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Anuj Bubna
Senior DevOps/SRE Engineer specializing in cloud automation, reliability, and data pipelines
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About
Hands-on technical professional experienced in taking LLM/AI-adjacent integrations from prototype to production, using customer observation to refine UX and uncover edge cases. Diagnoses workflow issues in real time using logs and Sankey-style workflow analysis, and communicates fixes with clear short/long-term plans plus proactive alerting. Also partners cross-functionally to drive adoption and cost savings, including a POC around IBM Sterling Integrator that reduced licensing costs by $30K/year.
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Key Strengths
- Takes complex technical/LLM concepts from prototype to production using iterative testing and customer observation
- Uses customer behavior and feedback to uncover edge cases and improve UX (e.g., pagination + top-10 results)
- Real-time troubleshooting of LLM/agentic workflows via expected-vs-actual comparisons, logs, and workflow visualization (Sankey charts)
- Strong technical communication: explains problem, impact, short-term/long-term fixes, and proactive prevention to customers
- Tailors technical demos for developer audiences with algorithms, KPIs, and tradeoff analysis
- Improves operational responsiveness through summarized alerting and proactive monitoring design
- Delivers measurable cost savings via vendor/tool replacement POC ($30K annual licensing savings)
- Led complex IBM Sterling Integrator upgrade (v5.4 to v6.1.2) with simultaneous Oracle-on-EC2 to AWS RDS re-platforming
- Risk mitigation via environment parity, extensive pre-deployment validation, and off-hours cutover execution
- Cross-layer debugging using Wavefront + Splunk to isolate EC2 host CPU steal time as root cause of transaction timeouts
- Improved resiliency by implementing deep health checks to stop routing traffic to degraded nodes
- Built Python automation framework for zero-downtime EC2 fleet restacking/instance rotation; reduced downtime and manual errors by ~90%
- Technical lead for TLS 1.2 upgrade coordinating 15 external vendors with staged connectivity validation and scheduled cutovers
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