TV SHOWS AND MOVIES TO THE GERMAN-SPEAKING REGION © 2024 CData Software, Inc. 9
10. © 2024 CData Software, Inc. American Office 1 American Office 2 Europe Office 1 Europe Office 2 Europe Office 3 APAC Office 1 APAC Office 2 American Office 3 American Office 4 Europe Office 4 Headquarters
11. © 2024 CData Software, Inc. 11
12. © 2024 CData Software, Inc.
13. © 2024 CData Software, Inc. 13
14. SOLUTION © 2024 CData Software, Inc. 14
15. SOLUTION © 2024 CData Software, Inc. 15
16. SOLUTION © 2024 CData Software, Inc. 16
17. © 2024 CData Software, Inc.
18. © 2024 CData Software, Inc.
19. © 2024 CData Software, Inc. 19 FOUNDED IN 2012 JOINED CDATA IN 2024 CONNECT 200+ DATA SOURCES PARTNER 50+ GLOBALLY TRUSTED BY 200+ ORGANIZATIONS WORLDWIDE ROI 5x FASTER TIME-TO-INSIGHTS 80% COST SAVINGS
20. © 2024 CData Software, Inc. 20 Crédit Agricole: Data platform accelerates time-to-insights and saves cost Use cases • Fraud prevention • Risk management • Customer 360º • Marketing analytics • Data preparation for regulatory reporting • Real-time sales monitoring
21. © 2024 CData Software, Inc. 21 Areeba: Solving the 80/20 data science dilemma with DaaS concept
22. © 2024 CData Software, Inc. 22 Use Case: Natural Language Querying Application /User Data LLM
23. © 2024 CData Software, Inc. 23 Use Case: Natural Language Querying Application /User Data LLM Challenges of this architecture:  Is the data correct?  Is the data governed and compliant?  Is the data ethical, unbiased, auditable?
24. © 2024 CData Software, Inc. 24 Use Case: Natural Language Querying Data Application /User LLM Quantitative Engine incl. data masking, permission management, auditability for data • Lewis, Patrick, et al. "Retrieval-augmented generation for knowledge-intensive NLP tasks." Advances in Neural Information Processing Systems, vol. 33, 2020, pp. 9459-9474. RAG* (Retrieval Augmented Generation) Data Governance
25. © 2024 CData Software, Inc. 25 CData Talk to Your Data Review and approval UX End User Rich Chat BI UX Domain and Human Interface LLM Consistency and correction LLM Text-To-SQL LLM Relational interface Virtual SQL Engine (ex. Cdata Virtuality, Connect Cloud) RAG with data governance, row permissions, data masking, metadata queries. Data *Gao, Dawei, et al. "Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation." arXiv preprint arXiv:2308.15363 (2023). Metadata and Semantics Vector interface Application/ User Data Steward
26. © 2024 CData Software, Inc.
27. Roadmap
28. Q3 / Q4 2024 Q1 / Q2 2025 Q3 / Q4 2025 Roadmap SaaS 3.0 (SSO, Multi instance, Git) AI Features II (AI RAG-based engine, TTYD) Web Data Shop 3.0 (Request data access, show additional attributes) SaaS clustering support Git integration part III (UI, Backend improvement) Schema matching and association discovery Automatic load balancing and scaling (for cluster solutions) Platform foundation upgrade (J ava 17, WildFly 26) MPP component Web UI IDE improvements - General rework and improvements - View editing - J ob dependencies /graphical ETL, ER diagrams, etc. External security vaults (Azure Key Vault) J obs time zone awareness Kintone connector 28
29. ありがとうございます © 2024 CData Software, Inc. 29