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Sahithi Reddy Velma
Senior Software Engineer specializing in data infrastructure and reporting platforms
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Backend/data platform engineer who owned a production merchant-activity aggregation and event publishing system processing ~500k merchants daily. Built a Snowflake-based daily KPI summarization pipeline orchestrated via AWS Glue/SQS and an ECS Spring Boot publisher that encrypts and publishes events to Kafka, with strong operational monitoring and reconciliation. Drove major scalability wins (10x throughput) via caching around encryption/key-management and designed selective reprocessing to handle late-arriving data cost-effectively.
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Key Strengths
- End-to-end ownership of production data platform (Snowflake -> Glue/SQS -> ECS Spring Boot -> Kafka)
- Designed scalable daily merchant KPI aggregation across multiple large datasets with standardized schemas
- Built self-healing pipeline for late-arriving data using rolling-window selective reprocessing
- Idempotency and deduplication across batch compute, SQS retries, and Kafka publishing
- Improved publishing throughput ~10x by introducing TTL caching for encryption/key-management metadata
- Strong operational rigor: Grafana/CloudWatch dashboards & alarms, Snowflake alerts, reconciliation tables/topics
- API/service design with contract-first interfaces (protobuf), strong testing layers, and observability practices
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