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DATA ENGINEERING • DATA SCIENCE • AI SYSTEMS
Pipelines with precision.
Models built to scale.
I help businesses cut forecasting errors, automate reporting, and ship ML models that actually run in production. Clients across India, the US, UK, and Southeast Asia.
STATUS & REPUTATION
Top Rated
Upwork Verified Elite Freelancer
PROVEN TRACK RECORD
40+ Systems
Deployed Across 12+ Countries
MEASURABLE METRIC
35% Error Cut
Average Demand Forecast Reduction
TIME SAVINGS
120+ Hours
Manual Reporting Automated Monthly
CAPABILITIES
What I Do
Core technical specializations designed to turn chaotic raw data into predictable business outcomes.
ETL & ELT Pipelines
Data Engineering
I design ETL and ELT pipelines that move data reliably from source systems to a clean, query-ready warehouse. Less firefighting, more trusted data.
Production Ready
Schema & Performance
SQL Database
I design and optimize robust relational database schemas, write analytical SQL queries, and tune performance for high-throughput query workloads.
Production Ready
Predictive Models & MLOps
Machine Learning & Data Science
I build forecasting, classification, and recommendation models, then deploy them with MLOps practices so they keep working after handover.
Production Ready
LLMs & Production Agents
AI Agents & Automation
I build LLM-powered agents and voice systems that handle real business workflows, not synthetic demos.
Production Ready
Executive Reporting
BI & Dashboards
I turn raw, scattered database tables into interactive dashboards decision-makers actually open.
Production Ready
Spatial Analysis
GIS
I handle location-based analysis, mapping, and spatial data prep to add a geographic layer to your data work.
Production Ready
SOLUTIONS & IMPACT
How I Help Businesses Grow with Purpose
End-to-end data pipelines, ML forecasting engines, and AI agents built to solve core operational bottlenecks.
Replace manual reporting
Data sits in disconnected systems. Your team stitches reports by hand every week and errors slip in.
I build automated data pipelines that clean, validate, and load data into one source of truth.
16 hrs1 hr
saved every week on manual reporting
Stop expiry waste
Forecasts built on spreadsheets over-order perishable stock, and it expires before it sells.
I build ML forecasting engines that predict demand at SKU and store level, so ordering follows real demand.
60%34%
less stock lost to expiry
Get answers the same day
Sales and stock questions wait on a report cycle that takes days.
I build BI dashboards on top of the clean pipeline, so the numbers are live and in one place.
3 daysSame day
answers, down from a 3-day report cycle
Automate repetitive operations
Support and ops teams lose hours to the same questions and routine tasks.
I build AI agents that handle routine requests end to end and hand edge cases to a person.
0%~55%
of routine requests resolved without human effort
Plan routes and locations with data
Delivery zones and site choices are set by habit, not by where demand actually is.
I use ML and spatial analysis to cluster demand by location and redraw zones and routes.
100%88%
less distance per delivery route (12% reduction)
ABOUT SHUBHAM
"Data infrastructure is only as good as the business decisions it enables."
Strategy at the core.
Quality in every pipeline.
I'm Shubham Gupta, a data engineer and data scientist based in Indore, India. I work with companies across India, the US, UK, and Southeast Asia to build data pipelines, ML models, and AI systems that solve specific business problems. I care about one thing: whether the work moves a number you care about.
Clean Warehousing
ETL and ELT pipelines designed to move data reliably from source systems to a query-ready warehouse.
Production ML
Forecasting, classification, and recommendation models deployed with strict MLOps standards.
AI Workflows
LLM agents and voice systems built for production workflows, not synthetic demos.
Trusted Dashboards
Turning chaotic raw tables into clean BI dashboards decision-makers actually open daily.
PROCESS & METHODOLOGY
A Collaborative Journey
01
DISCOVER
We explore your vision, business audience, and target metrics.
02
STRATEGIZE
We define the data pipeline strategy and model architecture foundation.
03
CREATE
We design & code with intention to bring your ML data pipeline to life.
04
REFINE
We fine-tune model parameters and run time-based cross validation.
05
LAUNCH
We launch with monitoring, handover documentation, and deployment support.
STACK & TECH
My Favorite Tools
Python
SQL
PostgreSQL
PostGIS
Databricks
Snowflake
AWS
Azure
Docker
Apache Airflow
Prefect
dbt
Google BigQuery
PowerBI
Scikit-Learn
LightGBM
PyTorch
LangChain
RAG Systems
OpenAI API
DVC
Streamlit
QGIS
GeoPandas
Git
KIND WORDS
Trusted by Visionary Companies
Real feedback from engineering & operations leaders who care about measurable outcomes.
28% → 11% Forecast Error
"Shubham's demand forecasting model transformed our inventory planning. We went from guessing in Excel to reliable automated forecasts every Monday morning."
Supply Chain Operations Director
FMCG Brand (US)
14 hrs → 15 mins
"He completely automated our weekly financial reporting pipeline. What used to take 14 grueling hours by hand now runs in 15 minutes with zero data anomalies."
Head of Data & Analytics
Fintech Platform (UK)
82% Automated Queries
"Shubham built an AI workflow agent that handles 80%+ of our repetitive status tickets automatically. Professional, fast communicator, and top-tier code quality."
Chief Operating Officer
Logistics SaaS (SE Asia)
READY TO GROW?Let's Build Something
Let's Build Something
Extraordinary Together
Have a data pipeline or ML project in mind? Let's discuss your architecture and move the numbers that matter.
Direct Contact
S
Shubham Gupta — Data & ML Systems Specialist© 2026 All rights reserved.