Bhavya R profile photo 1 on Tal

Bhavya R

Software Engineer 3 @ Wayfair | Java, Kafka, Event-Driven

Bangalore Urban

7+ years of work experience

Wayfair
Aug 20251 yr 2 mosPresent

Bengaluru, Karnataka, India

- Led the end-to-end design and delivery of the Supplier Data Cache, a low-latency read platform powering Unified Product Listing experiences across catalog health, findability, recommendations, revenue insights and exports for Wayfair’s 130M+ product catalog. - Re-architected supplier catalog access from high-latency, multi-domain synchronous retrieval to asynchronous Kafka-driven projections, scaling the platform to process 300M+ catalog events per day and serve 10M+ daily reads. - Built a production-grade Apache Flink catalog aggregation pipeline that consumes Bigtable CDC and refresh events from Google Cloud Pub/Sub, hydrates current catalog state from Bigtable, expands market context and publishes consolidated Avro events to Kafka. - Designed an asynchronous bulk export/import platform supporting 100K–250K-row, multi-sheet Excel workflows across multiple catalog domains. Decoupled request handling from workbook generation to meet a 1-second request-acceptance SLA. - Developed a bounded-concurrency orchestration layer that correlates data from independent domain services using parallel execution, rate limiting, timeouts and failure isolation while protecting upstream systems. - Designed a catalog-health intelligence initiative that identifies high-impact products, prioritises supplier issues using catalog and business signals, and uses RAG-based retrieval to generate grounded explanations and remediation guidance. - Built production reliability guardrails including idempotent event processing, replay and backfill workflows, Avro compatibility gates, DLQ/DLT handling, content-hash deduplication, consumer-lag SLOs, drift detection, Flink checkpoints and Datadog alerting. Technologies: Java | Spring Boot | Apache Flink | Kafka | Kafka Streams | Google Cloud Pub/Sub | Google Cloud Bigtable | Avro | Protobuf | Schema Registry | Event-Driven Architecture | Microservices | Aerospike | Elasticsearch | PostgreSQL | GCP | GKE | Datadog | GraphQL
Informatica
Apr 20223 yrs 5 mosAug 2025

Bengaluru, Karnataka, India

- Senior Software Engineer on Informatica’s Reference 360 (cloud-native Master Data / Reference Data Management), building scalable microservices and data processing workflows for enterprise-grade governance and reference data operations. - Designed and evolved cloud-native microservices and data workflows for enterprise-scale Master & Reference Data Management (Reference 360), with a focus on data correctness, governance, and scalability. - Removed a major tenant provisioning bottleneck by redesigning MongoDB write paths with a reactive, parallelized pipeline, reducing CodeValues creation time by ~50% and materially improving org onboarding SLAs. - Built a reusable Spark-based data correction framework to safely traverse and repair master and cross-reference data at scale, enabling automated remediation across multiple codelists and large datasets.
Dell EMC
Feb 20202 yrs 3 mosApr 2022

Bengaluru, Karnataka, India

- Software Engineer 1 on a NAS Data Protection platform, building backend services and frameworks for discovery, backup, and restore workflows across enterprise storage environments. - Developed a NAS discovery feature to detect and catalog NFS/SMB shares and index discovered assets into Elasticsearch, enabling faster search, tracking, and operational visibility. - Built a Java-based backup/restore framework for filesystem protection, including orchestration, validations, and error handling for reliable operations at scale. - Improved backup throughput by ~30% by segmenting large shares into ~200GB chunks and implementing multi-threaded backup execution, reducing wall-clock backup time and increasing parallelism. - Implemented restore capabilities including full restore and file-level restore (FLR), and enabled cross-storage array restores (e.g., Unity SMB → PowerStore SMB) while enforcing compatibility constraints (e.g., blocking unsupported SMB↔NFS transfers based on platform rules).
Epsilon India
Jun 20199 mosFeb 2020

Bengaluru South, Karnataka, India

WorkOnGrid
Feb 20196 mosJul 2019

Bengaluru, Karnataka, India

Bhavya’s AI Stack

claude code
claude code
cursor
cursor
Devin
Devin

Education

Visvesvaraya Technological University

Bachelor of Technology - BTech, Computer Science

Visvesvaraya Technological University

20154 yrs2019

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Headline

Software Engineer 3 @ Wayfair | Java, Kafka, Event-Driven

About

I design and own production systems that must stay correct, low-latency, and evolvable under real-world scale. My work focuses on system architecture and design — taking ambiguous problem statements and turning them into clear technical decisions, resilient architectures, and production-ready platforms. At Wayfair, I’ve led the design of event-driven systems processing 300M+ events/day, enabling real-time synchronization across services and reducing data staleness from hours to seconds, while maintaining sub-100ms processing latency. Across e-commerce platforms, master/reference data systems, and data protection infrastructure, I consistently work on problems where correctness, failure handling, observability, and long-term maintainability matter more than quick fixes. I’m particularly drawn to systems that: - operate at scale under tight latency constraints - evolve over time without breaking downstream consumers - require careful tradeoffs across consistency, performance, and cost If you’re building a system where design decisions matter as much as code, I’d be happy to connect.

Location

Bangalore Urban

AI stack

claude code

cursor

Devin

Work experience

Software engineer 3 at Wayfair, Aug 2025 - Present · 1 yr 2 mos, Bengaluru, Karnataka, India, - Led the end-to-end design and delivery of the Supplier Data Cache, a low-latency read platform powering Unified Product Listing experiences across catalog health, findability, recommendations, revenue insights and exports for Wayfair’s 130M+ product catalog. - Re-architected supplier catalog access from high-latency, multi-domain synchronous retrieval to asynchronous Kafka-driven projections, scaling the platform to process 300M+ catalog events per day and serve 10M+ daily reads. - Built a production-grade Apache Flink catalog aggregation pipeline that consumes Bigtable CDC and refresh events from Google Cloud Pub/Sub, hydrates current catalog state from Bigtable, expands market context and publishes consolidated Avro events to Kafka. - Designed an asynchronous bulk export/import platform supporting 100K–250K-row, multi-sheet Excel workflows across multiple catalog domains. Decoupled request handling from workbook generation to meet a 1-second request-acceptance SLA. - Developed a bounded-concurrency orchestration layer that correlates data from independent domain services using parallel execution, rate limiting, timeouts and failure isolation while protecting upstream systems. - Designed a catalog-health intelligence initiative that identifies high-impact products, prioritises supplier issues using catalog and business signals, and uses RAG-based retrieval to generate grounded explanations and remediation guidance. - Built production reliability guardrails including idempotent event processing, replay and backfill workflows, Avro compatibility gates, DLQ/DLT handling, content-hash deduplication, consumer-lag SLOs, drift detection, Flink checkpoints and Datadog alerting. Technologies: Java | Spring Boot | Apache Flink | Kafka | Kafka Streams | Google Cloud Pub/Sub | Google Cloud Bigtable | Avro | Protobuf | Schema Registry | Event-Driven Architecture | Microservices | Aerospike | Elasticsearch | PostgreSQL | GCP | GKE | Datadog | GraphQL

Senior Software Engineer at Informatica, Apr 2022 - Aug 2025 · 3 yrs 5 mos, Bengaluru, Karnataka, India, - Senior Software Engineer on Informatica’s Reference 360 (cloud-native Master Data / Reference Data Management), building scalable microservices and data processing workflows for enterprise-grade governance and reference data operations. - Designed and evolved cloud-native microservices and data workflows for enterprise-scale Master & Reference Data Management (Reference 360), with a focus on data correctness, governance, and scalability. - Removed a major tenant provisioning bottleneck by redesigning MongoDB write paths with a reactive, parallelized pipeline, reducing CodeValues creation time by ~50% and materially improving org onboarding SLAs. - Built a reusable Spark-based data correction framework to safely traverse and repair master and cross-reference data at scale, enabling automated remediation across multiple codelists and large datasets.

Software Engineer at Dell EMC, Feb 2020 - Apr 2022 · 2 yrs 3 mos, Bengaluru, Karnataka, India, - Software Engineer 1 on a NAS Data Protection platform, building backend services and frameworks for discovery, backup, and restore workflows across enterprise storage environments. - Developed a NAS discovery feature to detect and catalog NFS/SMB shares and index discovered assets into Elasticsearch, enabling faster search, tracking, and operational visibility. - Built a Java-based backup/restore framework for filesystem protection, including orchestration, validations, and error handling for reliable operations at scale. - Improved backup throughput by ~30% by segmenting large shares into ~200GB chunks and implementing multi-threaded backup execution, reducing wall-clock backup time and increasing parallelism. - Implemented restore capabilities including full restore and file-level restore (FLR), and enabled cross-storage array restores (e.g., Unity SMB → PowerStore SMB) while enforcing compatibility constraints (e.g., blocking unsupported SMB↔NFS transfers based on platform rules).

Software Engineer at Epsilon India, Jun 2019 - Feb 2020 · 9 mos, Bengaluru South, Karnataka, India

Software Engineer Intern at WorkOnGrid, Feb 2019 - Jul 2019 · 6 mos, Bengaluru, Karnataka, India

Education

Bachelor of Technology - BTech, Computer Science, Visvesvaraya Technological University