Data Platform Architecture
Large-scale data platforms, streaming systems, decision engines, and enterprise pipeline automation.
Ittipon B.Professional Curriculum Vitae
Ittipon Bangudsareh
Associate Director - Data Platform
Architecture & Solution at Infinitas by Krungthai. I turn complex data, cloud, and AI/ML requirements into platforms that are scalable, observable, and practical for teams to operate.
01Streaming-first
02Hybrid cloud
03Decision systems
Data EngineeringArchitecture, AI/ML, Cloud
Samut Prakan, Thailand
coversoul.bank@gmail.com081-517-6905
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Summary
Data Platform Architect and Engineering Leader focused on turning complex data, cloud, and AI/ML requirements into reliable production platforms. Experienced across real-time streaming, decision engines, enterprise data pipelines, microservices, NLP, and speech processing on AWS, GCP, Azure, and on-premise environments. Currently leading the Data Platform (Architecture & Solution) team at Infinitas by Krungthai, with ownership across platform modernization, cross-region data integration, high-performance streaming, and automation at enterprise scale.
DataPlatforms, pipelines, governance
CloudAWS, GCP, Azure, hybrid systems
AI/MLNLP, speech processing, analytics
Focus Areas
Technical Interests
Cloud & Hybrid Platforms
AWS, GCP, Azure, Huawei Cloud, and on-premise architecture for resilient production workloads.
Backend & Microservices
Python services, APIs, automation scripting, SQL optimization, and production engineering practices.
AI/ML & Speech Processing
NLP, Thai tokenization, speech processing, voice activity detection, and speaker verification.
App Development
Flutter, Android, and web app delivery across freelance, enterprise, and innovation projects.
Personal Interests
Jogging, guitar, and continuous learning around practical engineering craft.
Career
Work Experience
- Lead data platform architecture for credit risk, decision engines, real-time analytics, and enterprise integrations.
- Guide platform design decisions across streaming, batch processing, microservices, and data governance.
- Partner with Data Science, Credit Risk, Product, and Infrastructure teams to convert business requirements into scalable technical roadmaps.
- Designed a multi-cloud and hybrid data platform across AWS, GCP, Huawei Cloud, and on-premise environments.
- Architected event-driven, streaming-first patterns for real-time ingestion and downstream decision services.
- Built centralized notification services, improved log streaming pipelines, and optimized cross-region transfer between the US and Singapore.
Data PlatformStreamingAWSGCPHuawei CloudMicroservices
- Converted complex SQL logic into optimized Python pipelines for collection strategy workflows.
- Modernized legacy desktop applications for student loans and bank-statement income tuning into web-based services.
- Built centralized documentation logging, Streamlit monitoring dashboards, and Airflow automation jobs.
- Designed Paynext Extra v2 for a digital loan decision engine and improved the NCB Transform on-the-fly API.
- Mentored engineers and reviewed code for production quality.
PythonSQLStreamlitAirflowDecision Engine
- Drove code review and engineering quality practices for backend delivery.
- Delivered new platform features and optimized existing services.
- Built automated pipelines using Airflow.
- Implemented analytics dashboards using Apache Superset.
- Provided additional services such as Data Studio integrations.
BackendAirflowApache SupersetData StudioCode Review
- Managed the Cloudera Data Science Workbench Platform.
- Analyzed IVR and chatbot data for customer behavior insights.
- Built a Multi-Text Classification System for call center support.
- Developed data pipelines for Bella Chatbot.
- Automated reporting for analytics use cases.
AI/MLClouderaNLPData PipelineAnalytics
- Built tools and workflows for large-scale text processing and data preparation.
- Developed automation systems for corpus preparation and machine translation training.
- Trained and evaluated Machine Translation engines.
- Implemented tooling with Java, Node.js, PHP, Python, R, regular expressions, and shell scripting.
NLPMachine TranslationPythonNode.jsShell
- PEA Hatyai - Flutter Developer, Innovation Day 1st Runner-Up (2021).
- PEA Hatyai - Report Automation (2020).
- PEA Pattani - Android Developer (2019).
- KMUTT - Teacher Assistant for Signal Processing.
FlutterAndroidAutomationSignal Processing
Toolbox
Skills
Data Platform & Architecture
End-to-end data infrastructure, real-time analytics, decision engines, and data governance.
Data PlatformData PipelinesStreamingBatch ProcessingDecision EngineData Governance
Cloud & Infrastructure
Hybrid and multi-cloud production systems across major cloud providers and on-premise environments.
AWSGCPAzureHuawei CloudDockerLinuxCI/CD
Backend & Automation
Backend services, workflow automation, APIs, data jobs, and production tooling.
PythonFastAPIDjangoSQLAirflowShell ScriptRegular Expression
AI/ML & Signal Processing
Practical ML, NLP, speech processing, model evaluation, and analytics workflows.
NLPThai TokenizationSpeaker VerificationGMMK-MeansNeural NetworkMATLAB
Engineering Leadership
Technical ownership, roadmap planning, code review, cross-functional delivery, and quality practices.
Architecture ReviewTechnical RoadmapCode ReviewTeam MentoringStakeholder Alignment
Application Delivery
Web and mobile delivery experience used for internal tools, automation dashboards, and freelance products.
FlutterAndroidStreamlitApache SupersetData StudioGitHub
Learning
Education
2015 - 2019
King Mongkut's University of Technology Thonburi
Master of Engineering, Control System & Instrumentation Engineering / KMUTT / GPA: 3.52
Thesis: Thai Speaker Verification in Noisy Environments using Automatic Speaker Model Selection.2010 - 2015
Rajamangala University of Technology Srivijaya
Bachelor of Electrical Engineering / RMUTSV / GPA: 2.93
Senior Project: Electrical Device Control via Thai Speech Recognition.Credentials
Certifications
Google Cloud Certified - Professional Data Engineer
Google Cloud
Credential for designing, building, deploying, monitoring, maintaining, and securing data processing workloads.View credential[PCEP-30-01] PCEP - Certified Entry-Level Python Programmer
Python Institute
Certification for programming fundamentals and the essentials of the Python language.View credential4th ICSTSS-31 Publication
4th International Conference on Sciences, Technology and Social Sciences
"A Study on Thai Speaker Verification System in Noisy Environments using an Automatic Speaker Model Selection", presented 28-29 October 2017 at Hotel Grand Pacific Singapore.View credentialSelected Work
Project Links
A small collection of live projects and product sites I have built or maintain.
AI Product
Open projectScoutGear AI
AI-focused product site and web experience.
Workflow
Open projectBlueflow
Workflow-oriented web project under the edocstudio domain.
Personal Site
Open projectAonBank
Personal web project and branded digital space.
Learning
Open projectVocabForFun
Vocabulary learning web app for playful self-study.
Finance Tool
Open projectHomeLoan
Home loan utility project for practical financial planning.