Pipeline Core System

Architecting Enterprise Neural Pipelines & Scalable Autonomic Architectures

Over 12 years of core engineering experience building distributed data engines and deploying machine learning workloads. Specializing in Microsoft Azure and Google Cloud architectures, infrastructure automation, and enterprise integrations.

Core_Diagnostic_System.sh
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25+
Cloud Migrations
100+
APIs Ingested
150+
ETL/ELT Pipelines
12+ Yrs
Systems Experience
02

NEURAL LATENT SPACE (EXPERTISE)

Generative AI & LLMOps

Compute Allocation 92%
  • Vertex AI
  • Google Gemini
  • OpenAI API
  • Prompt Engineering
  • RAG Architecture
  • Vector Databases
  • Agentic AI
  • MLOps

Cloud & Distributed Infrastructure

Compute Allocation 95%
  • Microsoft Fabric
  • Azure Synapse
  • Azure Databricks
  • Google BigQuery
  • Terraform
  • Pulumi IaC
  • GitHub Actions
  • Azure DevOps
  • CI/CD Automation

Core Systems & Integration

Compute Allocation 88%
  • Python
  • Scala & Spark
  • C# .NET Core
  • Go Language
  • API Architecture
  • Custom ETL Engines
  • PostgreSQL
  • Informatica
  • DevOps Testing
03

SYSTEM ARCHITECTURE TIMELINE (CHRONOLOGY)

Data and AI Platform Engineer

TELUS // Enterprise Cloud Platform
Jun 2023 - Present Ontario, Canada (Remote)

Architecture & Modernization: Modernized legacy data infrastructure into a unified Enterprise Data Hub on Google Cloud using BigQuery and Cloud Storage.

Pipeline Engineering: Engineered and optimized batch/real-time ETL pipelines utilizing Google Dataflow (Apache Beam), Cloud Composer (Airflow), and Pub/Sub to process millions of daily customer events.

Automation & IaC: Automated provisioning and deployment structures with Pulumi, Terraform, and GitHub Actions, slashing post-production deployment friction.

Governance & Security: Enforced metadata compliance and data lineage protocols, implementing secure Clean Room pipelines to process sharing patterns securely.

GCP BigQuery Dataflow Terraform Pulumi CI/CD

Senior AI Automation and Data Engineer

Innovoco // AI Solutions & Advisory
May 2018 - May 2023 Toronto, Canada (Hybrid)

Enterprise Scaling: Architected and administered Azure Data Lake Gen2 storage structures managing over 2 PB of production data layers, accelerating internal accessibility metrics by 30%.

High-Volume Engineering: Developed and verified over 150 end-to-end serverless ETL pipelines using Azure Data Factory, processing over 10 TB of daily operational data with 99.9% reliability.

AI Innovation & RAG: Constructed custom AI document parsing chatbots and natural language query systems leveraging OpenAI API models and Vector Database configurations.

Performance Refactoring: Optimized Databricks Spark pipelines and refactored relational storage constraints, generating a 50% decrease in execution timelines.

Infrastructure Cost Optimization: Automated dynamic provisioning logic, saving $15k to $20k per month through reserved compute allocations.

Azure Data Factory Azure Databricks OpenAI RAG Spark Cosmos DB

Web Application Developer

1StopWireless // E-Commerce Deployment
May 2017 - Apr 2018 Mississauga, Canada

Customized Liquid scripting elements within the Shopify ecosystem to configure enterprise client extensions.

Applied database security compliance and automated SEO models to expand digital customer metrics.

Shopify Liquid JavaScript SEO Architecture

Programmer Analyst

Cognizant Technology Solutions // Enterprise Java Systems
Dec 2013 - Dec 2016 Bangalore, India

Mainframe & Java Integration: Formulated Java frameworks to extract and structure unstructured files from legacy Mainframe databases to Oracle relational warehouses.

Framework Automation: Engineered automated DevOps test automation harnesses via Java Reflection API and custom Spring dependencies, lowering cycle verification timelines.

Corporate API Engineering: Built secure REST and SOAP web services, managing release patterns directly with enterprise teams.

Java Spring MVC Jenkins Oracle SQL DevOps Automation
04

THE REPOSITORY (MODEL WEIGHTS & ARTIFACTS)

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Deploying GCP & Azure with Terraform

Configured, managed, and automated cloud services, SQL engines, and identity security schemas using Terraform IaC deployments.

Hash: DT_SF_23 DATA

Salesforce Informatica Pipelines

Designed high-throughput sync tasks and troubleshooting mapping matrices utilizing the Salesforce Bulk API within Informatica Cloud (IICS).

Hash: M_FAB_24 DATA

Microsoft Fabric Medallion DWH

Built a Medallion Lakehouse architecture (Bronze-Silver-Gold Layers) on Microsoft Fabric to aggregate data from 20+ disparate sources.

Hash: INF_API_24 INFRA

PostgreSQL Integration API & IaC

Developed custom FastAPI microservices connected to PostgreSQL databases, provisioned and routed via Terraform IaC environments.

Hash: AI_PARS_23 AI

AI Chatbot for Document Parsing

Developed a Vertex AI / OpenAI chatbot with semantic document chunking and vector context searches for real-time document information retrieval.

Hash: DT_SEC_23 DATA

Secure API & ETL Pipeline

Designed an Azure Data Factory pipeline to ingest API payloads securely using OAuth 2.0 and API key verification mechanics.

Hash: AI_DBQ_23 AI

Natural Language DB SQL Chatbot

Constructed a conversational chatbot translating natural language commands into structured SQL database queries to generate metrics.

Hash: DT_BI_20 DATA

Desktop BI Schema Sync Connector

Developed a desktop migration utility in C# that automatically maps and transfers data models and schemas between BI endpoints.

Hash: DT_LK_21 DATA

Google Looker Connector Extensions

Co-developed performant API extensions in Go in association with Google engineers to scale enterprise Looker connection capacities.

Hash: DT_ANG_19 DATA

Angular Live Dynamic BI Report

Constructed a dynamic AngularJS dashboard with embedded ADAL authentication to automatically transition and schedule reports.

Hash: DT_PBI_18 DATA

PowerBI Modeling & DAX Measures

Formulated dimensional star-schemas, cleaning procedures, and responsive, context-aware DAX measure metrics in PowerBI.

Hash: DT_AAS_18 DATA

Azure Analysis Services Scaling Tool

Wrote a .NET utility to automate partition generation and scale running servers, producing 33% infrastucture savings.

Hash: DT_JAV_17 DATA

Custom High-Speed Java ETL Framework

Designed a Java data integration framework from scratch, migrating millions of records and assets with a 30% latency cut.

Hash: DT_SPK_17 DATA

Real-Time Spark Twitter Streamer

Designed real-time data streaming parsing pipelines using Apache Spark and Scala, storing indexed data within Hive tables.

Hash: DT_MIG_13 DATA

Legacy Mainframe to Oracle Migration

Migrated legacy data files from Mainframe stores to structured Oracle SQL servers, modernizing Java/Spring endpoints.

Hash: INF_DO_16 INFRA

DevOps Reflection Test Harness

Designed a Java DevOps validation framework parsing custom scripts dynamically via reflection to automate browser configurations.

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Field Rep Tracker Mobile App

Developed a field worker tracking client in Android Java with camera integration and real-time maps. Won CTS Hackathon.

Hash: DT_IDV_14 DATA

IDV BPO Validation Middleware

Developed a C# ASP.NET administration tool mapping relational forms dynamically, reducing validation latency by 83%.

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Tabify.it Restaurant KOT Backend

Designed servlet backend processing transactions and Kitchen Order Tickets in real-time over local networks.

Hash: DT_CON_13 DATA

Consumer Geolocation Push Client

Developed Android SDK structures with a PHP backend to deliver push notifications when GPS triggers coordinate boundaries.

Hash: DT_UPC_13 DATA

Upcycle Order Handling Client

Built Android UI layout structures and JSON handler servlets to process ecommerce selections against a MySQL database.

Hash: INF_CPP_08 INFRA

Advanced C++ Data Structures

Coded fundamental object containers (Lists, Stacks, Queues) in C++ focusing on manual memory alignment and pointer management.

Hash: CRT_AZ_AR CREDENTIAL

Azure Solutions Architect Expert

Elite credential validating expert skills in computing, storage, routing, and access control designs on Microsoft Azure.

Hash: CRT_AZ_AD CREDENTIAL

Azure Administrator Associate

Validates abilities in subscription management, secure RBAC configuration, network routing, and server provisioning in Azure.

Hash: CRT_GG_PR CREDENTIAL

Prompt Design in Google Vertex AI

Google Gemini credential certifying capability in system prompts, few-shot conditioning, and LLM orchestration inside Vertex AI.

Hash: CRT_GCP_DE CREDENTIAL

GCP Professional Data Engineer

Validates design, construction, and deployment metrics for BigQuery datastores, Cloud Dataflow pipelines, and MLOps.

Hash: CRT_AZ_DE CREDENTIAL

Azure Data Engineer Associate

Microsoft credential certifying expertise in designing Azure Synapse solutions, data pipelines, and streaming analytics.

Hash: CRT_DP201 CREDENTIAL

Azure DP-201 Data Solution Design

Microsoft exam credentials validating architectural blueprints for relational structures, partitions, and storage locks in Azure.

Hash: CRT_DA_AS CREDENTIAL

Data Analyst Associate (PowerBI)

Microsoft certification representing capacity to analyze, model, clean datasets, and deploy interactive dashboards using PowerBI.

Hash: CRT_DP200 CREDENTIAL

Azure DP-200 Data Implementation

Microsoft credentials demonstrating developer capability in provisioning storage, Synapse routing, and ADLS configuration.

Hash: CRT_EX768 CREDENTIAL

Exam 768: Developing SQL Models

Microsoft exam testing execution of SQL Analysis Services (SSAS) multidimensional data warehousing, DAX measures, and MDX.

Hash: CRT_MCSA_BI CREDENTIAL

MCSA SQL 2016 BI Development

Microsoft Associate certification validating core competencies in setting up databases, SQL data models, and warehouses.

Hash: CRT_EX767 CREDENTIAL

Exam 767: Data Warehouse & ETL

Microsoft exam certifying skill in setting up star schemas, cleaning parameters, and data loading flows using SSIS packages.

Hash: CRT_EX778 CREDENTIAL

Exam 778: Power BI Dashboards

Microsoft exam certifying reporting layouts, custom visual settings, SQL query connectors, and dashboard administration in Power BI.