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Ricky Zheng

Senior Backend/AI Engineer specializing in AWS-native data processing and legacy modernization

Rancho Cucamonga, CAProduct Leader (Part time)14 years experienceSeniorTechnologyCloud ComputingGovernment
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About

Backend/data engineer with hands-on production experience building a FastAPI Python service on AWS for real-time AI workflows (Postgres/Redis, containers behind API Gateway) with strong reliability practices (JWT auth, timeouts/retries, health checks). Has delivered AWS infrastructure using Terraform + GitHub Actions across environments, built Glue ETL pipelines into Snowflake with idempotent recovery, and modernized legacy batch workflows via parallel-run parity validation and phased cutovers.

Experience

Product Leader (Part time)NEQTO AI (JIG SAW US)
Lead Software Engineer (Part Time)Clinical Trial Stealth Startup
Lead Software Engineer (Part Time)Worth Offer
Lead Software Engineer | AI/ML EngineerUnited-Bridge
Senior AI/ML EngineerJing Hong Inc DBA
Software Engineer | AI/ML EngineerMarketing Mindset

Key Strengths

  • Built and operated a production FastAPI service on AWS for real-time AI workflows (Postgres + Redis, containerized behind API Gateway)
  • Reliability engineering: JWT/service tokens, early auth validation, strict timeouts, safe retries with backoff, defensive error handling
  • Infrastructure and deployments via Terraform + GitHub Actions across dev/staging/prod with env-specific variables
  • Serverless and container experience (Lambda, ECS/EKS) with autoscaling, resource limits, and monitoring for cost/performance balance
  • AWS Glue ETL from S3/operational DBs into Snowflake with crawlers, schema versioning, validation, and idempotent replay
  • Modernized legacy batch workflows via parallel runs, parity validation on historical data, phased cutover with feature flags and rollback
  • SQL performance tuning: reduced a reporting query from minutes to seconds via composite indexing and join rewrites
  • Production incident ownership: detected via batch/data freshness alerts, triaged upstream delay, mitigated with backfill reruns and improved dependency checks

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Languages

English

Skills

PythonBackend developmentBackend servicesContainerizationContainerized APIsAPI developmentAWSAWS LambdaAmazon ECSAmazon EKSAmazon API GatewayAmazon S3Amazon RDSAWS Step FunctionsAmazon EventBridge