Available for Consulting & Full-Time Roles

Hi, I'm Avinash Rai

Data Engineer & Analytics Architect

❄️ Snowflake Expert 🧱 dbt Specialist ⚙️ Matillion Certified ☁️ Azure Architect 🤖 AI/ML Engineer

I architect and build enterprise-grade data platforms using the modern data stack. Specialized in Snowflake, dbt, Matillion, and Azure Data Factory with advanced expertise in AI/ML integration, schema evolution, and real-time analytics.

30+
Projects
10+
Technologies
3+
Years Experience

About Avinash Rai

I'm Avinash Rai (@AvinashAnalytics), a Data Engineer who transforms complex business requirements into scalable, production-ready data solutions.

My expertise spans the modern data stack — from designing Snowflake data warehouses and building dbt transformation layers, to orchestrating Matillion ETL pipelines and architecting Azure Data Factory workflows.

What sets me apart is my ability to integrate cutting-edge AI/ML capabilities into data pipelines, including neural network-based transliteration systems, LLM-powered analytics, and automated schema evolution frameworks.

Core Specializations

  • Modern Data Stack: Snowflake, dbt, Matillion, Fivetran
  • Cloud Platforms: Azure Data Factory, AWS (S3, Lambda, Glue)
  • AI/ML Integration: LSTM, Transformers, LLMs, Cortex AI
  • Analytics Engineering: dbt models, data quality, testing
  • Business Intelligence: Power BI, Tableau, Streamlit
  • Data Automation: Alteryx, Python ETL, schema evolution

Advanced Projects

Built neural transliteration systems, 3D Azure analytics dashboards, and AI-powered ETL pipelines

Modern Data Stack

Expert in Snowflake, dbt, Matillion - the latest in enterprise data engineering

AI/ML Integration

Integrating machine learning models into production data pipelines

Cloud Native

Architecting scalable solutions on Azure, AWS, and Snowflake Cloud

Core Expertise

Snowflake Data Engineering

Design and implement enterprise data warehouses, optimize query performance, manage Snowpipe ingestion, and architect star/snowflake schemas

Data Warehousing Snowpipe Query Optimization Star Schema

dbt Analytics Engineering

Build modular, tested, and documented transformation layers with dbt. Implement data quality checks, incremental models, and CI/CD workflows

dbt Core dbt Cloud Data Testing Incremental Models

Matillion ETL Orchestration

Design complex ETL workflows with Matillion, integrate with Cortex AI, implement data validation, and automate pipeline deployment

Matillion ETL Maia AI Orchestration Automation

Azure Data Factory

Build interactive ADF analyzers with 3D visualizations, dependency mapping, pipeline impact analysis, and orphan resource detection

ADF Pipelines Data Integration 3D Analytics Dependency Mapping

AI/ML Pipeline Integration

Develop neural networks (LSTM, Transformers), integrate LLMs, build real-time ML inference pipelines, and deploy production ML models

LSTM/Transformers LLMs NLP Production ML

Data Automation & Evolution

Implement automated schema evolution, build self-healing pipelines, create data quality frameworks, and design adaptive data systems

Schema Evolution Auto-healing Data Quality Alteryx

Featured Projects

Advanced data engineering and AI/ML solutions showcasing enterprise-grade implementations

Cutting Edge
AI-Powered ETL 2024

Matillion Maia + Cortex AI ETL Pipeline

Integration of Matillion's AI-powered Maia with Snowflake Cortex AI for intelligent ETL automation. Demonstrates cutting-edge AI-assisted data transformation workflows.

Matillion Snowflake Cortex Maia AI ETL AI Automation
Analytics Engineering 2024

Shopverse dbt + Snowflake E-commerce Pipeline

Production-ready dbt project with Snowflake integration. Implements modular transformations, incremental models, data quality tests, and comprehensive documentation.

dbt Core Snowflake SQL Data Modeling Testing
dbt Analytics 2024

dbt Snowflake Credit Card Analytics

Advanced analytics using dbt + Snowflake for credit card transaction analysis. Features dimensional modeling, aggregations, and business metrics calculation.

dbt Snowflake Financial Analytics Dimensional Modeling
Data Warehousing 2024

End-to-End Snowflake Data Pipeline

Complete data warehouse solution with AWS S3 ingestion, star schema modeling (8+ tables), and Power BI dashboards. Czech banking dataset with financial analytics.

Snowflake AWS S3 SQL Power BI Star Schema
Automation 2024

Alteryx Email Marketing Analytics Pipeline

Fully automated pipeline with 4-stage data validation, conversion tracking (30-day window), unsubscribed user extraction, and top customer analysis in Alteryx.

Alteryx Data Validation ETL Marketing Analytics
Machine Learning 2024

Employee Turnover Prediction Model

Predictive ML model for employee retention analysis using classification algorithms, feature engineering, and HR analytics insights.

Python Scikit-learn Classification HR Analytics
Bio-Signal ML 2024

Bio-Signal Smoking Detection

Unique ML project analyzing biological signals to detect smoking patterns. Signal processing + machine learning for healthcare applications.

Python Signal Processing ML Healthcare Analytics
NLP 2025

Airline Sentiment Analysis Dashboard

Real-time NLP sentiment analysis on 15,000+ airline tweets using VADER. Interactive Streamlit dashboard with visualizations and insights.

Python NLP VADER Streamlit Sentiment Analysis
Advanced Analytics 2024

Instacart Market Basket Analysis (Alteryx)

Advanced market basket analysis using Alteryx to discover product associations, customer purchase patterns, and cross-selling opportunities.

Alteryx Market Basket Analysis Association Rules Retail Analytics

Tech Stack

Modern Data Stack

Snowflake
dbt
Matillion
Fivetran

Cloud & Infrastructure

Azure Data Factory
AWS (S3, Lambda, Glue)
Docker
GitHub Actions

Programming Languages

Python
SQL (Advanced)
Bash/Shell
Git

AI/ML & Data Science

PyTorch / TensorFlow
Scikit-learn
NLP (VADER, Transformers)
LLMs (GPT, BERT)

Business Intelligence

Power BI
Tableau
Streamlit
Excel (Advanced)

ETL & Automation

Alteryx
Apache Airflow
Data Streaming
Workflow Orchestration

Expertise & Certifications

❄️ Snowflake Data Engineering 🧱 dbt Analytics Engineering ⚙️ Matillion ETL Specialist ☁️ Azure Data Professional 🐍 Python Advanced 📊 Power BI Expert

Let's Connect

Open to freelance projects, consulting opportunities, and full-time roles in data engineering

Ready to Build Something Amazing?

I'm available for:

  • Data Engineering Consulting
  • Snowflake & dbt Implementation
  • AI/ML Pipeline Development
  • Full-Time Opportunities
Send Me a Message
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💬 Chat with Avinash