Portrait of Dat Tran Data + Integration + AI Analytics

Dat Tran

Enterprise Data & AI Analytics Architect

I design data platforms, integrations, and AI-enabled analytics systems that help organizations turn fragmented enterprise data into trusted decisions.

AI automation and copilots for business workflows.

Explore my work Connect on LinkedIn
CRM
ERP / MIS
HR
APIs
Trusted Data
Platform
BI & Analytics
AI Workflows
Decisions
Executive Snapshot

Credibility across enterprise data, analytics, and automation.

A practical record of designing dependable data foundations, integrating fragmented systems, and delivering analytics outcomes for business stakeholders.

12+ years in Data Integration & Analytics
20+ enterprise systems integrated
150+ data pipelines and workflows
20+ dashboards and analytical reports
5+ countries supported
AI-assisted workflow automation experience
What I Build

From data architecture to decisions leaders can act on.

Six delivery lanes: integrate source systems, standardize metrics, automate workflows, and turn trusted data into business outcomes.

Enterprise Data Integration

Connects fragmented source systems into governed data flows that improve reliability, visibility, and operational decision-making.

BI & Decision Intelligence

Transforms scattered reporting into executive-ready dashboards, shared metrics, and insight experiences for faster management decisions.

Data Architecture & Analytics Engineering

Designs data models, pipelines, and semantic layers that make analytics scalable, maintainable, and trusted across domains.

AI Workflow Automation

Applies LLM-assisted workflows, APIs, and orchestration to reduce repetitive analytical work while preserving human review.

Executive Reporting & KPI Standardization

Clarifies business definitions and reporting cadence so leaders can compare performance consistently across teams and regions.

Delivery Leadership

Guides cross-functional delivery from architecture through adoption, balancing technical quality with measurable business outcomes.

Selected Work

Representative work across integration, intelligence modernization, and AI-enabled business workflows.

01

Enterprise Data Integration Platform

Designed and led an enterprise data integration platform connecting 20+ source systems across CRM, MIS, school systems, and HR platforms. The platform supported 12+ business units across 5+ countries and enabled reliable data movement for analytics, reporting, and operational decision-making.

20+enterprise systems integrated
150+pipelines and workflows built
90%processing effort reduction
Read case study
02

BI & Decision Intelligence Modernization

Led the modernization of business intelligence and decision-support reporting across Sales, Marketing, Operations, HR, Academic, IT, Finance, and Materials Management domains. The initiative transformed fragmented reporting processes into standardized dashboards, semantic models, and executive-ready insights.

20+dashboards and analytical reports delivered
27+KPIs standardized
5d → 0.5hreporting cycle improved
Read case study
03

AI Workflow Automation

Designed AI-assisted workflow automation for insight summarization and document analysis, helping business teams reduce repetitive analytical work while keeping human review in the decision loop. The solution combined Python, APIs, LLM capabilities, automation scripts, and n8n-based workflow orchestration.

10 → 2manual steps reduced to guided steps
4h → 10mtask completion time reduced
100+reports, documents, or requests processed per day
Read case study
04

SAMI — iSAMS Assistant

Designed and built a retrieval-augmented AI assistant that answers "how do I…?" questions about iSAMS school management software, grounded in a curated knowledge base rather than general model knowledge. Shipped end to end as a production system with streaming chat, an admin console, and a feedback loop that turns approved answers back into knowledge-base improvements.

17in-depth iSAMS guides in the knowledge base
6,400+embedded vectors backing retrieval
218automated tests across backend and frontend
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05

LangThang AI — Tour Advisory Chatbot

Built a personalised tour-advisory chatbot for the Vietnamese market that holds context across a conversation instead of treating each message as a fresh search. Conversation state drives hard SQL filtering before vector search, and a controlled closing flow hands a qualified lead to human sales rather than pretending to complete a booking.

96backend tests covering unit and integration paths
2-layerNLU — deterministic rules first, LLM only when ambiguous
4-stateclosing flow from exploring to a qualified lead
Read case study
Experience

12+ years across enterprise data, integration, and BI delivery.

  1. Feb 2020 — Present

    Application Integration & Data Analytics Lead — Asia

    Cognita · Asia region

    Owns regional data integration and analytics delivery across MS Dynamics 365, school MIS, and connected platforms; led the integration workstream of a 12-school, 5-country programme delivering 15+ system integrations per school on schedule.

  2. Oct 2019 — May 2022

    Senior Manager, Business Intelligence

    Parainsight · Vietnam

    Led BI and analytics engagements end to end, from project planning through delivery, and evaluated emerging BI and AI technologies for the analytics roadmap.

  3. Jul 2017 — Oct 2019

    Senior Business Intelligence Specialist

    Interflour Group · Singapore

    Built the group's BI capability from the ground up across Finance, Sales & Distribution, and Production Planning, including data architecture and Tableau reporting.

  4. Jan 2015 — May 2017

    Senior SAP Business Intelligence Consultant

    Robert Bosch Engineering and Business Solutions · Vietnam

    Delivered end-to-end SAP BI/BO implementations — build, go-live, and production support — across SAP BW, Universe, and Web Intelligence.

  5. Oct 2012 — Dec 2014

    Business Intelligence Consultant

    Global CyberSoft JSC · Vietnam

    Designed data warehouses and built ETL packages in SSIS, delivering reporting and planning solutions across SAP BOBJ, Microsoft BI, and Cognos TM1.

Leadership & Delivery

Execution discipline for complex data transformation.

I operate at the intersection of business priorities, platform architecture, and delivery teams, helping organizations move from fragmented reporting toward governed, scalable analytics capability.

  • Leading complex data and integration projects end-to-end.
  • Aligning technical architecture with business goals.
  • Working with cross-functional stakeholders across business and technology teams.
  • Mentoring data engineers, BI developers, and analysts.
  • Bringing structure, governance, and execution discipline to analytics initiatives.
Tech Stack

Tools selected for enterprise-grade data and analytics delivery.

Hands-on across integration, orchestration, BI, cloud platforms, data engineering, and AI-assisted automation.

Languages & Data Engineering

  • SQL
  • Python
  • Java
  • dbt

Integration & Orchestration

  • Talend
  • SSIS
  • Apache Airflow
  • Azure Data Factory (ADF)
  • n8n
  • APIs
  • API automation

Databases & Warehouses

  • SQL Server
  • Oracle
  • MySQL
  • SAP HANA
  • SAP BW
  • SingleStore

Cloud & Data Platforms

  • Microsoft Fabric
  • Azure
  • AWS
  • GCP

BI & Analytics

  • Power BI
  • Tableau
  • SAP BusinessObjects
  • Looker Studio

AI & Automation

  • OpenAI
  • Claude
  • Gemini
  • LLM-assisted workflows
  • AI-assisted development (Claude Code)
  • Python automation
  • Human-in-the-loop review

Enterprise Systems

  • SAP ERP
  • Dynamics 365 / CRM
  • HubSpot
  • iSAMS
  • PowerSchool

DevOps & Delivery

  • Git
  • GitHub Actions
  • Azure DevOps
  • Docker
  • CI/CD
Certifications

Credentialed across delivery, analytics, and data platforms.

Additional coursework

Contact

Strategic data, analytics, and AI workflow conversations.

Open to strategic conversations around enterprise data platforms, analytics modernization, AI-enabled workflows, and leadership roles in data transformation.

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