Available for new engagements

Your One-Stop Shop
for Data & AI.

Led by a Data Engineering Leader and Principal with 20+ years of experience, Sun AI and Data LLC delivers AI-powered database security, custom AI product development, and data & AI consulting — end-to-end, from idea to production.

★ Free consultation — you pay only for real work
160B+ transactions / year $120M platform delivered 20+ years experience
Subbu Duggirala — Founder, Sun AI and Data LLC
Subbu Duggirala
Founder & Principal — Sun AI and Data LLC
20+ years in data engineering & AI. Built systems processing 160B+ transactions/yr at Mastercard. Now helping startups and enterprises scale with AI.
◆  Introducing Our First Product
DBSheriffAI
Real-Time AI Database Threat Detection
The security layer your SIEM, DLP, and firewall all share one blind spot — the live query window. DBSheriffAI closes it.
Terminates threats while the query is still running
100% private subnet — zero data leaves your perimeter
Works alongside your SIEM, DLP & firewall — replaces nothing
Supports 6 database engines across AWS, GCP, Azure & on-prem
● PostgreSQL ● SQL Server ● MySQL / Aurora ● Oracle ● MongoDB ● Snowflake
Learn More → Request a Demo
🔒  Fully air-gappable  ·  Zero vendor data exposure  ·  No new attack surface
The gap every security stack has — until now
Capability Traditional Security Tools DBSheriffAI
Detection timing After query completes ✓  While query is running
Can terminate the threat ✕  Alert only ✓  Kills connection instantly
Data stays in your network Varies — many send logs out ✓  100% private subnet
AI risk scoring per query ✕  Rule / signature based ✓  ML scored in real time
Detects sleep / DoS attacks ✕  Not database-layer aware ✓  Catches & terminates
Model trained on your data ✕  Generic signatures ✓  Self-learns your patterns
Replaces your existing stack ✓  Adds to it — replaces nothing
Background

Enterprise-scale expertise,
startup flexibility.

With 20+ years in data engineering and cloud architecture, we have built and led data systems that operate at a scale most engineers never encounter. Our experience at Mastercard (Brighterion) included hands-on ownership of infrastructure processing over 160 billion transactions annually.

We don't just architect — we execute end-to-end. From writing the first pipeline to deploying production systems across four global regions, we own the full lifecycle. Working in lean teams, we have consistently delivered complex systems on time, under pressure, and at enterprise quality.

Through Sun AI and Data LLC, our principal leads every engagement and brings in highly skilled engineers based on your specific needs — serving as a true one-stop shop: data platforms, AI agents, cloud infrastructure, and ongoing data management, all under one roof.

Mastercard · Brighterion
Data Engineering Lead — AI & Fraud Systems
  • Migrated data infrastructure from on-prem (Santa Clara) to AWS, enabling full scalability and modernization
  • Architected and built a cloud-native data platform for AI and analytics from the ground up
  • Led data engineering for a $120M Merchant Risk & Fraud Monitoring platform — deployed across North America, Europe, Asia Pacific, and Latin America
  • Designed end-to-end ETL pipelines and data processing frameworks covering the full lifecycle from AI scoring to data warehouse integration

“Many people make promises, but few consistently deliver on time — you are one of them.”

— Alexei Novakov, Manager · Mastercard (2024)
◆  Product by Sun AI & Data

Introducing
DBSheriffAI

Your SIEM, DLP, and firewall all act after a query completes. DBSheriffAI scores every active query with AI in real time and terminates confirmed threats before a single result row leaves your database. Works alongside your existing stack — replaces nothing.

PostgreSQL · SQL Server · MySQL · Oracle · MongoDB · Snowflake  ·  AWS, GCP, Azure & on-premises. Fully air-gappable. Zero data leaves your perimeter.

Learn More → Request a Demo
🔒  The Private-Subnet Guarantee

“Runs 100% inside your private network. Zero new risk introduced. Not a configuration option — it is the only way DBSheriffAI operates.”

Works alongside SIEM, DLP, firewall & IAM
Zero outbound internet — fully air-gappable
No GDPR processor · No HIPAA BAA · No PCI scope expansion
No vendor ever sees your query data or user identities
See full product details →
What We Do

Database security, AI products,
and data consulting.

🛡
AI-Powered Database Security
DBSheriffAI — real-time threat detection & query termination inside your private network.
🧠
Custom AI Products
AI agents, NL→SQL interfaces, ML pipelines — built end-to-end for your specific use case.
🏗
Scalable Data Platforms
Cloud-native data platforms on AWS — ingestion, transformation, warehousing & analytics.
Cloud Migration & Architecture
On-prem to AWS migration done right — planned, executed, and disruption-free.
ETL / ELT & Data Engineering
High-throughput pipelines, batch & streaming — built for production from day one.
🔍
Data & AI Consulting
Architecture reviews, roadmaps, and hands-on consulting — from strategy to execution.
◆  AI Agents
Talk to your databases in plain English.
Custom NL→SQL agents, automated reporting, data quality monitors & workflow automation — no SQL knowledge needed.
Request a Demo →
Let's Work Together

AI products. Data consulting.
One team. End to end.

Whether you need a database security demo, a custom AI product built from scratch, or expert data & AI consulting — reach out. The first conversation is always free.

📍
Address455 Market St, Suite 1940 #699385
San Francisco, CA 94105, United States
💼
EntitySun AI and Data LLC
★ Free Consultation — The first meeting costs you nothing. Describe your challenge and we'll give you an honest assessment and a clear path forward. You pay only when real work begins.

Send an Inquiry

Response within 1–2 business days · First consultation free

Or email directly: info@sunaidata.com
Visit www.sunaidata.com