Pipeline run
2e18ea11-486a-4336-a9ca-c67482e76e89
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature of work
—
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
Rate Limiting
Compression
Security Headers
Secrets Management
API Keys
Image Scanning
Audit Logging
Backups
+13
Skill cluster (0 dimension groups, role-scoped)
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: 2026-05-12T18:41:22.455714Z
Updated: 2026-05-12T18:41:22.455714Z
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)
Rate Limiting
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)
Security Headers
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)
API Keys
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)
Audit Logging
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)
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)
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)
Security
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",
"Systems Integration",
"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": "Rate Limiting"
},
{
"is_primary": true,
"skill_name": "Compression"
},
{
"is_primary": true,
"skill_name": "Security Headers"
},
{
"is_primary": true,
"skill_name": "Secrets Management"
},
{
"is_primary": true,
"skill_name": "API Keys"
},
{
"is_primary": true,
"skill_name": "Image Scanning"
},
{
"is_primary": true,
"skill_name": "Audit Logging"
},
{
"is_primary": true,
"skill_name": "Backups"
},
{
"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": "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": "Security"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"Systems Integration",
"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
Every model call made for this run, in pipeline order. Click a card to see the model's response.
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