Hk User
@hkuser
Data Engineer who builds production BI, analytics pipelines, and AI/LLM systems to deliver measurable performance gains.
What I'm looking for
I’m a Data & AI Engineer with 4+ years spanning data engineering, BI and analytics, data science, and applied AI. I build production pipelines and dimensional models on PostgreSQL, BigQuery, and Snowflake, then ship dashboards and self-serve analytics that teams can actually rely on.
Across 30+ multi-tenant client environments, I’ve owned end-to-end delivery—from ingestion and modeling through APIs, BI, and deployment—choosing architectures that fit each problem. I delivered major impact such as cutting dashboard latency by >90% and reducing manual reporting effort by ~90%, and I’ve also built agentic LLM SQL copilots and RAG systems grounded in canonical metrics and guardrails.
Experience
Work history, roles, and key accomplishments
Data & AI Engineer
KNOW (Loctoc Pte Ltd)
Mar 2025 - Present (1 year 5 months)
Owned multi-tenant data pipelines and production SQL models across PostgreSQL and BigQuery, building standardized BI dashboards and self-serve analytics with BoldBI and Redash. Built an Anthropic Claude-powered agentic SQL co-pilot with RAG, automated recurring client reporting via Python and AWS SES, and developed a self-serve forecasting/KPI web dashboard in React and Next.js.
Data Analyst / Analytics & ML Engineer
Hexalytics Business Solutions Pvt Ltd
Mar 2023 - Feb 2025 (1 year 11 months)
Built executive BI dashboards in Power BI and Tableau, standardizing KPI definitions and reducing manual reporting effort. Developed Snowflake ETL pipelines and ML models for collision/risk prediction and anomaly scoring, plus time-series forecasting, and created a Claude-based natural-language query assistant grounded on Snowflake data.
Trainee Telecom Engineer
Plintron Mobility Services
Feb 2020 - Dec 2020 (10 months)
Monitored internal data-pipeline operations and SLA compliance for telecom-related products, handling incident escalation and cross-functional change management.
Customer Care Senior Representative
NTT Data Information Processing Services
May 2019 - Jan 2020 (8 months)
Analyzed U.S. medical-insurance claims for quality assurance within SLA, building foundational domain knowledge in healthcare data systems.
Education
Degrees, certifications, and relevant coursework
Christ (Deemed to be University), Lavasa
Master of Business Administration (MBA), Business Analytics
2023 -
Grade: CGPA 9.07
MBA in Business Analytics from Christ (Deemed to be University) at the Lavasa (Pune) campus. CGPA: 9.07.
Manakula Vinayagar Institute of Technology
Bachelor of Technology, Electronics & Communication Engineering
2019 -
B.Tech in Electronics & Communication Engineering from Manakula Vinayagar Institute of Technology, Pondicherry.
Tech stack
Software and tools used professionally
Apache Spark
Redash
Metabase
GitHub
Kubernetes
GitHub Actions
NumPy
Pandas
PySpark
dbt
MySQL
PostgreSQL
MongoDB
Node.js
Next.js
Tailwind CSS
Databricks
Terraform
Jira
JavaScript
HTML5
Java
TensorFlow
PyTorch
scikit-learn
Streamlit
Kafka
FastAPI
Linux
Gemini
GuardRails
SQL
XGBoost
SciPy
Hugging Face
LightGBM
Apache Iceberg
LangChain
LlamaIndex
Pinecone
Delta Lake
OpenAI API
Great Expectations
GitHub Copilot
Instructor
Bash
pgvector
Agentic
Faiss
Model Context Protocol (MCP)
Claude Code
Seaborn
Availability
Location
Authorized to work in
Job categories
Skills
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