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SriGayathri06/README.md

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🧭 About Me

name: Sri Gayathri Sahithi Morapakala
location: Seattle, WA
education: MS Data Science, 2025
current_focus: Cloud Data Engineering & Full-Stack BI
previously_at: [Deloitte, Third Estate Analytics]
certifications: [AWS Data Engineer, Microsoft Fabric, Databricks Data Engineer]
superpower: Turning messy data into pipelines that scale β€” and dashboards that tell the story
fun_fact: I blog about the things I get wrong first, so others don't have to

I'm a Cloud Data Engineer who builds end-to-end β€” from raw ingestion to executive dashboards. I care about data quality, pipeline reliability, and making insights actually accessible to decision-makers. Currently seeking roles where I can architect data systems that matter.


πŸ… Certifications

AWS Certified Data Engineer – Associate Β Β Β Β Β Β  Microsoft Certified: Fabric Data Engineer Associate Β Β Β Β Β Β  Databricks Certified Data Engineer Associate

AWS Data Engineer (DEA-C01) Β β€’Β  Microsoft Fabric (DP-700) Β β€’Β  Databricks Data Engineer Associate

Click the badges above to verify


πŸ› οΈ Tech Stack

Domain Technologies
Cloud & Infra AWS Azure CDK Microsoft Fabric
Data Engineering Python SQL dbt Apache Spark TypeScript
Data Warehousing Snowflake Databricks Delta Lake
BI & Visualization Power BI Tableau DAX
Backend & APIs Java Spring Boot MongoDB
ML & AI Scikit-learn TensorFlow PyTorch
DevOps & Tools Git Azure Pipelines Swagger

πŸš€ Featured Projects

☁️ Cloud Data Engineering

dbt Core Β· Snowflake Β· SQL Β· Python Β· ELT Β· Medallion Architecture

Production-grade ELT pipeline for a fintech use case β€” modeling customer transactions, merchant spend, and finance KPIs across raw β†’ staging β†’ marts layers. Built on Snowflake with dbt Core, featuring data quality tests, full lineage, and a medallion architecture designed to power personal finance dashboards.

πŸ“ Blog: I Built a Production-Grade ELT Pipeline from Scratch β€” Here's Everything I Learned

AWS CDK Β· TypeScript Β· Azure Pipelines Β· S3 Β· Lambda

Production-grade data quality framework for pharmaceutical data built entirely from scratch using Infrastructure-as-Code. Designed to validate, cleanse, and route pharma datasets through automated pipelines β€” no drag-and-drop tools involved.

πŸ“ Blog: Will Drag-and-Drop Pipelines Survive Production?

SQL Β· Data Modeling Β· Predictive Analytics Β· Python

End-to-end sports data management system β€” from schema design to predictive modeling. Built for enhanced analysis of athlete performance with normalized data models and ML-powered forecasting.

πŸ“Š Business Intelligence & Dashboards

Tableau Β· Power BI Β· SQL Β· DAX

A collection of 3 interactive, stakeholder-ready dashboards:

Dashboard Tool What It Does
HR Analytics Tableau 360Β° workforce view β€” compensation, demographics, leave patterns, retention risks
Sales Performance Tableau Global sales tracking across 6 countries, top-rep leaderboards, $6.1M pipeline KPIs
Finance KPI Power BI Executive snapshot with DAX-driven EBITDA margins, YOY trends, drill-down by department

πŸ€– Machine Learning & AI

Regression & classification models for predicting wine quality scores

πŸ”€ Word Clustering

NLP-based word clustering using embedding techniques & unsupervised learning

Deep dive into convolutional network architectures & optimization techniques

Self-supervised pre-training methods for image classification β€” exploring representation learning without labeled data

βš™οΈ Software Engineering

πŸ’Ό JobBoardX β€” REST API Template Β  ⭐ 4

Spring Boot Β· MongoDB Β· Atlas Search Β· Swagger Β· Maven

Production-style microservices API with pagination, validation, full-text search via MongoDB Atlas, and Swagger docs. Designed as a reusable template for REST API development.

πŸ“ Blog: The Universal Template for REST APIs


✍️ Latest from Medium

# Article
1 πŸ—οΈ I Built a Production-Grade ELT Pipeline from Scratch β€” Here's Everything I Learned
2 πŸ”„ My Incremental dbt Model Silently Dropped a Column β€” Here's How I Caught It
3 πŸ’Έ My Pipeline Silently Lost Three Transactions β€” Here's How I Built a Bulletproof Fix
4 πŸ“ My Analytics Were Lying About Where My Customers Lived β€” How I Fixed It with SCD Type 2
5 πŸ”§ Will Drag-and-Drop Data Pipelines Survive Production? I Built the Answer from Scratch
6 πŸ’‘ I Was Asked to Build a Data Pipeline on My First Week β€” Here Is Everything I Got Wrong First
7 🧩 The Universal Template for REST APIs

πŸ† Professional Highlights

πŸ“Œ At Third Estate Analytics β€” Architected and delivered an end-to-end data pipeline
   for a fast-growing analytics startup, designing ingestion workflows, applying data
   quality checks, and deploying reliable cloud-based ETL processes that reduced data
   defects and accelerated time-to-insight for downstream BI consumers.

πŸ“Œ At Deloitte β€” Built and optimized data validation frameworks across production
   pipelines, resolving 15+ recurring data quality issues. Implemented automated
   cleansing and monitoring that improved pipeline data quality by 25%, reduced
   client-reported data incidents by 35%, and achieved 99.5% system uptime β€”
   delivered as the most junior engineer on the team.

πŸ“Š GitHub Stats


πŸ’¬ Let's Connect

I'm always open to collaborating on data engineering projects, BI dashboards, or discussing cloud architecture patterns. If you're building something interesting with data β€” let's talk.

LinkedIn Medium Email


Profile Views

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  1. Dashboards_DataAnalytics-Business-Intelligence Dashboards_DataAnalytics-Business-Intelligence Public

    A portfolio of interactive dashboards built in Tableau and Power BI, showcasing HR analytics, sales performance, and finance KPIs - turning raw data into actionable insights for decision-makers.

    1

  2. jobboardx jobboardx Public

    Production-style Spring Boot + MongoDB API with pagination, validation, Swagger, and Atlas Search

    Java 4

  3. shared-address-links shared-address-links Public

    Python