Pipeline run
c0552b9e-5a23-40eb-8135-3a92c7b3cc67
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 (23)
Google Cloud Platform
Kubernetes
Docker
Terraform
GitHub Actions
Nginx
IAM
DNS
CDN
SSL
Redis
Linux
Shell scripting
CI/CD
DevOps
SRE
Platform Engineering
Monitoring
Logging
Alerting
Incident management
Networking
Root cause analysis
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.
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.
Status:
extract_from_jd_done
Created: 2026-05-12T18:36:41.388619Z
Updated: 2026-05-12T18:36:41.388619Z
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)
IAM
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)
SSL
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)
Linux
Primary
No API 2 row (run stopped after API 1 or history missing)
Shell scripting
Primary
No API 2 row (run stopped after API 1 or history missing)
CI/CD
Primary
No API 2 row (run stopped after API 1 or history missing)
DevOps
Primary
No API 2 row (run stopped after API 1 or history missing)
SRE
Primary
No API 2 row (run stopped after API 1 or history missing)
Platform Engineering
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)
Logging
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)
Incident management
Primary
No API 2 row (run stopped after API 1 or history missing)
Root cause analysis
Secondary
No API 2 row (run stopped after API 1 or history missing)
Networking
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
},
{
"bullet_count": 0,
"heading": "Required Skills \u0026 Experience",
"heading_was_present": true,
"source_marker": {
"first_5_words": "3+ years of experience in",
"last_5_words": "skills."
},
"text": "3+ years of experience in DevOps, SRE, or Platform Engineering.\nStrong hands-on experience with GCP and Kubernetes.\nExpertise in Docker and containerized deployments.\nStrong experience with Terraform for infrastructure automation.\nExperience building CI/CD pipelines using GitHub Actions.\nStrong Linux, networking, and shell scripting skills.",
"word_count": 52
}
],
"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": "IAM"
},
{
"is_primary": true,
"skill_name": "DNS"
},
{
"is_primary": true,
"skill_name": "CDN"
},
{
"is_primary": true,
"skill_name": "SSL"
},
{
"is_primary": true,
"skill_name": "Redis"
},
{
"is_primary": true,
"skill_name": "Linux"
},
{
"is_primary": true,
"skill_name": "Shell scripting"
},
{
"is_primary": true,
"skill_name": "CI/CD"
},
{
"is_primary": true,
"skill_name": "DevOps"
},
{
"is_primary": true,
"skill_name": "SRE"
},
{
"is_primary": true,
"skill_name": "Platform Engineering"
},
{
"is_primary": true,
"skill_name": "Monitoring"
},
{
"is_primary": true,
"skill_name": "Logging"
},
{
"is_primary": true,
"skill_name": "Alerting"
},
{
"is_primary": true,
"skill_name": "Incident management"
},
{
"is_primary": false,
"skill_name": "Root cause analysis"
},
{
"is_primary": true,
"skill_name": "Networking"
}
],
"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
},
{
"bullet_count": 0,
"heading": "Required Skills \u0026 Experience",
"heading_was_present": true,
"source_marker": {
"first_5_words": "3+ years of experience in",
"last_5_words": "skills."
},
"text": "3+ years of experience in DevOps, SRE, or Platform Engineering.\nStrong hands-on experience with GCP and Kubernetes.\nExpertise in Docker and containerized deployments.\nStrong experience with Terraform for infrastructure automation.\nExperience building CI/CD pipelines using GitHub Actions.\nStrong Linux, networking, and shell scripting skills.",
"word_count": 52
}
],
"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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