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Senior Staff Software Engineer · American Express

Architecting Enterprise AI, Data & Cloud at Scale

AI & MLGenerative · Agentic · RAG · MCP · Multi-Agent · Evals DataBig Data · Streaming · CDC · Lakehouse · Governance · BigQuery CloudCloud-Native · GCP · AWS · Kubernetes · Serverless · Hybrid

Senior Staff Software Engineer in regulated financial services. Architecting safe, governed AI on cloud-native data platforms — serving tens of millions of customers across loyalty, benefits, ML, and API systems.

$0B+
business value unlocked
$0M+
annual savings
0TB+
daily ML processing
0B+
daily records
0+
data products
0+
automated data flows

U.S. Patent Holder · Architect of enterprise AI enablement & GenAI / Agentic AI Paved Roads · Published on GenAI, Agentic AI & RAG

About

Dean Jain

Dean Jain

Senior Staff Software Engineer · Enterprise AI, Data & Cloud Architect · U.S. Patent Holder

Phoenix, AZ

Senior Staff Software Engineer · Enterprise AI, Data & Cloud Architect · 20+ Years in Regulated Financial Services.

I architect mission-critical AI, data, and cloud platforms in regulated financial services — setting technical direction across loyalty, benefits, ML, data engineering, and API platforms that power the mobile, web, and customer-interaction experiences of tens of millions of customers.

The AI work stands on two decades of hard platform engineering — cloud-native, distributed systems built for extreme scale and concurrency: event-driven backbones on Kafka, big-data and streaming pipelines processing 10TB+ and a billion+ records daily, and polyglot data platforms (Spanner, Cassandra, BigQuery, Elasticsearch) engineered to stay fast under unforgiving load.

More recently, I built the enterprise AI Academy and architected the GenAI & Agentic AI Paved Road with central AI / CTO leadership: reference architectures and MCP-secured tool & data access; RAG grounding, enterprise redaction, and LLM-as-judge evaluation; audit, governance, and human-in-the-loop controls that make AI safe to ship in a bank-grade environment.

And it's in production, not slideware — I lead agentic AI initiatives spanning citation-grounded knowledge assistance, incident triage, policy-grounded decision support, rules automation, and shadow-mode decisioning, built on RAG plus deterministic validation, Kafka-triggered workflows, and explainable audit trails across GCP and AWS.

Interests

Enterprise AI & Agentic SystemsGenerative AI · RAG · Multi-Agent · Swarms · Evals · LLM-as-Judge · Harness EngineeringAgentic Orchestration · AI Memory Systems · ReAct / CoT · Agent Observability · GuardrailsMCP-Secured Tool & Data AccessPrompt Engineering (TACORE Framework)Foundation Models · Vector Search · EmbeddingsAI Safety · Guardrails · Human-in-the-LoopAPI Engineering · REST · GraphQL · gRPC · OpenAPIDistributed Systems · Microservices · Event-Driven · KafkaBig Data · Apache Spark · Hadoop · Hive · Lambda ArchitectureBigQuery · Lakehouse · LODL · MLOpsCDC · Data Governance · Lineage · Data QualityPolyglot Databases · Spanner · Firestore · HBase · Cassandra · Elasticsearch · SingleStoreCloud-Native Platforms (GCP · AWS · Hybrid)Architecture Governance · Paved Roads · InnerSourceTechnical Leadership · Mentoring · Cross-Functional Strategy

Education

  • M.S. Information Technology Management — AI / ML Specialization · Colorado State University
  • B.E. Computer Science · RGPV Engineering University
  • AI Agents & Agentic AI Architecture (Python) · Vanderbilt University
  • Executive Data Science · Johns Hopkins University
  • Leadership Excellence + People Leadership · Harvard University

Beyond the Role · Open To

C-Suite & Senior Leadership Roles

CTO · Chief Architect · VP Engineering · Distinguished Engineer — in AI, data, or platform engineering

Public Speaking

Keynotes · panels · podcasts on Enterprise AI · Agentic systems · regulated-AI safety · Data Engineering · Big Data · APIs · System Design & Architecture · Event-Driven Architecture · Open Source / InnerSource

Advisory Roles

Strategy across AI · Agentic systems · Data Engineering · Big Data · Cloud-Native Platforms · APIs · System Design · Event-Driven Architecture · Open Source / InnerSource — for startups, scale-ups, and enterprise transformations

Mentoring

Senior engineers stepping into staff / principal / architect roles

Founder Mindset

Past founder · multiple startups across data, developer tools, cloud-native apps, and AI / ML iOS apps

Strategic Tech Investments

Early-stage AI / infrastructure / dev-tools — advisory + angel scope

GitHub · Last 12 months

@DeanJain · 714 contributions →
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Core Skills

AI-first architecture · Petabyte-scale data ecosystems · Resilient, high-concurrency distributed systems · Cloud-native platforms · Engineering leadership at enterprise scale

Generative & Agentic AI

GenAI · RAG · Multi-Agent · Swarms · Agentic Orchestration

LLMs & Prompt Engineering

Foundation models · TACORE · ReAct / CoT · LLM-as-Judge · Evals · Harness Engineering

MCP-Secured Tool & Data Access

Redaction · Audit · HITL · Agent Observability

Vector Search & Embeddings

Retrieval · Re-ranking · Grounding · AI Memory Systems

AI Safety & Governance

Guardrails · Explainability · Regulated AI · Agent Tracing

MLOps & ML Platforms

Hybrid-cloud ML · 10TB+/day pipelines

Event-Driven & Streaming

Kafka · PubSub · Kinesis · CDC

Distributed Systems & APIs

Microservices · gRPC · GraphQL · REST · ~25ms

Google Cloud Platform

Certified Professional Cloud Architect

Amazon Web Services

Certified Solutions Architect

BigQuery · Lakehouse · LODL

Petabyte-scale analytics & governance

Polyglot Data Stores

Spanner · Firestore · HBase · Cassandra · SingleStore · ES

Data Governance & Quality

Policy-to-runtime rules · Lineage · LODL · Regulated data

Golang · Java · Python

Production systems at scale

Enterprise Architecture

TOGAF Certified · Paved Roads · Governance

Open Source / InnerSource

Authored Kafka · GraphQL · Big Data SDKs

Technical Leadership

Mentoring · Principal-engineer community

Innovation & Patents

U.S. Patent · Multiple Innovation Awards

Global Team Building

Cross-functional leadership at scale

OpenAI
Anthropic
GCP
AWS
Kubernetes
Kafka
Spark
BigQuery
Firestore
Hadoop
Go
Java
Python
GraphQL
gRPC
Elasticsearch
Cassandra
Redis
SingleStore
LangChain
OpenAI
Anthropic
GCP
AWS
Kubernetes
Kafka
Spark
BigQuery
Firestore
Hadoop
Go
Java
Python
GraphQL
gRPC
Elasticsearch
Cassandra
Redis
SingleStore
LangChain

Experience

  1. Senior Staff Software Engineer

    Jun 2023 – Present

    American Express · Phoenix, AZ

    AI, Data, Loyalty, Benefits, ML & API Platforms

    • Set technical vision and architecture strategy across 5 interconnected enterprise platforms — loyalty, benefits, data engineering, ML, and APIs — forming a unified intelligent loyalty ecosystem.
    • Architect of an enterprise AI Academy and the GenAI & Agentic AI Paved Road in partnership with central AI / CTO leadership: reference architectures, reusable components, MCP-secured tool & data access, enterprise redaction patterns, audit logging, threat modeling, and delivery guardrails for safe enterprise adoption.
    • Lead multiple agentic AI initiatives in production across citation-grounded knowledge assistance, incident triage, policy-grounded decision support, rules automation, and shadow-mode decisioning — combining RAG, LLM-as-judge evaluation, deterministic validation, Kafka-triggered workflows, human-in-the-loop review, and explainable audit trails on GCP and AWS.
    • Define autonomy boundaries and safety patterns for AI workflows in regulated environments.
    • Architect global loyalty APIs (Golang, REST, gRPC) at ~25 ms latency powering mobile and web experiences for membership rewards and offers.
    • Built ML innovation capability processing 10 TB+ daily for personalization and intelligent decisioning.
    • Engineered a governed hybrid-cloud LODL platform (GCP + on-prem Hadoop) as the source-of-truth layer for loyalty analytics and ML.
    • U.S. Patent + Innovation Award anomaly detection — BigQuery rules + ML models + high-performance Golang APIs.
  2. Senior Staff Software Engineer

    Feb 2021 – Jun 2023

    American Express · Phoenix, AZ

    Sales & Marketing Engineering — Enterprise Data Fabric & Hybrid-Cloud Integration

    • Unlocked $6B+ in business value by architecting an automated data fabric serving as the intelligent core for sales and marketing — enabling launch of 45+ data-driven products in under 12 months.
    • Delivered $31M annual savings through a self-service hybrid-cloud integration platform — 500+ real-time and batch data flows automated between private and public clouds with no-code patterns.
    • Pioneered a fully automated, zero-touch production deployment pipeline for cloud-native applications.
    • Designed the data fabric to process 1B+ records daily, central engine for low-latency databases and real-time APIs.
  3. Staff Engineer / Director

    Jan 2018 – Feb 2021

    American Express · Phoenix, AZ

    Self-Service Data Platforms & API Ecosystems

    • Delivered $10M annual savings by conceiving and leading a self-service marketing data platform — reduced campaign launch cycles by 90%.
    • Generated $5M additional annual savings and improved time-to-market by 90% by building an automated GraphQL API platform.
    • Architected platforms for enterprise scale and resilience — billions of records daily with production-grade observability, fine-grained access controls, and consistent governance.
  4. Senior Engineer

    Jul 2015 – Jan 2018

    American Express · Phoenix, AZ

    Big Data, Kafka, Event-Driven Integration & Data Automation

    • Led a global engineering team establishing foundational capabilities in event-driven architecture, large-scale data processing, and data-platform automation.
    • Built a Hadoop-based Data Deduplication Engine using lambda architecture (batch + real-time), saving 3,000+ manual hours annually.
    • Architected a configuration-driven big-data platform on Apache Spark for ingestion, transformation, and validation of diverse batch sources.
    • Engineered a template-based, Kafka-enabled event platform for bidirectional cross-cloud data synchronization.
  5. Software Engineer

    Jan 2011 – Jun 2015

    American Express · Phoenix, AZ

    Commercial / Corporate Engineering — Java, APIs, Microservices, Big Data

    • Technical leadership across multiple global scrum teams — scalable Java backends, microservices, and big-data applications.
    • Established REST, OpenAPI, and GraphQL specifications and reusable API design practices.
    • Applied GCP, Kafka, Big Data, and NoSQL to solve complex problems and strengthen critical software infrastructure.
  6. Software Developer

    Jan 2004 – Jan 2011

    Tata Consultancy Services · Bangalore

    Clients: Tier-1 financial-services enterprise (customer portal) & Barclays Bank (core banking)

    • Lead SME for a high-traffic customer portal for card account management — architected performance enhancements delivering 60% site-performance improvement (Technical Excellence Award).
    • Barclays Bank: developed Java / J2EE backend services for core banking — transaction processing, data management, and reporting — across the full SDLC.

Enterprise AI & Platform Work

Reference architectures, patents, and production initiatives I have led for regulated, enterprise-scale environments.

Recognition · Patents · Certifications

Patents

U.S. Patent — ML-Driven Business-Usage Anomaly Detection (BigQuery + Golang APIs)

U.S. Patent & Trademark Office · 2024

Inventor — combining BigQuery rules, ML models, and high-performance Golang APIs for cost-saving anomaly detection.

Awards

Inventor Award — Data & AI

American Express · Sep 2025

Granted for driving innovation and building groundbreaking engineering products.

Chairman Award — Cloud / AI Innovation

American Express · 2025

Recognition for developing innovative products using cutting-edge cloud, data, and AI technology.

Open Source Contributor Champion

American Express · Jun 2023

Recognition for contributing to open-source initiatives.

Open Source Contributor Champion

American Express · Jun 2021

Acknowledgment of contributions to open-source projects.

Chairman's Award

American Express · Mar 2019

Outstanding contribution to enterprise technology.

CEO Award — Technology Innovation (Big Data / AI)

American Express · 2018

Highest company award for technology innovation in Big Data and AI, presented by the CEO.

Big Data Engineering EDGE Award

American Express · 2017

Chairman's Award

American Express · 2015

Technology Excellence Award

American Express · Feb 2014

Executive Education

AI Agents & Agentic AI Architecture (Python)

Vanderbilt University · Jun 2025

Leadership Excellence + People Leadership

Harvard Business School · 2024

Executive Data Science

Johns Hopkins University · 2022

Cloud & Architecture

Professional Cloud Architect

Google Cloud · Oct 2022

Verify

AWS Certified Solutions Architect

Amazon Web Services · 2021

TOGAF 9.1 Certified Enterprise Architect

The Open Group · Oct 2013

Verify

Data Platforms

SingleStore Certified Developer

SingleStore · Oct 2018

Verify

MapR Certified Spark Developer (MCSD 1.6)

MapR Technologies · Apr 2016

Verify

MapR Certified HBase Developer

MapR Technologies · Aug 2016

Verify

Agile

Certified SAFe® Practitioner

Scaled Agile · Oct 2017

Certified Scrum Master (CSM)

Scrum Alliance · Oct 2016

Java Platform

Sun Certified Business Component Developer (SCBCD)

Sun Microsystems · 2010

Java EE 5 — EJB 3 component design and development.

Sun Certified Web Component Developer (SCWCD)

Sun Microsystems · 2009

Java EE 5 — Servlets, JSP, JSF web-tier development.

Sun Certified Java Programmer (SCJP)

Sun Microsystems · 2008

Java SE — language fundamentals, OO design, concurrency.

Systems

IBM Certified System Administrator — WebSphere

IBM · 2012

Get in Touch

Open to CTO & senior technology leadership · advisory · speaking · mentoring · selective early-stage opportunities.

The fastest way to reach me is the contact page — a short form that helps me prioritize the strongest fits. Quality leads typically hear back within 48 hours.

No newsletter · No resale · Personal review of every submission.