Aiswarya Vijaya Kumar

Aiswarya Vijaya Kumar

Data Engineer @ Amazon

About

AI/ML Data Engineer with end-to-end experience building the data infrastructure behind production ML and agentic systems from batch and streaming pipelines to LLM applications, feature stores, and ML platforms across AWS/Snowflake/Spark/Bedrock. Let's connect! I'm always open to discussing AI/ML platforms, agentic systems, or new career opportunities.

Country

United States

City

San Francisco Bay Area

Industry

Computer Software

Skill

Enterprise Data Warehouses (EDW), ETL Tools, PySpark, Extract, Transform, Load (ETL), Data Warehouse Architecture, Apache Kafka, Tableau, Data Warehousing, Apache Spark, REST APIs, Snowflake Cloud, LangGraph, Elasticsearch, Data Build Tool (DBT), FastAPI, Grafana, TypeScript, AWS Lambda, AWS Step Functions, Amazon QuickSight

Experience

Amazon

Data Engineer

Amazon

LinkedIn
2025-8 - 2025-12 · 5 mos

Seattle, WA

Amazon Business • Restored query SLA compliance across 4 Redshift clusters by designing an idempotent Step Functions framework executing 600+ VACUUM and 3,200+ ANALYZE operations daily with retry logic, failure isolation, and throttle-aware execution. • Eliminated manual configuration and configuration drift by deploying the infrastructure via AWS CDK with IAM boundaries, observability, alerting, and per-cluster failure isolation for auditable, reversible operations. • Built QuickSight observability dashboards tracking VACUUM/ANALYZE completion rates, p95 query latency, and storage utilization, reducing on-call triage time from hours to minutes.

HTC Global Services

Software Engineer

HTC Global Services

LinkedIn
2025-5 - 2025-8 · 4 mos

Troy, Michigan, United States

• Built a LangGraph text-to-SQL agent that generates and validates Snowflake queries grounded in dbt schema metadata, with an error-feedback loop, served via FastAPI to enable analysts to self-serve data requests, reducing turnaround from days to minutes. • Built a Snowpipe ingestion pipeline with S3 event triggers achieving sub-5-minute data freshness into Snowflake, backed by dbt transformations, instrumented with Grafana metrics and ElasticSearch logs to surface ingestion lag and test failures.

エー・アール・システム株式会社

Software Engineer | AR System Co., Ltd.

エー・アール・システム株式会社

LinkedIn
2022-4 - 2024-8 · 2 yrs 5 mos

Tokyo, Japan

• Enabled daily e-commerce reconciliation and Tableau analytics for finance and ops stakeholders by orchestrating batch PySpark ETL pipelines via Airflow DAGs, processing high-volume workloads from ingestion to downstream consumption. • Cut Spark processing latency by 55% by profiling shuffle skew, partition sizing, execution plans and lowering compute costs. • Designed a star schema warehouse for e-commerce order analytics (order,sales facts, product/customer/time dimensions) supporting sub-second aggregation across 5TB+ of transactional data for business intelligence workloads. • Architected a microfrontend e-commerce platform using React and JavaScript, reducing initial page load by 65% and improving Core Web Vitals by 40% through lazy loading, efficient data fetching and tree shaking. • Built Python microservices deployed via Docker for order and inventory management, designing versioned RESTful APIs with OAuth, rate limiting, input sanitization, and structured error contracts, with near-real-time event propagation via Kafka. • Built GitLab CI/CD pipelines with blue-green deployments and expanded AAA-structured test coverage from 55% to 95%, adding pre-release translation drift detection that cut localization bugs by 30% before production.

Education

University of Wisconsin-Madison

University of Wisconsin-Madison

LinkedIn

Master’s in Computer Science

Grade : 3.9/4.0 Course work : Operating Systems Advanced Computer Security and Privacy Big Data Systems Data Exploration, Cleaning and Integration Artificial Intelligence Trustworthy AI Computer Vision

New Horizon College of Engineering

New Horizon College of Engineering

LinkedIn

Information science and engineering

Aiswarya Vijaya Kumar's Contact Information

Email

******@***.com

Phone

(**) *** ****

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