---
title: "Shrihari H C - Senior Site Reliability Engineer in Bengaluru | Tal"
description: "Meet Shrihari H C, Helping Teams Build Reliable, Scalable ML Platforms on Google Cloud | Senior SRE / DevOps | GCP Professional ML Engineer | CKA + Istio Certified | Kubernetes • Vertex AI • MLOps based in Bengaluru. AI stack includes claude, gemini, and github copilot."
image: "https://tal.club/meet/shrihari-h-c/share-image"
---

# Shrihari H C on Tal

## Headline

Helping Teams Build Reliable, Scalable ML Platforms on Google Cloud \| Senior SRE / DevOps \| GCP Professional ML Engineer \| CKA \+ Istio Certified \| Kubernetes • Vertex AI • MLOps

## About

Senior Site Reliability Engineer with 16\+ years across the infrastructure stack — from Linux and virtualization roots to ML platform reliability on Google Cloud today\. Over the past few years I've focused on running production\-grade ML infrastructure on GKE: reproducible pipelines, resilient model\-serving, and multi\-signal observability that keep platforms available and cost\-efficient at scale\. I own systems end to end, from architecture and Infrastructure as Code through delivery and day\-two operations\. Recent work includes migrating monolithic applications to microservices on GKE, standing up self\-healing automation for lower environments, and driving meaningful FinOps savings by fixing over\-provisioning and right\-sizing GCP resources\. Day to day I work with Kubernetes, Vertex AI, Istio/Anthos, Terraform, Apigee, and Datadog, with a strong bias toward automation and reliability\. Certifications: Google Cloud Professional Machine Learning Engineer, Certified Kubernetes Administrator \(CKA\), and Istio Certified Associate \(ICA\)\.

## Location

Bengaluru

## AI stack

claude

gemini

github copilot

notebooklm

ollama

OpenRouter

## Work experience

Senior Site Reliability Engineer at KR Elixir, Inc\. \- IT Services & Solutions, Sep 2022 \- Present · 4 yrs, Bengaluru, Karnataka, India, • Build and operate end\-to\-end ML pipelines on Vertex AI Pipelines and Kubeflow \(KFP\), with model versioning and lineage tracked in Vertex AI Model Registry\. • Automated model retraining on data\-drift and schedule triggers, removing manual intervention from day\-to\-day operations\. • Led the migration of monolithic applications to microservices on GKE, enforcing production\-readiness reviews as a mandatory go\-live gate\. • Implemented Istio/Anthos service mesh across production — AuthorizationPolicy, DestinationRules, circuit breakers, traffic splitting, and fault injection\. • Manage Google Cloud Load Balancer setup and route all external microservice traffic through Apigee X for API governance and security\. • Built CI/CD pipelines in Jenkins and GitHub Actions with SonarQube, Fortify, and Qualys as standard SAST and vulnerability gates\. • Established observability with Datadog synthetic monitoring and SLA/SLO dashboards in Looker Studio and BigQuery\. • Deployed GenAI applications on GKE, including Vertex AI model serving and a production RAG pipeline backed by Cloud SQL, Spanner, and Firestore\. • Designed and shipped an Agentic AI \+ MCP self\-healing system for lower environments that diagnoses infrastructure failures, attempts auto\-remediation, and escalates via PagerDuty with a full action log when unresolved\. • Integrated NotebookLM with Confluence, Datadog synthetics, and alerting channels so the ops team resolves incidents with a single search\. • Drove substantial infrastructure cost savings by eliminating over\-provisioning, optimizing GCS with Autoclass, and applying region\-aware configurations using Cloudability and native GCP tooling\.

Site Reliability Engineer at Capgemini, Jul 2019 \- Sep 2022 · 3 yrs 3 mos, Bangalore Urban, Karnataka, India, • Supported multiple Kubernetes\-based Cisco network management applications, including Cisco Catalyst Center \(formerly DNA Center\), Prime Infrastructure, and Nexus, ensuring high availability and reliability across production environments\. • Served as SME for Kubernetes and DevOps, managing Helm\-based deployments and Linux infrastructure across AWS and GKE\. • Built and maintained CI/CD pipelines with integrated artifact registries for versioned, reliable build and release management\. • Automated infrastructure operations using Ansible and Python, exposing self\-service actions through a Swagger UI where payload\-driven requests triggered automatic disk extension and VM scale\-up/scale\-down\. • Developed reusable Infrastructure as Code \(IaC\) modules to standardize and automate environment provisioning\. • Delivered within a SAFe Agile model, collaborating across teams to standardize CI/CD and operational best practices\.

Service Delivery Consultant at DXC Technology, Jun 2017 \- Jul 2019 · 2 yrs 2 mos, Bengaluru, Karnataka, India, • Built infrastructure automation using Python and Ansible, including reusable playbooks for maintenance and configuration management\. • Designed and maintained CI/CD pipelines with Jenkins, Git, Docker, Maven, and Bash for build, deployment, and release automation\. • Configured Jenkins for Java builds and automated Docker image publishing to registries\. • Assessed existing infrastructure and prepared documentation for AWS cloud migration\.

Technical Services Specialist at IBM, Mar 2014 \- Jun 2017 · 3 yrs 4 mos, Bengaluru, Karnataka, India, • Served as L3 SME for Linux infrastructure across 200\+ servers, leading zero\-downtime OS installations, upgrades, and migrations on RHEL \(v5–v7\) and SUSE Linux 11\. • Delivered DR and system recovery, and implemented HA/clustering with Red Hat Cluster Suite\. • Supported Unix/Linux environments in dynamic, mission\-critical settings, with working knowledge of AIX 6\.x/7\.x and HP\-UX\. • Established operational best practices and ran technical competency programs\.

Senior Technical Executive at NTT DATA Corporation, Nov 2011 \- Mar 2014 · 2 yrs 5 mos, Bengaluru, Karnataka, India, • Delivered 24/7 production support as part of a 70\+ member L2 team managing \~50,000 client servers against strict SLAs\. • Administered VMware ESX 4\.0 / ESXi 5\.0 and contributed to vSphere 4\.0 → 5\.0 migrations\. • Managed Linux server builds, LVM/filesystem administration, cluster failover/failback, and VM backups via Quantum vmPro\. • Governed server lifecycle transitions \(Build → Dev/QA/Pre\-Prod/Prod\), ran compliance audits, and handled L1 escalations\.

## Education

B E, Instrumentation technology, Visvesvaraya Technological University

St Joseph's High school, Hassan

[View the original profile](https://tal.club/meet/shrihari-h-c)

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