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Mukul Sai Pendem
Mid-level Full-Stack Engineer specializing in cloud-native microservices and DevOps
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About
Backend engineer with strong Python/FastAPI microservices ownership, including an ML-serving service with embeddings, async DB access, and Redis caching to reduce latency under high load. Experienced deploying and operating containerized services on Kubernetes using GitOps (Argo CD/Helm) with automated CI/CD, plus hands-on Kafka streaming pipeline tuning and enterprise migration work (Infosys) using blue-green/active-passive strategies.
Experience
Education
Key Strengths
- Owned end-to-end FastAPI microservice for ML output processing (API contract through service/repository layers)
- Performance optimization under high request volume (profiling bottlenecks, Redis caching, async DB/query tuning)
- Built document embedding pipeline and optimized chunking logic
- Production Kubernetes delivery with GitOps (Argo CD + Helm) and automated CI (build/test/image/push)
- Designed scalable K8s deployments (readiness probes, resource limits/requests, HPA)
- Planned and executed phased infrastructure migrations with minimal downtime (dependency mapping, blue-green, active-passive, staging validation)
- Kafka streaming pipeline stabilization (partitioning, consumer tuning, schema registry, DLQs for bad/duplicate messages)
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