CAREER TRAJECTORY & COMPETENCIES

Production Experience & Credentials.

A track record spanning enterprise stream engineering at DataSturdy (Tata Power, Flipkart Ads, Bajaj Broking), frontier LLM red-teaming & RLHF at Outlier.AI, and healthcare BI at AffordPlan.

Chronological Production Roles
Download Official Resume PDF
Production Data & Stream Architecture
01/2025 – 09/2026•Bengaluru, India

Associate Data Engineer

DataSturdy Consulting Private Limited

Led high-impact data engineering engagements spanning renewable energy IoT (Tata Power), trading FinTech AI (Bajaj Broking), e-commerce scale (Flipkart Ads), and enterprise database modernization (Infosys).

▹Tata Power Mumbai: Architected end-to-end cross-cloud near real-time CDC platform streaming 24 MSSQL tables across all solar panel manufacturing and testing stages into Databricks.
▹Tata Power Mumbai: Provisioned 19-VM HA stack (2-node Debezium, 3-node Kafka, 5-node Flink, 9-node ClickHouse) in 3 days; formally commended by client leadership.
▹Bajaj Broking: Architected Voice2Trade AI pipeline extracting structured trade data from customer audio recordings with Gemini 3.5 Flash and Mistral 658B, enforcing strict SEBI regulatory compliance.
▹Flipkart Ads: Built low-latency Apache Beam (Java) streaming pipeline on GKE with RocksDB stateful deduplication and Aerospike sub-millisecond cache lookups; scaled through 21x Big Billion Days traffic with 99.9% uptime.
▹Flipkart Ads: Built cross-platform Data Sanity Framework validating consistency across MySQL, ClickHouse, Druid, and GCS with automated Spark financial reconciliations and automated daily SMTP reports.
▹Infosys Enterprise: Modernized 6 mission-critical Stored Procedures in ALCON and OMS applications, delivering 25% average query speedup and cutting peak latencies from 15 min to 3 min.
[Apache Spark][Apache Beam][Apache Kafka][Apache Flink][Debezium][ClickHouse][MSSQL][RocksDB][Aerospike][Databricks][GKE][Gemini 3.5][Mistral]
Frontier AI & Multi-Modal RLHF
06/2023 – Present•Remote

GenAI Evaluation Engineer & Red-Teamer (Freelance)

Outlier.AI

Engineered high-complexity adversarial evaluation harnesses and executed RLHF fine-tuning workflows for frontier LLM agents and foundational multi-modal models.

▹Designed adversarial evaluation scenarios to stress-test frontier LLM agents operating across 13 simulated enterprise tool environments (email, chat, version control, project tracking).
▹Constructed multi-hop reasoning tasks requiring models to verify distributed information rather than rely on shallow direct retrieval.
▹Authored and ingested synthetic relational datasets into evaluation environments using SQL, seeding realistic distractors to probe model reliability under ambiguity.
▹Executed Reinforcement Learning from Human Feedback (RLHF) workflows to fine-tune foundational LLMs including Google's Gemini across text, image, and audio modalities.
▹Performed factual verification, task-specific evaluation, and ground-truth authoring to improve multi-step agentic constraint satisfaction.
[Google Gemini][LLM Red-Teaming][RLHF][Multi-Modal Alignment][Adversarial Testing][Python][Synthetic SQL]
BI Infrastructure & Healthcare Analytics
05/2022 – 12/2022•Bengaluru, India

Financial Counselor & BI Reporting Specialist

AffordPlan

Maintained and enhanced analytics and BI infrastructure supporting 11+ hospital healthcare partners under the AffordPlan Swasth initiative.

▹Maintained and optimized Apache Superset dashboards for 11+ partner hospital chains, delivering mission-critical analytics to sales and leadership.
▹Wrote custom high-performance SQL queries for specialized healthcare charts and proactively resolved broken queries to eliminate reporting delays.
[Apache Superset][SQL][Data Modeling][Business Intelligence][Healthcare Analytics]
THE DUAL-BRAIN ADVANTAGE

Data Engineering × Creative Design & GEO

Bridging distributed stream processing, Kafka/Flink architectures, and frontier LLM red-teaming with high-end digital marketing (SEO/AEO/GEO) and graphic design (Photoshop & Illustrator).

Petabyte-scale distributed ingestion, stateful processing, and OLAP analytics

Data Engineering & Stream Architecture

3+ years building high-throughput pipelines. From 19-VM cross-cloud CDC topologies to RocksDB stateful deduplication on Kubernetes handling 21x traffic spikes.

Apache Spark (Dataproc / Databricks)

Production / Expert

Cost/performance optimization, shuffle tuning, Dataproc cluster sizing

Apache Kafka & Google Pub/Sub

Production / Expert

Clustered multi-broker HA topologies, partitioning, cross-cloud VPN transport

Apache Flink

Production / Advanced

Exactly-once checkpointing, sliding windows, RocksDB state backend

Apache Beam (Java SDK)

Production / Advanced

Stateful stream processing, Aerospike sub-ms cache lookup, GKE autoscaling

ClickHouse & Druid

Production / Expert

9-node distributed OLAP clusters, sub-second queries on manufacturing telemetry

MSSQL Server & CDC

Production / Expert

Debezium log capture, 24 tables real-time replication, Stored Procedure tuning

Education & Verified Credentials

// Academic Background

02/2023 – 12/2024Bengaluru, India

Master of Computer Applications (MCA)

Christ Academy Institute for Advanced Studies

Advanced coursework in Distributed Systems, Cloud Architecture, Database Systems, and Applied AI.

2018 – 2021Bengaluru, India

Bachelor of Computer Applications (BCA)

VEIT Degree College

Foundations in Data Structures, Relational Databases, Operating Systems, and Object-Oriented Software.

// Professional Certifications

Google Cloud PlatformCloud Architecture

Google Associate Cloud Engineer

Certified proficiency in deploying applications, monitoring operations, and managing enterprise GCP cloud solutions.

GitHubDevOps & CI/CD

GitHub Foundational

Expertise in collaborative software development, repository management, and GitHub Actions automation workflows.

GIT, HubliApplied ML

Machine Learning Certification

Comprehensive training in statistical learning algorithms, data modeling, feature engineering, and evaluation.

Tata Consultancy ServicesScored 72%

TCS National Qualifier Exam (NQT)

National benchmark certification for advanced quantitative analysis, algorithmic problem-solving, and programming.