Enterprise solutions at the intersection of AI and Reliability.

I design and implement data pipelines, ML systems, and cloud infrastructure that scale—built for production, not prototypes.

End-to-End Expertise

End-to-end expertise from data ingestion to production ML and resilient cloud operations.

Data Engineering

Robust ETL architectures, data lakes, and pipeline automation that power analytics and ML workflows.

  • ETL & ELT Pipelines
  • Data Lakes & Warehouses
  • Pipeline Automation
  • Schema Design

AI/ML

Model deployment, LLMOps, and predictive analytics—bringing models from experiment to production with observability.

  • Model Deployment
  • LLMOps
  • Predictive Analytics
  • ML Pipeline Orchestration

Cloud SRE

Reliable, observable infrastructure. Kubernetes, IaC, and full-stack observability for mission-critical systems.

  • Kubernetes
  • Infrastructure as Code
  • Observability
  • Incident Response

Case Studies & Projects

Selected case studies and past projects.

Retail Analytics Platform

2024

Designed and deployed a unified data platform ingesting 10M+ daily events for real-time analytics and ML training.

PythonApache SparkSnowflakedbtAirflow

LLM-Powered Search Engine

2024

Production LLMOps pipeline for semantic search with A/B testing, monitoring, and graceful degradation.

PythonPyTorchLangChainKubernetesPrometheus

Multi-Cloud FinOps & Observability

2023

Centralized observability and cost optimization across AWS and Azure for a Fortune 500 client.

TerraformAWSAzureGrafanaDatadog

Streaming Data Pipeline

2023

Real-time event streaming and transformation pipeline with sub-second latency for fraud detection.

KafkaGoFlinkRedis

Technologies I Work With

Technologies I work with day-to-day.

Python
Terraform
AWS
Azure
PyTorch
SQL
Go
Kubernetes
Spark
Docker
Python
Terraform
AWS
Azure
PyTorch
SQL
Go
Kubernetes
Spark
Docker
Python
Terraform
AWS
Azure
PyTorch
SQL
Go
Kubernetes
Spark
Docker

Consultant-as-a-Partner

I operate as Consultant-as-a-Partner. Your goals become my goals—I don’t hand off deliverables and walk away. I embed with your team, share context, and leave you with systems and practices that endure.
  • 10+ years in data engineering, ML, and cloud infrastructure
  • Led platform teams at scale-up and enterprise organizations
  • Speaker and contributor in the data and SRE communities