VaishnovSrinath
Architecting enterprise-scale data platforms, automating masking workflows, and building the infrastructure layer that powers AI-ready test environments across banking and fintech. Currently driving technical solutions delivery at BTP Icon.
About
Who I Am
Enterprise data infrastructure meets modern automation engineering — from legacy systems to AI-ready pipelines across banking, healthcare, and fintech.
I work at the intersection of enterprise data systems and modern automation. Over the past eight years, I have moved from production support and ETL operations into designing and delivering enterprise-scale Test Data Management platforms for some of the largest banking workloads in Southeast Asia.
Currently at BTP Icon, I drive end-to-end technical solutions delivery — helping enterprise customers onboard, configure, and operationalize complex data infrastructure across Test Data Management, Database CI/CD, DevSecOps automation, cloud analytics, and GenAI platforms.
My focus is on bridging the gap between product engineering, customer requirements, and real-world operational constraints — translating platform capabilities into measurable business outcomes at enterprise scale.
Enterprise Architecture
Bank-wide test data platforms across hundreds of applications — digital banking, cards, customer master, and mainframe systems.
Automation Engineering
API-driven pipelines, CI/CD integrations, and workflow automation replacing manual processes across enterprise environments.
AI-Era Infrastructure
Schema drift management, database-as-code, and orchestration for AI-ready environments across banking and healthcare.
At BTP Icon
BTP Icon is a Singapore-based technology consultancy specializing in enterprise data operations — Data Integration, Test Data Management, DevSecOps Automation, Cloud Analytics, GenAI, and Integrated Business Planning. We partner with organizations across APAC to modernize their data infrastructure, ensure compliance, and accelerate AI readiness at scale. Learn more →
Beyond the Terminal
Outside work, I chase light. Trekking through mountains, shooting astrophotography in the dead of night, and capturing drone aerials across Southeast Asia with my Canon R8. The patience required for a 30-second star exposure translates directly into how I approach complex system problems.
What We Deliver
AI-Ready Data Infrastructure
The foundational data layer that determines whether AI initiatives scale to production — schema governance, compliant test data, and enterprise orchestration.
The success of enterprise AI initiatives is determined not by the models themselves, but by the integrity of the data infrastructure beneath them — clean, compliant, version-controlled, and operationally governed.
At BTP Icon, we deliver the foundational data layer that transforms AI from proof of concept to production-grade infrastructure. Schema drift detection, database-as-code pipelines, AI-ready test data generation, and enterprise orchestration — the critical infrastructure that underpins every successful AI deployment at scale.
Schema Drift Detection
Governing schema evolution across enterprise environments
Schema drift introduces silent failures across AI and testing pipelines. Untracked column changes, deprecated tables, and data type modifications compromise model accuracy and release stability. Our approach detects and governs schema changes proactively — before they cascade into production failures.
AI-Ready Test Data
Compliant, realistic data that preserves analytical value
Financial institutions require test data that satisfies regulatory compliance without sacrificing statistical fidelity. Healthcare demands synthetic patient records preserving distributional patterns while ensuring zero re-identification risk. We deliver privacy-safe data pipelines purpose-built for AI training and validation.
Data Orchestration for LLMs
Enterprise-grade foundations for retrieval-augmented generation
Large language model deployments depend on the quality and governance of the underlying data layer. From embedding pipelines and vector store optimization to source data validation and retrieval accuracy — we architect the orchestration infrastructure that determines whether LLM initiatives reach production scale.
Environment Provisioning at Scale
On-demand data delivery across hundreds of applications
Enterprise environments require masked, compliant data provisioned in minutes — not weeks. Across development, QA, and AI workloads, every team needs access to representative production subsets without operational friction. We have delivered this at scale for some of the largest banking institutions in APAC.
Experience
Professional Journey
From production support to enterprise TDM architecture — a decade of building, automating, and scaling data systems across global financial institutions.
Technical Solutions Specialist
BTP Icon · Singapore
- •Own end-to-end technical delivery and post-implementation success for enterprise customers.
- •Act as the primary technical point of contact, bridging customers, product, and engineering teams.
- •Lead solution onboarding, configuration, and production rollouts across client environments.
- •Drive customer success through system health monitoring, performance optimization, and issue resolution.
- •Deliver technical enablement sessions, demos, and knowledge transfers to accelerate adoption.
- •Provide Tier-2 / Tier-3 support, troubleshooting complex issues and driving root-cause analysis.
Technical Solutions Specialist
BTP Icon · Singapore
- •Own end-to-end technical delivery and post-implementation success for enterprise customers.
- •Act as the primary technical point of contact, bridging customers, product, and engineering teams.
- •Lead solution onboarding, configuration, and production rollouts across client environments.
- •Drive customer success through system health monitoring, performance optimization, and issue resolution.
- •Deliver technical enablement sessions, demos, and knowledge transfers to accelerate adoption.
- •Provide Tier-2 / Tier-3 support, troubleshooting complex issues and driving root-cause analysis.
Test Data Management Specialist
DBS Bank · Singapore
- •Designed and operated enterprise-scale Test Data Management platforms for banking workloads.
- •Implemented data masking and provisioning aligned with GDPR and internal data governance standards.
- •Integrated critical systems including digibank, cards, and customer master data into TDM platforms.
- •Built Python and CI/CD automations around Delphix APIs to standardize and accelerate masking workflows.
- •Automated parquet file masking for Hadoop-based applications without additional connectors.
- •Enabled self-service TDM for application teams, significantly reducing test data turnaround time.
Test Data Management Specialist
DBS Bank · Singapore
- •Designed and operated enterprise-scale Test Data Management platforms for banking workloads.
- •Implemented data masking and provisioning aligned with GDPR and internal data governance standards.
- •Integrated critical systems including digibank, cards, and customer master data into TDM platforms.
- •Built Python and CI/CD automations around Delphix APIs to standardize and accelerate masking workflows.
- •Automated parquet file masking for Hadoop-based applications without additional connectors.
- •Enabled self-service TDM for application teams, significantly reducing test data turnaround time.
Senior Software Engineer
Accenture · Chennai, India
- •Served as SME for IBM Infosphere Optim (TDM, TDO, TDF) across enterprise projects.
- •Designed and executed data masking and test data fabrication strategies for non-production systems.
- •Worked closely with business users to capture test data requirements and translate them into solutions.
- •Built internal automation tools using Python, Flask, HTML, and CSS.
- •Mentored junior engineers and reviewed solution designs to improve delivery quality.
Senior Software Engineer
Accenture · Chennai, India
- •Served as SME for IBM Infosphere Optim (TDM, TDO, TDF) across enterprise projects.
- •Designed and executed data masking and test data fabrication strategies for non-production systems.
- •Worked closely with business users to capture test data requirements and translate them into solutions.
- •Built internal automation tools using Python, Flask, HTML, and CSS.
- •Mentored junior engineers and reviewed solution designs to improve delivery quality.
Software Engineer
Accenture · Chennai, India
- •Provided Tier-2 and Tier-3 production support for large-scale enterprise applications.
- •Automated operational workflows using Unix shell scripting and Informatica ETL.
- •Monitored and supported batch jobs across JCL, Unix, and Informatica environments.
- •Collaborated with business teams to analyze data issues and resolve production incidents.
- •Built operational reports and dashboards to improve incident visibility and response time.
Software Engineer
Accenture · Chennai, India
- •Provided Tier-2 and Tier-3 production support for large-scale enterprise applications.
- •Automated operational workflows using Unix shell scripting and Informatica ETL.
- •Monitored and supported batch jobs across JCL, Unix, and Informatica environments.
- •Collaborated with business teams to analyze data issues and resolve production incidents.
- •Built operational reports and dashboards to improve incident visibility and response time.
Bachelor of Engineering – Printing Technology
College of Engineering Guindy (Anna University) · Chennai, India
- •Built strong foundations in engineering principles, systems thinking, and process optimization.
- •Developed analytical and problem-solving skills applied later in enterprise technology delivery.
Bachelor of Engineering – Printing Technology
College of Engineering Guindy (Anna University) · Chennai, India
- •Built strong foundations in engineering principles, systems thinking, and process optimization.
- •Developed analytical and problem-solving skills applied later in enterprise technology delivery.
Portfolio
Technical Portfolio
Architecture, automation, and delivery across banking, fintech, and enterprise data platforms.
Enterprise TDM Platform Architecture
Bank-wide test data delivery for hundreds of applications
- •End-to-end operating model: onboarding, dependency mapping, masking standards, runbook-driven delivery.
- •Integrated critical banking domains — digital banking, cards, customer master — into consistent provisioning.
- •Self-service adoption patterns that reduced test data turnaround time across application teams.
Masking Automation & CI/CD
AutomationAPI-driven execution for repeatable, governed masking
- •Pipeline automations triggering masking jobs via APIs across environments.
- •Queue and guardrail patterns reducing collision and manual intervention.
Big Data File Masking
Data EngineeringEnd-to-end file masking for analytics pipelines
- •Automated file-level masking for big data testing across analytics pipelines.
- •Workflow patterns integrating into existing delivery with full repeatability.
Mainframe Data Masking
MainframeLegacy dataset masking with enterprise governance
- •Masking for mainframe datasets aligned to legacy constraints and compliance requirements.
- •Vendor partnership for POCs, defect triage, and performance optimization.
Technical Presales & Customer Adoption
EnablementTranslating platform value into enterprise-wide adoption
- •Technical demonstrations and onboarding sessions driving self-service TDM adoption.
- •Cross-functional alignment reducing onboarding friction across enterprise teams.
Production Support & ETL Operations
OperationsMonitoring, incident analysis, and operational automation
- •Batch monitoring, incident triage, and RCA-driven fixes across production environments.
- •Automated operational tasks with scripting and monitoring dashboards.
Photography
Through the Lens
Cityscapes, mountains, astrophotography, and drone aerials — captured with a Canon R8 across Southeast Asia.
Insights
Thought Leadership
Writing about TDM, data privacy, enterprise automation, and the operational realities behind the buzzwords.
Connect
Get in Touch
For consulting engagements, enterprise partnerships, or to explore how BTP Icon can accelerate your data infrastructure initiatives.