CData Virtuality 日本ローンチイベントのKeynote

by CData Software Japan

Slide 1

Slide 1 text

Dr. Nick Golovin SVP, Enterprise Data Platform CData Virtuality Launch - vision - use cases - roadmap -

Slide 2

Slide 2 text

Slide 3

Slide 3 text

Slide 4

Slide 4 text

Slide 5

Slide 5 text

Slide 6

Slide 6 text

$600M

Slide 7

Slide 7 text

Slide 8

Slide 8 text

Slide 9

Slide 9 text

Slide 10

Slide 10 text

© 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

Slide 11

Slide 11 text

Slide 12

Slide 12 text

Slide 13

Slide 13 text

Slide 14

Slide 14 text

Slide 15

Slide 15 text

Slide 16

Slide 16 text

Slide 17

Slide 17 text

Slide 18

Slide 18 text

Slide 19

Slide 19 text

© 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

Slide 20

Slide 20 text

© 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

Slide 21

Slide 21 text

Slide 22

Slide 22 text

Slide 23

Slide 23 text

© 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?

Slide 24

Slide 24 text

© 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

Slide 25

Slide 25 text

© 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

Slide 26

Slide 26 text

Slide 27

Slide 27 text

Roadmap

Slide 28

Slide 28 text

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

Slide 29

Slide 29 text