CA
Chanathip Aoibumrung
Tor · Bangkok, Thailand
Data Engineer
AI Engineer
Applied Mathematics
Fast learner · passionate & friendly · Maths & logics · Data
& AI
Experienced in data engineering and AI development with a strong
foundation in Applied Mathematics. Building data-driven solutions
across the full spectrum — from infrastructure and pipelines to AI
model development and deployment. Passionate about continuous growth
and excited by new technologies.
Experience
Contract · Client: NTT
Cloud Data Migration & Pipeline
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Contributed to a cloud data migration project on GCP, ingesting
data from diverse sources including Kafka, APIs, and SFTP.
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Built and maintained data pipelines across multiple GCP services —
Cloud Run, Dataflow, Dataform, and BigLake Metastore — to ensure
reliable and scalable data flow.
-
Enabled downstream data consumption through BigQuery to support
analytics.
GCP
Cloud Run
Dataflow
Dataform
BigLake Metastore
BigQuery
Kafka
Terraform
Contract · Client: Investic
AI Application & Inferencing
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Refactored AI application architecture from monolith to
microservices, improving scalability and maintainability.
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Built AI endpoint inference pipelines to generate diverse content
formats including video, infographics, artifact canvas, and slide
decks.
-
Implemented an AI agent router within a chatbot application to
optimize token usage, reduce cost, and improve response quality.
-
Produced AI-generated video content for advertising campaigns and
educational materials.
LangChain
LangGraph
LLMs
Python
REST APIs
ADK
Vertex AI Agent Engine
True Internet Data Center
AI Assistant System & Multi-Agent Innovation
-
Developed business-oriented AI Assistant systems integrated with
open-source and proprietary LLMs using local GPU-accelerated
models and Kubernetes.
-
Built multi-agent workflows using LangChain and LangGraph to
automate complex reasoning and task execution pipelines.
-
Implemented GraphRAG to enhance LLM knowledge retrieval and
contextual accuracy.
-
Conducted comprehensive AI model performance benchmarking to
provide data-driven recommendations for AI Factory Platform.
-
Developed a POC OCR pipeline to extract insights from unstructured
data (PDFs, images) with OCR model on Amazon Bedrock, including
fine-tuning OCR models for Thai language to improve text
recognition accuracy.
-
Managed customer API traffic via Kong Konnect API Gateway and
delivered API services for a ticketing system built with Golang.
LangChain
LangGraph
RAG
GraphRAG
MCP
Amazon Bedrock
Docker
Kubernetes
Kong Konnect
Golang
OCR
Looker
Contract · Client: AIS
Cloud Infrastructure & Geolocation Analytics
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Contributed to provisioning cloud infrastructure using Terraform.
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Analyzed large-scale trajectory, footfall, and geolocation data on
Databricks to uncover customer behavior insights.
-
Maintained Databricks Asset Bundles (DAB) to manage MLOps CI/CD
pipelines.
Terraform
PySpark
Databricks
Databricks Asset Bundle
BTS Group Holdings (BTSG)
Data Platform, Credit Scoring & CDP Pipeline
-
Built data ingestion and data pipelines into data platform,
enabling reliable data flow from multiple sources for downstream
analytics and reporting.
-
Contributed to migrating data infrastructure from on-premise to
AWS.
-
Contributed to a Credit Scoring project — performing EDA, Customer
Segmentation, and building an XGBoost model to predict customer
default risk.
-
Built interactive Tableau monitoring dashboards with automated
reporting.
-
Delivered a CDP pipeline implementation enabling personalized,
real-time marketing capabilities across customer touchpoints.
AWS
Redshift
S3
Airflow
EMR
EC2
SQL
Python
XGBoost
Tableau
CDP
Yip In Tsoi
ETL Pipeline for Retail Analytics
-
Implemented ETL pipelines using Informatica PowerCenter to process
and transform retail business datasets for downstream reporting
and analytics.
Informatica PowerCenter
SQL
Oracle