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Shravani Koona
Junior Full-Stack Software Engineer specializing in cloud-native microservices
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About
Backend/data engineer with experience at Assurant and Capgemini, focused on reliability and performance at scale. Improved high-latency backend APIs by adding and iterating on a Redis caching layer driven by CloudWatch/monitoring metrics, and built scalable BI pipelines that normalize messy multi-source enterprise data with strong observability and error handling. Familiar with LLM/RAG architecture and practical guardrails, though has not yet shipped an LLM feature to production.
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Key Strengths
- Diagnosed API latency issues using CloudWatch metrics, monitoring dashboards, and log analysis
- Implemented Redis caching layer to reduce database load and improve API response times
- Made and tuned cache freshness vs performance tradeoffs (expiration strategy iteration)
- Built scalable BI data pipeline aggregating multiple inconsistent enterprise data sources
- Designed preprocessing/normalization to handle schema variations and malformed data with observability and alerting
- Understands end-to-end RAG workflow and key reliability guardrails (grounding, input validation, prompt-injection protection)
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