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Pipeline run

d4666db0-4dbf-455f-928a-2e2652084feb

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work
no_db_connection
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (38)
Google Cloud Platform Kubernetes Docker Terraform GitHub Actions Nginx DNS CDN IAM Redis SSL Ingress Autoscaling Rolling Deployments Load Balancing Reverse Proxy Caching Compression Rate Limiting Secrets Management Audit Logging Disaster Recovery Monitoring Alerting Logging +13
Skill cluster (0 dimension groups, role-scoped)
No dimension groups computed for this JD.
Show KRA description ↓
Cloud Infrastructure & Platform Engineering Design, deploy, and manage production infrastructure on Google Cloud Platform. Build scalable and fault-tolerant environments using managed and self-hosted services. Optimize compute, networking, storage, IAM, and cloud cost efficiency. Manage development, staging, and production environments. Kubernetes & Containerization Deploy, operate, and optimize Kubernetes clusters for production workloads. Containerize services using Docker and maintain secure images. Manage autoscaling, rolling deployments, ingress, namespaces, and service discovery. Troubleshoot cluster, networking, and workload issues. Infrastructure as Code Provision and manage infrastructure using Terraform. Maintain reusable modules, remote state management, and environment separation. Standardize provisioning through version-controlled workflows. CI/CD & Automation Build deployment pipelines using GitHub Actions. Automate build, test, release, rollback, and deployment workflows. Improve release velocity through zero-downtime deployments. Integrate approvals, testing, and security checks into CI/CD pipelines. Web Infrastructure & Networking Configure and optimize Nginx as reverse proxy, load balancer, and SSL termination layer. Manage routing, rate limiting, caching, compression, and security headers. Handle DNS, CDN, certificates, and network controls. Security & Secrets Management Implement least-privilege IAM access controls. Manage secrets, API keys, certificates, and credential rotation. Secure workloads through image scanning, patching, and audit logging. Maintain backups, disaster recovery, and incident readiness. Data Layer & Performance Manage Redis for caching, queues, sessions, and performance optimization. Tune memory policies, persistence, replication, and failover. Monitoring & Reliability Build monitoring, alerting, logging, and incident management systems. Define uptime metrics, capacity plans, and operational standards. Lead root cause analysis and remediation efforts.
Status: extract_from_jd_done Created: 2026-05-12T18:45:00.299747Z Updated: 2026-05-12T18:45:00.299747Z
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

No chosen role stored for this run.

Job description

About the job
Job Description

Key Responsibilities

Cloud Infrastructure & Platform Engineering

Design, deploy, and manage production infrastructure on Google Cloud Platform.
Build scalable and fault-tolerant environments using managed and self-hosted

services.

Optimize compute, networking, storage, IAM, and cloud cost efficiency.
Manage development, staging, and production environments.

Kubernetes & Containerization

Deploy, operate, and optimize Kubernetes clusters for production workloads.
Containerize services using Docker and maintain secure images.
Manage autoscaling, rolling deployments, ingress, namespaces, and service

discovery.

Troubleshoot cluster, networking, and workload issues.

Infrastructure as Code

Provision and manage infrastructure using Terraform.
Maintain reusable modules, remote state management, and environment separation.
Standardize provisioning through version-controlled workflows.

CI/CD & Automation

Build deployment pipelines using GitHub Actions.
Automate build, test, release, rollback, and deployment workflows.
Improve release velocity through zero-downtime deployments.
Integrate approvals, testing, and security checks into CI/CD pipelines.

Web Infrastructure & Networking

Configure and optimize Nginx as reverse proxy, load balancer, and SSL termination

layer.

Manage routing, rate limiting, caching, compression, and security headers.
Handle DNS, CDN, certificates, and network controls.

Security & Secrets Management

Implement least-privilege IAM access controls.
Manage secrets, API keys, certificates, and credential rotation.
Secure workloads through image scanning, patching, and audit logging.
Maintain backups, disaster recovery, and incident readiness.

Data Layer & Performance

Manage Redis for caching, queues, sessions, and performance optimization.
Tune memory policies, persistence, replication, and failover.

Monitoring & Reliability

Build monitoring, alerting, logging, and incident management systems.
Define uptime metrics, capacity plans, and operational standards.
Lead root cause analysis and remediation efforts.

Required Skills & Experience

3+ years of experience in DevOps, SRE, or Platform Engineering.
Strong hands-on experience with GCP and Kubernetes.
Expertise in Docker and containerized deployments.
Strong experience with Terraform for infrastructure automation.
Experience building CI/CD pipelines using GitHub Actions.
Strong Linux, networking, and shell scripting skills.

Required Skills

['DevOps']

Additional Information

NA

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

Google Cloud Platform Primary No API 2 row (run stopped after API 1 or history missing)
Kubernetes Primary No API 2 row (run stopped after API 1 or history missing)
Docker Primary No API 2 row (run stopped after API 1 or history missing)
Terraform Primary No API 2 row (run stopped after API 1 or history missing)
GitHub Actions Primary No API 2 row (run stopped after API 1 or history missing)
Nginx Primary No API 2 row (run stopped after API 1 or history missing)
DNS Primary No API 2 row (run stopped after API 1 or history missing)
CDN Primary No API 2 row (run stopped after API 1 or history missing)
IAM Primary No API 2 row (run stopped after API 1 or history missing)
Redis Primary No API 2 row (run stopped after API 1 or history missing)
SSL Primary No API 2 row (run stopped after API 1 or history missing)
Ingress Primary No API 2 row (run stopped after API 1 or history missing)
Autoscaling Primary No API 2 row (run stopped after API 1 or history missing)
Rolling Deployments Primary No API 2 row (run stopped after API 1 or history missing)
Load Balancing Primary No API 2 row (run stopped after API 1 or history missing)
Reverse Proxy Primary No API 2 row (run stopped after API 1 or history missing)
Caching Primary No API 2 row (run stopped after API 1 or history missing)
Compression Primary No API 2 row (run stopped after API 1 or history missing)
Rate Limiting Primary No API 2 row (run stopped after API 1 or history missing)
Secrets Management Primary No API 2 row (run stopped after API 1 or history missing)
Audit Logging Primary No API 2 row (run stopped after API 1 or history missing)
Disaster Recovery Primary No API 2 row (run stopped after API 1 or history missing)
Monitoring Primary No API 2 row (run stopped after API 1 or history missing)
Alerting Primary No API 2 row (run stopped after API 1 or history missing)
Logging Primary No API 2 row (run stopped after API 1 or history missing)
Incident Management Primary No API 2 row (run stopped after API 1 or history missing)
Root Cause Analysis Primary No API 2 row (run stopped after API 1 or history missing)
Replication Primary No API 2 row (run stopped after API 1 or history missing)
Failover Primary No API 2 row (run stopped after API 1 or history missing)
Persistence Primary No API 2 row (run stopped after API 1 or history missing)
Namespaces Primary No API 2 row (run stopped after API 1 or history missing)
Service Discovery Primary No API 2 row (run stopped after API 1 or history missing)
Remote State Management Primary No API 2 row (run stopped after API 1 or history missing)
Zero-downtime Deployments Primary No API 2 row (run stopped after API 1 or history missing)
Image Scanning Primary No API 2 row (run stopped after API 1 or history missing)
Patch Management Primary No API 2 row (run stopped after API 1 or history missing)
Backups Primary No API 2 row (run stopped after API 1 or history missing)
Capacity Planning Primary No API 2 row (run stopped after API 1 or history missing)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
Experience3+ years of experience in DevOps, SRE, or Platform Engineering
DomainIT Services & Consulting
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO",
        "Systems Integration",
        "Management Consulting",
        "Tech Consulting"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": null,
  "experience": {
    "max": null,
    "min": 3,
    "raw": "3+ years of experience in DevOps, SRE, or Platform Engineering"
  },
  "job_locations": [],
  "role": null,
  "role_archetype": "DevOps",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Cloud Infrastructure \u0026 Platform Engineering",
        "last_5_words": "remediation efforts."
      },
      "text": "Cloud Infrastructure \u0026 Platform Engineering\n\nDesign, deploy, and manage production infrastructure on Google Cloud Platform.\nBuild scalable and fault-tolerant environments using managed and self-hosted\nservices.\n\nOptimize compute, networking, storage, IAM, and cloud cost efficiency.\nManage development, staging, and production environments.\n\nKubernetes \u0026 Containerization\n\nDeploy, operate, and optimize Kubernetes clusters for production workloads.\nContainerize services using Docker and maintain secure images.\nManage autoscaling, rolling deployments, ingress, namespaces, and service\ndiscovery.\n\nTroubleshoot cluster, networking, and workload issues.\n\nInfrastructure as Code\n\nProvision and manage infrastructure using Terraform.\nMaintain reusable modules, remote state management, and environment separation.\nStandardize provisioning through version-controlled workflows.\n\nCI/CD \u0026 Automation\n\nBuild deployment pipelines using GitHub Actions.\nAutomate build, test, release, rollback, and deployment workflows.\nImprove release velocity through zero-downtime deployments.\nIntegrate approvals, testing, and security checks into CI/CD pipelines.\n\nWeb Infrastructure \u0026 Networking\n\nConfigure and optimize Nginx as reverse proxy, load balancer, and SSL termination\nlayer.\n\nManage routing, rate limiting, caching, compression, and security headers.\nHandle DNS, CDN, certificates, and network controls.\n\nSecurity \u0026 Secrets Management\n\nImplement least-privilege IAM access controls.\nManage secrets, API keys, certificates, and credential rotation.\nSecure workloads through image scanning, patching, and audit logging.\nMaintain backups, disaster recovery, and incident readiness.\n\nData Layer \u0026 Performance\n\nManage Redis for caching, queues, sessions, and performance optimization.\nTune memory policies, persistence, replication, and failover.\n\nMonitoring \u0026 Reliability\n\nBuild monitoring, alerting, logging, and incident management systems.\nDefine uptime metrics, capacity plans, and operational standards.\nLead root cause analysis and remediation efforts.",
      "word_count": 232
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Google Cloud Platform"
    },
    {
      "is_primary": true,
      "skill_name": "Kubernetes"
    },
    {
      "is_primary": true,
      "skill_name": "Docker"
    },
    {
      "is_primary": true,
      "skill_name": "Terraform"
    },
    {
      "is_primary": true,
      "skill_name": "GitHub Actions"
    },
    {
      "is_primary": true,
      "skill_name": "Nginx"
    },
    {
      "is_primary": true,
      "skill_name": "DNS"
    },
    {
      "is_primary": true,
      "skill_name": "CDN"
    },
    {
      "is_primary": true,
      "skill_name": "IAM"
    },
    {
      "is_primary": true,
      "skill_name": "Redis"
    },
    {
      "is_primary": true,
      "skill_name": "SSL"
    },
    {
      "is_primary": true,
      "skill_name": "Ingress"
    },
    {
      "is_primary": true,
      "skill_name": "Autoscaling"
    },
    {
      "is_primary": true,
      "skill_name": "Rolling Deployments"
    },
    {
      "is_primary": true,
      "skill_name": "Load Balancing"
    },
    {
      "is_primary": true,
      "skill_name": "Reverse Proxy"
    },
    {
      "is_primary": true,
      "skill_name": "Caching"
    },
    {
      "is_primary": true,
      "skill_name": "Compression"
    },
    {
      "is_primary": true,
      "skill_name": "Rate Limiting"
    },
    {
      "is_primary": true,
      "skill_name": "Secrets Management"
    },
    {
      "is_primary": true,
      "skill_name": "Audit Logging"
    },
    {
      "is_primary": true,
      "skill_name": "Disaster Recovery"
    },
    {
      "is_primary": true,
      "skill_name": "Monitoring"
    },
    {
      "is_primary": true,
      "skill_name": "Alerting"
    },
    {
      "is_primary": true,
      "skill_name": "Logging"
    },
    {
      "is_primary": true,
      "skill_name": "Incident Management"
    },
    {
      "is_primary": true,
      "skill_name": "Root Cause Analysis"
    },
    {
      "is_primary": true,
      "skill_name": "Replication"
    },
    {
      "is_primary": true,
      "skill_name": "Failover"
    },
    {
      "is_primary": true,
      "skill_name": "Persistence"
    },
    {
      "is_primary": true,
      "skill_name": "Namespaces"
    },
    {
      "is_primary": true,
      "skill_name": "Service Discovery"
    },
    {
      "is_primary": true,
      "skill_name": "Remote State Management"
    },
    {
      "is_primary": true,
      "skill_name": "Zero-downtime Deployments"
    },
    {
      "is_primary": true,
      "skill_name": "Image Scanning"
    },
    {
      "is_primary": true,
      "skill_name": "Patch Management"
    },
    {
      "is_primary": true,
      "skill_name": "Backups"
    },
    {
      "is_primary": true,
      "skill_name": "Capacity Planning"
    }
  ],
  "jd_role": null,
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO",
          "Systems Integration",
          "Management Consulting",
          "Tech Consulting"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": null,
    "experience": {
      "max": null,
      "min": 3,
      "raw": "3+ years of experience in DevOps, SRE, or Platform Engineering"
    },
    "job_locations": [],
    "role": null,
    "role_archetype": "DevOps",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Cloud Infrastructure \u0026 Platform Engineering",
          "last_5_words": "remediation efforts."
        },
        "text": "Cloud Infrastructure \u0026 Platform Engineering\n\nDesign, deploy, and manage production infrastructure on Google Cloud Platform.\nBuild scalable and fault-tolerant environments using managed and self-hosted\nservices.\n\nOptimize compute, networking, storage, IAM, and cloud cost efficiency.\nManage development, staging, and production environments.\n\nKubernetes \u0026 Containerization\n\nDeploy, operate, and optimize Kubernetes clusters for production workloads.\nContainerize services using Docker and maintain secure images.\nManage autoscaling, rolling deployments, ingress, namespaces, and service\ndiscovery.\n\nTroubleshoot cluster, networking, and workload issues.\n\nInfrastructure as Code\n\nProvision and manage infrastructure using Terraform.\nMaintain reusable modules, remote state management, and environment separation.\nStandardize provisioning through version-controlled workflows.\n\nCI/CD \u0026 Automation\n\nBuild deployment pipelines using GitHub Actions.\nAutomate build, test, release, rollback, and deployment workflows.\nImprove release velocity through zero-downtime deployments.\nIntegrate approvals, testing, and security checks into CI/CD pipelines.\n\nWeb Infrastructure \u0026 Networking\n\nConfigure and optimize Nginx as reverse proxy, load balancer, and SSL termination\nlayer.\n\nManage routing, rate limiting, caching, compression, and security headers.\nHandle DNS, CDN, certificates, and network controls.\n\nSecurity \u0026 Secrets Management\n\nImplement least-privilege IAM access controls.\nManage secrets, API keys, certificates, and credential rotation.\nSecure workloads through image scanning, patching, and audit logging.\nMaintain backups, disaster recovery, and incident readiness.\n\nData Layer \u0026 Performance\n\nManage Redis for caching, queues, sessions, and performance optimization.\nTune memory policies, persistence, replication, and failover.\n\nMonitoring \u0026 Reliability\n\nBuild monitoring, alerting, logging, and incident management systems.\nDefine uptime metrics, capacity plans, and operational standards.\nLead root cause analysis and remediation efforts.",
        "word_count": 232
      }
    ],
    "urls": []
  },
  "run_id": null
}
API 2 — extract-details
{}
API 3 — final-role-output
{}

LLM Calls

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