Banking product
Master Table Management
Full-stack master-data management for banking operations.
Now · Work Timeline
Building production software across Full Stack, Platform and GenAI.
Enterprise foundations became banking platforms, then large-scale financial systems. Today, that experience shapes dependable AI-first products.
NOWIndependent productsAI-native workflowsProduction systemsMay 2026 — Present
2026 / CurrentMay 2026 — Present
Independent Product Engineering & AI
Dependable systems, with intelligence in the right places.
AI-first and agentic product engineering built end to end—from domain model and product interface to deployment, evaluation and human decision boundaries.
01.101.2
Intelligent Operations System
↗
Rentora
Messy operator language becomes structured operational state through domain modelling, validation and deterministic reasoning.
Structured interpretation · domain models · deterministic reasoning · validation and regression
Education Platform
↗01.3Edvora
A multi-tenant platform for educational institutions spanning admissions, academics, identity, operational workflows and deployment.
Infrastructure / Deployment Engineering
↗Loom
Personal deployment infrastructure covering immutable releases, runtime health, rollback, environment governance and delivery automation.
2021 / Enterprise25 October 2021 — 01 May 2026
Enterprise Engineering
Barclays
4 years 6 months building within enterprise financial systems across event processing, identity, integrations and production delivery.
02.1Vocalink by Mastercard
Event processing / Fraud workflowsProject detail
Problem
Feedback events required dependable delivery to the Mastercard Vocalink Feedback API when the downstream service was unavailable.
Architecture
Events flowed through Apache Kafka to an Account Verification consumer, with Resilience4j handling bounded immediate API retries before failed events entered a dedicated Kafka retry/recovery topic.
Interesting engineering
Worked with Kafka-based event processing and resilient Vocalink feedback delivery using bounded API retries, exponential backoff and a dedicated retry/recovery topic.
Lessons
Immediate API retries and scheduled deferred recovery are separate mechanisms and should not be described as one retry counter.
Future documentation
Detailed historical and retrospective material is stored separately so proposed redesigns are never represented as Barclays implementation.
Technologies
Interview topics
API retryRetries exhaustedfeedback-retryScheduled recovery
02.2Barclays Identification & Verification (BIDV)Identity / Multi-channel loginProject detail
Problem
Identity, authentication and verification journeys must remain coherent across multiple secure banking channels.
Architecture
Enterprise identity and verification capabilities exposed through controlled service and API boundaries.
Interesting engineering
Backend and full-stack integration across authentication, login and verification journeys.
Lessons
Identity workflows require explicit trust boundaries, predictable responses and careful failure handling.
Future documentation
Protocol-level and channel-specific detail remains withheld until it can be verified.
Technologies
Interview topics
02.3Amazon Connect — Voice SystemsVoice / RecognitionProject detail
Problem
Voice interactions require dependable recognition and handling when an interaction appears suspicious.
Architecture
An Amazon Connect-related voice system; the exact AWS service terminology is intentionally not asserted.
Interesting engineering
Contributed to voice recognition and suspicious-interaction detection workflows.
Lessons
Transient voice interfaces need observable transitions and explicit fallback behaviour.
Future documentation
Exact AWS service terminology is pending documentation.
Technologies
Interview topics
2018 / Banking systemsDecember 2018 — October 2021
Senior Software Engineer · Pune, India
Sysnik IT Solutions Pvt. Ltd.
Banking-domain product engineering across core systems, reporting, data management and full-stack tools.
Core Banking System
Syscore CBS
Strategic microservices development within a core banking system.
Banking reporting
Reporting Framework
Reporting workflows across backend services and product UI.
Product tooling
Drag-and-Drop UI Builder
A visual interface builder created through proof-of-concept and technology evaluation work.
2017 / Product engineeringJanuary 2017 — December 2017
Full Stack Developer · Pune, India
Rebelute Digital Solutions
Tweebr
Technology selection, architecture and delivery across application services, messaging and cloud infrastructure.
2015 / FoundationJune 2015 — December 2016
Software Engineer · Pune, India
Cygnet Infotech Pvt. Ltd.
FastraxPOS Digital Signage
Client product development spanning a control-center application and ConnectWise ticket/detail integration.
Software engineeringFull stack productsBanking systemsEnterprise engineeringAI-first products
Now
Enterprise depth.
Product ownership.
Building modern software products with teams that care about how systems behave beyond the happy path.