Decorative: a 3D grid city sits behind this page. Its towers are the 215 services Krish is on call for; an amber tower is an incident and a cyan pulse is the agent answering it. Everything shown in it is also in the page text.

KRISH ARYANon-call: green

Sector 02 · Path

Netradyne, Bengaluru. I started with 150+ services and a monitoring setup that alerted on everything and explained nothing. Now I'm the primary on-call owner for 215+.

01

The highway

Feb 2025 → present

  1. Feb 2025

    Cloud Intern

    Netradyne, Bengaluru

    • Inherited 150+ services and a monitoring setup that alerted on everything and explained nothing.
    • Built AlertFlow in month 2 and Exception Clustering in month 4.
    Projects from this role:AlertFlowException Clustering

  2. Mid 2025

    Associate Site Reliability Engineer

    Netradyne, Bengaluru

    • Converted at month 6.
    • Built TraceLens: triage from about 2 hours to about 15 seconds.
    Projects from this role:TraceLens

  3. Feb 2026 – present

    Software Engineer, SRE & AI Tooling

    Netradyne, Bengaluru

    • Primary on-call owner for 215+ AWS microservices. Led Sev-1 and Sev-2 bridges and prevented 3 Sev-1/P0 incidents by correlating early signals across logs, metrics and traces.
    • Built TraceLens, LogAgent, AlertFlow and Exception Clustering, plus latency and traffic anomaly detection and SLO/SLI automation that alerts before burn rate turns critical.
    • Sole engineer on the PostgreSQL to DynamoDB migration of critical production data, with a zero-downtime cutover. Core architect of organisation-wide multi-cluster EKS enablement.
    • Owns the observability stack (Prometheus, Grafana, ELK, CloudWatch), n8n automation and GitHub production-diff tracking on EKS. Cut tooling spend by replacing paid SaaS with internal builds.
    Projects from this role:TraceLensLogAgentAlertFlowException Clustering
02

How I work

  1. 01

    Boring is a feature.

    The best incident is the one that never pages anyone.

  2. 02

    Delete more than you add.

    Every line of code is a liability at 3 AM.

  3. 03

    Automate the pain, not the fun.

    Do a toil task twice and the third time is a script.

  4. 04

    Show the work.

    An agent that can't explain its reasoning is a liability; every TraceLens run is auditable step by step.

03

Stack constellation

hover a star
AgentsReAct loopsNative tool-callingMCPGuardrailsApache AGEAzure OpenAIClaudeGemini
CloudAWS EKSKubernetesLambdaDynamoDBS3SQSKinesisDocker
ObservabilityELKPrometheusGrafanaDatadogPagerDutyOpenTelemetryVictoriaMetricsSentry
BuildPythonTypeScriptFastAPIReactNext.jsPlaywrightPostgreSQLSSEBash
Legend

Hover a star

Each star is a tool I use. Hover or focus one to light the projects and roles that use it, here and across the site.