CA

Chanathip Aoibumrung

Tor  ·  Bangkok, Thailand
Data Engineer AI Engineer Applied Mathematics

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.

chanathipa.tor@gmail.com (66+) 95-491-6564
6+
Years experience
2
Domains
1st
Class honors
Experience
Data Engineer Mar 2026 – Present
Freelance
  • Contributed to a cloud data migration project on GCP, ingesting data from diverse sources including Kafka, APIs, and SFTP.
  • 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 and Vertex AI to support analytics and ML workloads.
AI Engineer Nov 2024 – Feb 2025
Freelance
  • Refactored AI application architecture from monolith to microservices, improving system scalability and maintainability.
  • Built AI endpoint inference pipelines to generate diverse content formats including video, infographics, artifact canvas, and slide decks.
  • Implemented an AI agent router within an AI chatbot application to optimize token usage, reduce operational cost, and improve response quality.
  • Produced AI-generated video content for advertising campaigns and educational materials.
AI Engineer Oct 2023 – Dec 2024
True Internet Data Center
  • Developed business-oriented AI Assistant systems integrated with both open-source and proprietary LLMs, utilizing local GPU-accelerated models and Kubernetes for efficient container orchestration.
  • 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 for advanced AI Assistant capabilities.
  • Developed a POC OCR pipeline to extract insights from unstructured data (PDFs, images), including fine-tuning OCR models for Thai language to improve text recognition accuracy.
  • Conducted comprehensive AI model performance benchmarking to provide data-driven recommendations for technology procurement.
  • Deployed and managed AI systems on Amazon Bedrock, enabling scalable production-ready LLM applications on cloud infrastructure.
  • Managed customer API traffic via Kong Konnect API Gateway and delivered API services for a ticketing system built with Golang.
Data Engineer Jan 2024 – Oct 2024
AIS
  • Contributed to provisioning cloud infrastructure using Terraform, and analyzed large-scale trajectory, footfall, and geolocation data on Databricks to uncover customer behavior insights.
Data Engineer May 2020 – May 2023
BTS Group Holdings (BTSG)
  • 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, ensuring seamless data transition and improved scalability for the organization.
  • Contributed to a Credit Scoring project — performing EDA and Customer Segmentation to uncover customer insights, and building an ML model like XGBoost to predict customer default risk.
  • Built interactive Tableau monitoring dashboards with automated reporting to surface insights for business stakeholders.
  • Delivered a CDP pipeline implementation that enabled personalized, real-time marketing capabilities across customer touchpoints.
Intern – Data Engineer Jun 2019 – Nov 2019
Yip In Tsoi
  • Implemented ETL pipelines using Informatica PowerCenter to process and transform retail business datasets for downstream reporting and analytics.
Skills
AI & ML
LangChain LangGraph GraphRAG RAG LLMs Inferencing ADK Amazon Bedrock Vertex AI OCR XGBoost
Data Engineering
BigQuery Dataflow Dataform Databricks Airflow Kafka Tableau Informatica
Cloud & Infra
GCP AWS Kubernetes Cloud Run Terraform Docker
Backend & APIs
Python Golang PySpark CI/CD Kong Konnect REST APIs
Education
B.Sc. Applied Mathematics First Class Honors
King Mongkut's Institute of Technology Ladkrabang  ·  2017 – 2020
Probability & Statistics  ·  Machine Learning  ·  Optimization  ·  Algorithms  ·  Numerical Methods  ·  Computer Programming