Data & AI
Strategy – Architecture – Application
Kim Ung
Head of Data Analytics, Viettel Solutions
Google Cloud DevFest Hanoi 2023
The era of Data & AI
Data Strategy
Data Management
Data Architecture
Data & AI Application
What you’ll know
at the end …
AI could contribute up to $15.7 trillion to the global economy in 2030
Short term
Medium term
Long term
Roadmap
Source: Gartner
ID: 387756
Effective Data Strategies Combine
Business Use Cases, Governance Use Cases and Solutions �
Source: Gartner
ID: 387756
Data Management
DMBOK Wheel – Data Management Framework
TMForum Guidebook – Data Governance Maturity Model
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Viettel Data Lakehouse
Data / AI consumption layer
Data governance layer
Management
Dataplex
Cloud Monitoring
Cloud Logging
Information
Schema
Cloud
Composer
Data storage layer
Data processing layer
Data ingestion layer
Observability
Orchestration
Data science
(MLOPS, Notebook)
BI tools
Looker
Vertex AI
AutoML
Looker Studio
Managed storage
(Structured / Semi Structured Data)
Cloud object storage
(Unstructured / Structured / Semi Structured) (Hudi, Parquet, �Delta, Iceberg)
Multi-cloud object storage
(Unstructured / Structured / Semi Structured) (Hudi, Parquet, �Delta, Iceberg)
Read/write API
BigQuery �Managed Storage
Cloud Storage
AWS S3
Cloud �Storage
Azure Blob �Storage
Real-time streaming
OLTP
Batch data
Bulk transfer
SaaS �integration
Pub/Sub
Dataflow
Datastream
Transfer Appliance
Storage �Transfer �Service
BigQuery Data Transfer Service
Cloud Storage
Data exchange
(Structured data �sharing)
SQL analytics
Spark analytics
Hadoop toolsets
Data transformation
(Streaming and batch)
Analytics Hub
BigQuery
Dataproc
Dataflow
Google Data & AI Lakehouse Architecture
Microsoft Azure
AWS Cloud
Complexity
Value
5 Types of Data Analytics
Data Analysis Process
CRISP DM Framework - Cross Industry Standard Process for Data Mining
Data & AI Application
Generative AI’s effect on business
Data is the Future,
and the Future is Now
#GoogleCloudSummit