Authorization and settlement systems operating at transaction scale.
AISHWARYA SWAMINATHAN
Staff Software Engineer / Bangalore, India
Engineering
at scale.
Intelligence
with purpose.
I build the distributed systems behind everyday transactions—and bring GenAI into the workflows that need it most.
12+ years of engineering · Staff / Principal focus
Distributed Systems + Generative AI
by design.RESILIENCE · SCALE · PRECISION
01 / MEASURABLE IMPACT
Complex systems.
Concrete outcomes.
Scale matters when it translates into faster processing, reliable payments and stronger teams.
Transaction workloads, with high-volume processing in under 2 minutes.
Settlement file delivery supporting timely money movement.
From ~30 TPS/store to peaks of 120 TPS/store with Spring WebFlux.
Scaling people alongside platforms. Leading 6–8 engineers through architecture, delivery and mentorship.
TECHNICAL LEADERSHIP02 / THE JOURNEY
A career in
systems that matter.
From product metadata and enterprise platforms to retail payments, global settlement and applied AI.
Visa
Staff Software EngineerBuilding the systems behind global money movement.
- Authorization and settlement engineering around 6,000 TPS, including 10M+ transaction workloads and high-volume processing under 2 minutes.
- Settlement file delivery under 24 hours, with a focus on performance, regression coverage and operational reliability.
- Leading 6–8 engineers and developing RAG/MCP approaches for acquirer onboarding and settlement AI workflows.
Lowe’s
Lead Software EngineerModernizing retail platforms for peak demand.
- Modernized services with Spring WebFlux, moving from roughly 30 TPS/store to up to 120 TPS/store at peak.
- Built tax and omni-channel payment services covering cheques, branded cards and third-party gift cards.
- Worked across streaming and data systems using Kafka, Debezium, Spark, Postgres, HDFS and Trino.
SAP Labs
Senior DeveloperTime processing, vendor management and global search for SAP Fieldglass, with backend services and analytics.
NAGRA
Software EngineerAPIs for broadcast and OTT content management. Owned major Neo4j and Elasticsearch upgrades, recognized with a BRAVO Award.
Wipro / Apple
Developer L2 / L1Product metadata and operational platforms for Apple through Wipro, supporting global product launches and reusable service design.
03 / SELECTED WORK
Where systems
meet intelligence.
Applying AI to domain-rich workflows, backed by a foundation in architecture and engineering.
Skillloop
AI Assessment Coach
Exploring AI-assisted assessment and coaching to help turn learning into a more focused practice loop.
Discuss the project ↗Acquirer onboarding
Context-aware AI workflows
RAG and Model Context Protocol work bringing domain knowledge and tools into the acquirer onboarding process.
Enterprise work · Overview only
Settlement intelligence
AI meets payment operations
Applying GenAI to settlement workflows, connecting payment-domain expertise with context-aware assistance.
Enterprise work · Overview only
04 / ENGINEERING TOOLKIT
Depth in the backend.
Range across the system.
Architecture & leadership
Distributed systems · Microservices · Event-driven architecture · Performance engineering · SOLID / DDD · Technical strategy · Mentorship
Backend & platforms
Java · Spring Boot · Spring WebFlux · Vert.x · REST APIs · GCP · Docker · CI/CD · Maven / Gradle
Data & streaming
Kafka · Debezium · Apache Spark · Postgres · HDFS · Trino · Cassandra · Neo4j · Elasticsearch · RabbitMQ
AI & engineering quality
Generative AI · RAG · Model Context Protocol · Agents · Python · Regression testing · Gatling / JMeter · Observability
Credentials AWS Developer – Associate · Neo4j Certified Professional · Apache Cassandra Developer Associate
Education B.E. Computer Science · Sri Sairam Engineering College · 2010–2014
05 / WHAT’S NEXT
Let’s build something
that makes a difference.
Connect about Staff / Principal engineering opportunities,
distributed systems or practical applications of GenAI.