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S Sai Madhan
Solution Engineer

Solution Engineer · JFrog

Solution Engineering DevSecOps Software Supply Chain Cloud Native Pre-Sales MLOps Solution Architecture Enterprise Security POC Design RFP Response JFrog Platform Kubernetes AWS · Azure · GCP Solution Engineering DevSecOps Software Supply Chain Cloud Native Pre-Sales MLOps Solution Architecture Enterprise Security POC Design RFP Response JFrog Platform Kubernetes AWS · Azure · GCP
Career Departures
Period Company Role Status
● CURRENT
PREVIOUS
PREVIOUS
PREVIOUS
PREVIOUS
PREVIOUS
Experience
Aug 2025 – Present
Bengaluru
JFrog
Solution Engineer

Working at the intersection of DevSecOps and business outcomes, supporting enterprise adoption of secure software supply chain practices across SaaS, self-hosted, and air-gapped environments.

  • Own end-to-end pre-sales engagements from discovery and solution design through demos, POCs, and deal closure
  • Design customer-facing solution architectures covering deployment topologies, integration patterns, and platform configurations across SaaS, self-hosted, and air-gapped environments
  • Support enterprise deals across varied ACV and TCV ranges, contributing to ARR and NNARR growth by aligning solutions to technical and business requirements
  • Respond to RFPs and security questionnaires, coordinating accurate and timely submissions for complex enterprise evaluations
  • Act as a trusted advisor on security and compliance topics including vulnerability management, secrets detection, and policy enforcement
  • Lead technical deep dives and executive presentations, translating complex DevSecOps architectures into business-centric narratives
  • Design and execute POCs aligned to customer success criteria, ensuring measurable validation of platform capabilities
  • Maintain reusable pre-sales assets including documentation, guides, and FAQs to scale customer engagements
  • Collaborate cross-functionally with sales, product, engineering, and customer success to improve customer experience and influence product direction
Jun 2024 – Aug 2025
Bengaluru
Ernst & Young (EY) · GDS
Senior Analyst, MLOps & Cloud

Focused on building production-grade ML platforms and secure, automated cloud infrastructure for global enterprise clients in insurance and financial services.

  • Built and scaled an end-to-end MDLC platform on AWS (EC2, EKS) using Terraform and Ansible
  • Integrated JupyterLab, VS Code Server, S3, Artifactory, and Route 53 for standardized ML environments
  • Evaluated MLSecOps tools using precision, recall, and F1 metrics; integrated selected tools into ML pipelines for model security
  • Developed serverless security workflows using AWS Lambda to scan and route files across S3 buckets
  • Automated reporting workflows using NLP (SpaCy) to generate insights from large datasets
  • Implemented CI/CD pipelines using GitLab Runner and CloudBees; containerized applications using Docker
Jan 2023 – May 2024
Bengaluru
Tata Consultancy Services
System Engineer

Large-scale enterprise infrastructure and DevOps work for global technology and telecom clients across North America and Europe.

  • Deployed and managed containerised applications using Kubernetes and Helm in cloud-native environments
  • Managed cluster operations with observability using Prometheus and Grafana
  • Built and integrated CI/CD pipelines using Azure DevOps, Terraform, and Helm
  • Automated infrastructure provisioning using Bash, Python, and Kubernetes operators
  • Worked within Agile/Scrum teams across sprint cycles, contributing to planning, delivery, and retrospectives
  • Tested and validated pod-level network connectivity on OpenShift clusters using Juniper Networks, troubleshooting routing and policy issues across the cluster fabric
  • Gained hands-on exposure to OpenShift-based deployments and enterprise infrastructure systems
Jan 2022 – Jan 2023
Bengaluru
L&T Technology Services
Engineer

Full-stack developer in OSS compliance, building internal tools and automating workflows for a global electronics and media client.

  • Built Django-based applications with PostgreSQL backend and JavaScript frontend
  • Deployed applications using Nginx and Gunicorn on Azure VM instances
  • Developed internal tools for compliance workflows and ticketing systems
  • Automated CI/CD pipelines using Jenkins, Git, and Docker
  • Worked in Agile sprints, managing tasks through Jira and participating in regular standups
  • Worked with software scanning tools to detect open-source license and security issues
Jan 2021 – Jan 2022
Bengaluru
L&T Technology Services
Associate Engineer

Focused on open-source software compliance and license governance.

  • Mapped OSS licenses using FossID (Snyk) and explored Black Duck
  • Ensured compliance with copyleft and open-source licensing requirements
  • Worked with Gerrit and Git for version control and code reviews
Sep 2020 – Jan 2021
Mysuru
L&T Technology Services
Engineering Intern

Trained across multiple technologies including 5G domain fundamentals. Contributed to internal development projects.

  • Contributed to development and debugging of an Android application as part of internal projects
  • Supported development automation and module-level testing
Jun 2017
Bengaluru
Knowledge Lens
Summer Intern

Designed a UI prototype for GLens, a real-time industrial data monitoring platform, focusing on user experience and visualisation for environmental compliance use cases.

Projects
MDLC
ML lifecycle
platform

Model Development Lifecycle Platform, EY

Designed and deployed an end-to-end MDLC platform on AWS EKS and EC2 using Terraform and Ansible. Integrated JupyterLab, VS Code Server, S3, Artifactory, and Route 53, enabling standardized, reproducible ML development environments for enterprise teams.

AWS EKS Terraform Ansible Artifactory MLOps
F1↑
MLSecOps
benchmarking

MLSecOps Tool Evaluation, US Insurance Client

Evaluated and benchmarked multiple MLSecOps tools using TP, FP, FN, precision, recall, and F1 scoring. Integrated the selected tool into active ML pipelines for AI-driven threat detection and model security at scale.

MLSecOps Model Security BFSI Python
λ
Serverless
security pipeline

Serverless File Security Workflow, AWS Lambda

Built an AWS Lambda-based pipeline to scan S3-uploaded files using a third-party security API, automatically routing to quarantine or safe buckets based on scan results. Fully automated, event-driven, and zero-ops.

AWS Lambda S3 Security Automation Python
NLP
Deal intelligence
automation

Automated Deal Summary Generation, Asset Management

Built a reporting pipeline using NLP to extract structured summaries from large JSON deal datasets, automating PowerPoint report generation for a Singapore-based asset management firm. Saved significant manual analysis time across deal review cycles.

NLP Python Automation
OSS
License
compliance

Copyleft Archive Management Tool (CAMT)

Designed and built an internal Django application to manage open-source software compliance workflows for a global electronics and media client. CAMT tracked copyleft obligations, flagged license conflicts, and maintained an auditable archive of OSS usage across the codebase. Integrated with FossID for automated license scanning and detection.

Django PostgreSQL FossID OSS Compliance JavaScript
Architecture
HA
High-availability
deployment

Enterprise JFrog Platform Deployment Architectures

Design reference architectures for enterprise JFrog platform deployments across SaaS, self-hosted, and air-gapped environments. Covers high-availability configurations, multi-site replication, storage backends, and network topology, tailored to each customer's infrastructure and compliance constraints.

JFrog Platform Kubernetes AWS / Azure Air-gapped HA & DR
CI/CD
Pipeline
integration

DevSecOps Pipeline Integration Patterns

Architect end-to-end DevSecOps pipeline integrations connecting JFrog Artifactory and Xray with customer CI/CD toolchains including GitHub Actions, GitLab CI, Jenkins, and Azure DevOps. Designs cover artifact promotion workflows, security gate policies, and compliance reporting hooks.

Artifactory GitHub Actions GitLab CI Jenkins Security Gates
ML
Model supply
chain

ML Artifact & Model Supply Chain Architecture

Design secure artifact management architectures for ML workflows, covering model versioning, dataset storage, dependency management, and governance controls. Integrates JFrog's platform into MLOps pipelines to bring software supply chain security principles to model development lifecycles.

MLOps Model Governance Artifactory Supply Chain Security
Skills
Cloud & Infra
AWS (EC2, EKS, S3, Lambda) · Azure · Kubernetes · Helm · Docker · OpenShift · Terraform · Ansible · CloudFormation
DevSecOps
JFrog Artifactory · GitHub Actions · GitLab CI · Azure DevOps · Jenkins · SAST · SCA · Security Scanning
ML & AI
MLOps · MLSecOps · Model Lifecycle Management · GenAI Security · Prompt Engineering · SageMaker
Observability
Prometheus · Grafana · ELK Stack · Alerting & Metric Instrumentation
Programming
Python · JavaScript · Bash · Shell Scripting · YAML · REST APIs
Tools
Jira · Confluence · Git · Gerrit · Artifactory · FossID · Microsoft Excel · PowerPoint
Solution Eng.
Pre-sales · Technical Discovery · Solution Architecture · POC Design & Execution · Demo Delivery · RFP & Security Questionnaire Response · Stakeholder Alignment · Value Selling
Education & Certifications

Education

Executive MBA
IIM Kozhikode · 2025–2027 (Expected)
B.Tech, Computer Science & Engineering
SRM Institute of Science & Technology · 2016–2020

Certifications

AWS Solutions Architect – Associate
Amazon Web Services
DevOps Engineer Expert
Microsoft Azure · AZ-400
Azure Developer Associate
Microsoft · AZ-204
Red Hat OpenShift Seller
Red Hat
Advanced Certificate in Business Analytics
IIIT Bangalore
Agile Project Management
Google / Coursera
Contact
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