Headline

Safe Security | Data Science, Software Development

About

Software Development Engineer II at Safe Security, an AI-based cyber-risk quantification company, where I design and build data platforms and cloud-native systems on Snowflake and AWS. I started as a Data Scientist developing probabilistic cyber-risk models, and my work now spans data science, backend, and data engineering. I work primarily in Python and Golang, with a focus on Snowflake, AWS (Lambda, ECS, DMS, S3), and Terraform, and I'm particularly drawn to applied AI and large language models. B.Tech in Aerospace Engineering with a Minor in Industrial Design, IIT Bombay ('22).

Location

Greater Bengaluru Area

AI stack

claude

gemini

hermes agent

openai

ChatGPT

Vercel AI SDK

Work experience

Software Development Engineer II at Safe Security, Aug 2025 - Present · 1 yr 2 mos, Bengaluru, Karnataka, India, • Shipped the "See What Changed" Unified Data Layer to production, a Snowflake platform that tracks record-level changes across the product. • Built Bronze, Silver, and Gold medallion layers on Snowflake with AWS S3, handling around 2 TB of data with a 180 GB incremental load. • Migrated change data capture from Debezium and Kafka to AWS Database Migration Service (DMS). • Designed a schema-per-tenant model with tenant-scoped roles enforcing RBAC isolation. • Cut monthly platform cost from about $120K to $30K (75%) by removing redundant tables and restructuring storage.

Software Development Engineer I at Safe Security, Aug 2023 - Aug 2025 · 2 yrs 1 mo, Bengaluru, • Built RESTful APIs in Golang for a questionnaire management system using a scalable microservices architecture. • Designed and implemented the FAIR (Factor Analysis of Information Risk) model using PERT simulations across likelihood and loss models. • Migrated the monolithic scoring repository to hybrid AWS Lambda/ECS, built a FastAPI backend, and moved CI/CD from Jenkins to GitHub Actions. • Reduced monthly infrastructure cost by 67% (from $7,500 to $2,500) through resource optimization and caching. • Scaled simulation processing from 10K to 50K using an AWS SQS asynchronous architecture. • Built a ServiceNow IRM integration with GlideScript for bi-directional data sync.

Data Scientist at Safe Security, Jun 2022 - Jul 2023 · 1 yr 2 mos, Bengaluru, Karnataka, India, • Developed probabilistic cyber-risk scoring models using Monte Carlo simulations, deployed on AWS Lambda with API Gateway. • Optimized simulation-heavy APIs with Python multiprocessing, cutting latency from over 180 seconds to under 5 seconds. • Built the Interactive Cost Model (ICM) in Python for first-party organizational loss calculation. • Automated an insurance model integration with Boost Insurance, reducing manual processing time by 80%. • Contributed to the P-State probabilistic model for the MITRE ATT&CK framework.

AI and Data Science Intern at iRekommend, Jun 2021 - Jul 2021 · 2 mos, • Developed an automated Slack bot using Python, Flask, and Pandas to enhance recruiter engagement. • Created a GCP-deployed API for storing resume attachments and email details efficiently. • Implemented web scraping techniques with BeautifulSoup to gather data from PyPI and cloud products. • Recognized with a Letter of Recommendation from the Founder for exceptional analytical and technical skills.

Data Scientist Intern at Society of AI, Jul 2020 - Sep 2020 · 3 mos, • Developed a music generator using Python, music21, Keras, and TensorFlow, leveraging RNN and LSTM techniques. • Created a face-filter application with a GUI utilizing a CNN model in Keras, TensorFlow, and Tkinter. • Recognized for exceptional problem-solving and technical skills with a Letter of Recommendation from the Founder and CEO.

Associate Data Engineer at Celebal Technologies, Jun 2020 - Nov 2020 · 6 mos, • Collaborated with senior data scientists to develop a quality-check bot for customer service. • Integrated Microsoft LUIS to enhance natural language processing capabilities in customer interactions. • Utilized NumPy, pandas, and NLTK for processing complex JSON responses effectively. • Automated workflows on Amazon's website using Selenium, improving operational efficiency.

Engineering Student at Indian Institute of Technology, Bombay, Jul 2018 - Jun 2022 · 4 yrs, Mumbai, Maharashtra, India

Education

BTech - Bachelor of Technology, Aerospace, Aeronautical and Astronautical Engineering, Indian Institute of Technology, Bombay