Satyanarayan, data engineer

Satyanarayan

Senior Data Engineer

Ho Chi Minh City, Vietnam · UTC+7 · 8 years of experience

Satyanarayan focuses on dependable data products with tested transformations, lineage, and freshness controls.

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Why this profile fits

Trustworthy data products

Defines contracts, tests, ownership, lineage, and freshness expectations for data used by teams and models.

Scalable processing

Chooses batch, streaming, and storage patterns around volume, latency, recovery, and operating cost.

Operable pipelines

Designs idempotent jobs, backfills, alerting, and incident procedures rather than treating a successful first run as done.

Relevant toolkit

SQLPythondbtSparkAirflow

Delivery evidence

Selected work

Embedding-Based Recommender Migration

Consumer e-commerce marketplace

Replaced a legacy collaborative-filtering engine with a two-tower retrieval model and pgvector approximate nearest-neighbor search feeding a gradient-boosted ranker. Add-to-cart conversion rose 23% and long-tail catalog coverage nearly doubled, validated through a staged A/B test across 12 million monthly users.

PythonPyTorch

Real-Time Personalization Feature Store

Streaming and media platform

Designed a low-latency feature store and streaming pipeline so ranking models could react to in-session behavior within seconds rather than hours. Cut feature staleness from overnight to under 30 seconds and improved session watch-time by 11% on personalized rails.

PythonPolars
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Relevant experience

Career timeline

Senior Data Scientist, Personalization and Recommendations

Feb 2022–Present

Regional E-Commerce Marketplace (30M+ MAU) · Ho Chi Minh City, Vietnam (Remote)

  • Led the migration from item-to-item collaborative filtering to a two-tower retrieval and learning-to-rank stack, lifting homepage add-to-cart conversion 23% across 12 million monthly users.

AI/ML Engineer

Jan 2026–Present

ViitorCloud Technologies · Ahmedabad, Gujarat, India · On-site

  • Built the personalized offers and content-ranking models that grew in-app feed click-through rate 17% and drove a 9% lift in cross-sell of financial products.

Data Scientist

Apr 2025–Jan 2026

Summertown AI · Ahmedabad, Gujarat, India · On-site

  • Built and productionized AI agents and RAG pipelines (recruiter AI, voice agents, browser/email agents) using Amazon Bedrock, LangChain, FAISS/Qdrant, enabling semantic search and automated workflows across.

Skill depth

Show experience in context.

VerbalCommunicationDomainUnderstandingProblemSolvingCodeQualitySystemDesignDeliverySpeed
Competency shapeAssessment across the same six dimensions used for every profile.

Relevant experience by skill

Python8 years
SQL8 years
Machine Learning8 years
Recommendation Systems6 years
A/B Testing & Experimentation6 years
PyTorch5 years
Snowflake5 years
MLflow4 years
See the complete skill index

Languages

PythonSQLRScalaBash

Frameworks

PyTorchTensorFlowscikit-learnLightGBMXGBoostStreamlitFastAPI

Libraries/APIs

pandasPolarsNumPySciPystatsmodelsLangChainHugging Face TransformersimplicitLightFMSHAP

Tools

MLflowdbtAirflowDockerGitWeights & BiasesFeastDVC

Paradigms

Recommendation SystemsLearning-to-RankCollaborative FilteringA/B Testing & ExperimentationCausal InferenceForecastingMLOpsReal-Time Personalization

Platforms

SnowflakeBigQueryDatabricksAWS SageMakerGCP Vertex AIKubernetes

Storage

PostgreSQLpgvectorRedisBigQuerySnowflakeAmazon S3

Other

Vector SearchSemantic SearchRAGCold-Start ModelingFeature StoreGuardrail Metrics

Education

Formal background

Bachelor of Engineering, Computer Science

Ho Chi Minh City University of Technology (VNU-HCM) · 2014–2018 · Distinction, GPA 3.6/4.0

Master of Science, Data Science

John von Neumann Institute, VNU-HCM · 2019–2021

Credentials

Certifications

dbt Analytics Engineering Certification

dbt Labs · 2025 · Certified

SnowPro Advanced: Data Engineer

Snowflake · 2024 · Certified

Communication

Languages

Vietnamese

Native

English

Professional

Japanese

Conversational

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