Pipeline run

{
  "catalog": "v4",
  "consider_adding": [
    {
      "dimension": "CI/CD \u0026 Delivery",
      "reason": "In the role canon\u0027s CI/CD \u0026 Delivery - adding it narrows the candidate pool.",
      "skill": "Jenkins Pipeline",
      "tier": "L0"
    },
    {
      "dimension": "Infrastructure as Code \u0026 Configuration Management",
      "reason": "In the role canon\u0027s Infrastructure as Code \u0026 Configuration Management - adding it narrows the candidate pool.",
      "skill": "HCL",
      "tier": "L0"
    },
    {
      "dimension": "Linux \u0026 Systems Administration",
      "reason": "In the role canon\u0027s Linux \u0026 Systems Administration - adding it narrows the candidate pool.",
      "skill": "systemd",
      "tier": "L0"
    },
    {
      "dimension": "Containers \u0026 Orchestration",
      "reason": "In the role canon\u0027s Containers \u0026 Orchestration - adding it narrows the candidate pool.",
      "skill": "Helm",
      "tier": "L1"
    },
    {
      "dimension": "Deployment \u0026 Release Automation",
      "reason": "In the role canon\u0027s Deployment \u0026 Release Automation - adding it narrows the candidate pool.",
      "skill": "Blue-Green Deployment",
      "tier": "L1"
    },
    {
      "dimension": "Observability \u0026 Monitoring",
      "reason": "In the role canon\u0027s Observability \u0026 Monitoring - adding it narrows the candidate pool.",
      "skill": "Alertmanager",
      "tier": "L1"
    }
  ],
  "final_skills": [
    {
      "dimension": {
        "display_name": "Cloud Platforms",
        "slug": "cloud-platforms"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin",
      "skill_id": "78c5a4b9-2ab5-5279-a688-46f4c3767c3f",
      "skill_name": "AWS"
    },
    {
      "dimension": {
        "display_name": "Cloud Platforms",
        "slug": "cloud-platforms"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin",
      "skill_id": "060b1d39-d4d8-581d-9d96-65cd45d7cea4",
      "skill_name": "Microsoft Azure"
    },
    {
      "dimension": {
        "display_name": "Cloud Platforms",
        "slug": "cloud-platforms"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin",
      "skill_id": "de9d33d1-f608-5b2a-97b7-7398054f33cc",
      "skill_name": "Google Cloud Platform"
    },
    {
      "dimension": {
        "display_name": "Cloud Platforms",
        "slug": "cloud-platforms"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin",
      "skill_id": "7dcb7f6b-8513-537d-92ec-03002048d333",
      "skill_name": "Amazon EC2"
    },
    {
      "dimension": {
        "display_name": "Cloud Platforms",
        "slug": "cloud-platforms"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin",
      "skill_id": "81730e0a-667a-500a-9a89-f6a550b7a5a0",
      "skill_name": "Amazon S3"
    },
    {
      "dimension": {
        "display_name": "Cloud Platforms",
        "slug": "cloud-platforms"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin",
      "skill_id": "886f7d03-4f08-5b9c-b5e9-9e0e44054d68",
      "skill_name": "Amazon VPC"
    },
    {
      "dimension": {
        "display_name": "Cloud Platforms",
        "slug": "cloud-platforms"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin",
      "skill_id": "3cd4d53e-36e1-5902-b0e2-88e68c0baa5c",
      "skill_name": "Amazon RDS"
    },
    {
      "dimension": {
        "display_name": "Linux \u0026 Systems Administration",
        "slug": "linux-systems-administration"
      },
      "is_primary": true,
      "layer": "L0",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 1, and the least fashionable but most load-bearing of the three anchors.",
      "skill_id": "58aba2da-9741-5cf7-8984-f7a8fec1a72b",
      "skill_name": "DNS"
    },
    {
      "dimension": {
        "display_name": "CI/CD \u0026 Delivery",
        "slug": "ci-cd-delivery"
      },
      "is_primary": true,
      "layer": "L0",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "remove the pipeline and there is no role.",
      "skill_id": "88db733a-114b-5a17-bb01-b409312274f5",
      "skill_name": "Jenkins"
    },
    {
      "dimension": {
        "display_name": "CI/CD \u0026 Delivery",
        "slug": "ci-cd-delivery"
      },
      "is_primary": true,
      "layer": "L0",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "remove the pipeline and there is no role.",
      "skill_id": "a0542588-a88f-577b-8e0c-4e41c040cebc",
      "skill_name": "GitHub Actions"
    },
    {
      "dimension": {
        "display_name": "CI/CD \u0026 Delivery",
        "slug": "ci-cd-delivery"
      },
      "is_primary": true,
      "layer": "L0",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "remove the pipeline and there is no role.",
      "skill_id": "3d33ebb3-4039-5a41-860a-5a42880b9202",
      "skill_name": "GitLab CI"
    },
    {
      "dimension": {
        "display_name": "CI/CD \u0026 Delivery",
        "slug": "ci-cd-delivery"
      },
      "is_primary": true,
      "layer": "L0",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "remove the pipeline and there is no role.",
      "skill_id": "bc4f0904-e45b-56b8-b626-55b7f8adfa59",
      "skill_name": "Terraform"
    },
    {
      "dimension": {
        "display_name": "Infrastructure as Code \u0026 Configuration Management",
        "slug": "infrastructure-as-code-configuration-management"
      },
      "is_primary": true,
      "layer": "L0",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "the second anchor, and the thing that separates a DevOps Engineer from a release operator.",
      "skill_id": "89c0a1b5-c3bc-5fc2-aefc-fbcf40bee6db",
      "skill_name": "AWS CloudFormation"
    },
    {
      "dimension": {
        "display_name": "Containers \u0026 Orchestration",
        "slug": "containers-orchestration"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2, and TIER-CEILINGED at L1 by deliberate design.",
      "skill_id": "37ac0455-c683-5062-9393-96c9284f5ed1",
      "skill_name": "Docker"
    },
    {
      "dimension": {
        "display_name": "Containers \u0026 Orchestration",
        "slug": "containers-orchestration"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2, and TIER-CEILINGED at L1 by deliberate design.",
      "skill_id": "57e0c6c2-06e3-5d5a-a0cd-249da956a7e3",
      "skill_name": "Kubernetes"
    },
    {
      "dimension": {
        "display_name": "Linux \u0026 Systems Administration",
        "slug": "linux-systems-administration"
      },
      "is_primary": true,
      "layer": "L0",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 1, and the least fashionable but most load-bearing of the three anchors.",
      "skill_id": "56ecbdcb-24a9-5e87-832a-8bd501a8f1a3",
      "skill_name": "Linux"
    },
    {
      "dimension": {
        "display_name": "Observability \u0026 Monitoring",
        "slug": "observability-monitoring"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2 on frequency, borrowed on ownership, and TIER-CEILINGED at L1.",
      "skill_id": "1d7d437f-a8f8-55aa-a3ef-6ffb323f2ce6",
      "skill_name": "Prometheus"
    },
    {
      "dimension": {
        "display_name": "Observability \u0026 Monitoring",
        "slug": "observability-monitoring"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2 on frequency, borrowed on ownership, and TIER-CEILINGED at L1.",
      "skill_id": "8a5f8837-b9be-56bd-8ca0-50a57f724dc8",
      "skill_name": "Grafana"
    },
    {
      "dimension": {
        "display_name": "Observability \u0026 Monitoring",
        "slug": "observability-monitoring"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2 on frequency, borrowed on ownership, and TIER-CEILINGED at L1.",
      "skill_id": "e0c5959c-25f8-5fd7-bddc-34f0935b4a13",
      "skill_name": "ELK Stack"
    },
    {
      "dimension": {
        "display_name": "Version Control",
        "slug": "version-control"
      },
      "is_primary": false,
      "layer": "L2",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 3 on tier, native on ownership, and materially more central here than in any prior catalog: the branching model is not a team preferenc",
      "skill_id": "69a9e960-a4b1-5e7e-b55c-04980465e177",
      "skill_name": "Git"
    },
    {
      "dimension": {
        "display_name": "Linux \u0026 Systems Administration",
        "slug": "linux-systems-administration"
      },
      "is_primary": true,
      "layer": "L0",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 1, and the least fashionable but most load-bearing of the three anchors.",
      "skill_id": "8d8f16b1-cdfe-5c8a-b2a4-ac48a283af8f",
      "skill_name": "Bash"
    },
    {
      "dimension": {
        "display_name": "Programming Languages",
        "slug": "programming-languages"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "automation is code, and this role writes it daily.",
      "skill_id": "646cb350-7c71-5ed2-971e-d141c566ce6e",
      "skill_name": "Python"
    },
    {
      "dimension": {
        "display_name": "Linux \u0026 Systems Administration",
        "slug": "linux-systems-administration"
      },
      "is_primary": true,
      "layer": "L0",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 1, and the least fashionable but most load-bearing of the three anchors.",
      "skill_id": "2d0ecde2-475d-5f43-bb1b-86edbab9c6ac",
      "skill_name": "Load Balancing"
    },
    {
      "dimension": {
        "display_name": "Observability \u0026 Monitoring",
        "slug": "observability-monitoring"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2 on frequency, borrowed on ownership, and TIER-CEILINGED at L1.",
      "skill_id": "148a0dfb-2296-50c5-9f96-54c7dd4e5065",
      "skill_name": "Amazon CloudWatch"
    },
    {
      "dimension": {
        "display_name": "Cloud Platforms",
        "slug": "cloud-platforms"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin",
      "skill_id": "09465596-09f5-5f9f-aa70-233c6bf8af1d",
      "skill_name": "AWS IAM"
    },
    {
      "dimension": {
        "display_name": "Linux \u0026 Systems Administration",
        "slug": "linux-systems-administration"
      },
      "is_primary": true,
      "layer": "L0",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 1, and the least fashionable but most load-bearing of the three anchors.",
      "skill_id": "a2fdd7c6-86ea-5b46-9536-cc7b83ffd680",
      "skill_name": "Networking Fundamentals"
    },
    {
      "dimension": {
        "display_name": "Cloud Platforms",
        "slug": "cloud-platforms"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "catalog_v4",
      "origin": "catalog",
      "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin",
      "skill_id": "63734853-f501-59fa-9dfa-2e0f590f15e2",
      "skill_name": "Cloud Cost Management"
    },
    {
      "dimension": {
        "display_name": "Infrastructure as Code \u0026 Configuration Management",
        "slug": "infrastructure-as-code-configuration-management"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "ai_predicted",
      "origin": "ai_predicted",
      "rationale": "TaBuddy AI prediction \u2014 not in the skill library yet; placed under Infrastructure as Code \u0026 Configuration Management pending admin review.",
      "skill_id": "d6f81971-a8b7-5ccd-b500-d2d4cd740c9f",
      "skill_name": "Infrastructure as Code"
    },
    {
      "dimension": {
        "display_name": "CI/CD \u0026 Delivery",
        "slug": "ci-cd-delivery"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "ai_predicted",
      "origin": "ai_predicted",
      "rationale": "TaBuddy AI prediction \u2014 not in the skill library yet; placed under CI/CD \u0026 Delivery pending admin review.",
      "skill_id": "fa7fc802-a104-5472-ae7a-4fdac6a93da1",
      "skill_name": "CI/CD"
    },
    {
      "dimension": {
        "display_name": "Containers \u0026 Orchestration",
        "slug": "containers-orchestration"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "ai_predicted",
      "origin": "ai_predicted",
      "rationale": "TaBuddy AI prediction \u2014 not in the skill library yet; placed under Containers \u0026 Orchestration pending admin review.",
      "skill_id": "f96cd4b9-1e8f-5f21-b273-348d54983c9e",
      "skill_name": "Containerization"
    },
    {
      "dimension": {
        "display_name": "Observability \u0026 Monitoring",
        "slug": "observability-monitoring"
      },
      "is_primary": true,
      "layer": "L1",
      "layer_source": "ai_predicted",
      "origin": "ai_predicted",
      "rationale": "TaBuddy AI prediction \u2014 not in the skill library yet; placed under Observability \u0026 Monitoring pending admin review.",
      "skill_id": "9d90e021-0b32-5e29-9200-8860dc59f648",
      "skill_name": "Monitoring"
    }
  ],
  "history_run_id": null,
  "jd_parameters": {
    "certifications": [
      "AWS Solutions Architect",
      "AWS DevOps Engineer"
    ],
    "clientDetails": null,
    "company": null,
    "companySize": null,
    "ctc": {
      "currency": null,
      "max": null,
      "min": null,
      "period": null,
      "raw": null
    },
    "educationRequirements": [
      "BTECH/BE - Computer Science / IT / Engineering (or related)"
    ],
    "experience": {
      "max": 4,
      "min": 1,
      "raw": "1\u20134 years of experience in Cloud Engineering, DevOps, Infrastructure, or a related role"
    },
    "industryDomain": "IT Services \u0026 Consulting",
    "knockouts": {
      "certifications": [
        "AWS Solutions Architect",
        "AWS DevOps Engineer"
      ],
      "ctc": {
        "currency": null,
        "max": null,
        "min": null
      },
      "educationRequirements": [
        "BTECH/BE - Computer Science / IT / Engineering (or related)"
      ],
      "experience": {
        "max": 4,
        "min": 1
      },
      "location": [],
      "noticePeriod": null
    },
    "locations": [],
    "noticePeriod": null,
    "openToRelocate": false,
    "role": "Cloud Engineer",
    "roleSynonyms": [
      "Cloud Engineer",
      "Cloud Infrastructure Engineer",
      "DevOps Engineer"
    ]
  },
  "jd_summary": "The Cloud Engineer role is a full-time position focused on designing, deploying, and maintaining scalable cloud infrastructure, primarily using AWS or Azure. Key requirements include strong knowledge of cloud services, hands-on experience with Infrastructure as Code tools like Terraform, and proficiency in containerization with Docker and Kubernetes. The candidate should also have a solid understanding of cloud security practices and experience with CI/CD pipelines. A bachelor\u0027s degree in a related field and 1-4 years of relevant experience are expected.",
  "layer_conflicts": [],
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "ai_kras": [],
    "certifications": [
      "AWS Solutions Architect",
      "AWS DevOps Engineer"
    ],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science / IT / Engineering (or related)",
        "raw": "Bachelor\u0027s degree in Computer Science, IT, Engineering, or a related field",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 4,
      "min": 1,
      "raw": "1\u20134 years of experience in Cloud Engineering, DevOps, Infrastructure, or a related role"
    },
    "job_locations": [],
    "role": "Cloud Engineer",
    "role_aliases": [
      {
        "name": "Cloud Engineer",
        "reasoning": "generalized form of the picked role",
        "relation": "synonym"
      },
      {
        "name": "Cloud Infrastructure Engineer",
        "reasoning": "common industry alt for the same archetype",
        "relation": "synonym"
      },
      {
        "name": "DevOps Engineer",
        "reasoning": "role involves DevOps practices and tools",
        "relation": "adjacent"
      }
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 14,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Design and manage cloud infrastructure",
          "last_5_words": "documentation, architecture diagrams, and operational procedures."
        },
        "text": "Design and manage cloud infrastructure on AWS/Azure/GCP.\nDeploy and maintain highly available and scalable cloud environments.\nManage services such as EC2, S3, VPC, IAM, RDS, Route 53, Load Balancers, and related cloud services.\nBuild and maintain CI/CD pipelines using Jenkins, GitHub Actions, GitLab CI, or similar tools.\nImplement Infrastructure as Code using Terraform or CloudFormation.\nContainerize applications using Docker and manage deployments using Kubernetes.\nConfigure and maintain Linux servers, networking, DNS, SSL, firewalls, and load balancing.\nImplement cloud security best practices, IAM policies, secrets management, and access controls.\nMonitor infrastructure performance, availability, and resource utilization.\nWork with monitoring and logging tools such as CloudWatch, Prometheus, Grafana, ELK, or similar platforms.\nTroubleshoot infrastructure, deployment, networking, and production issues.\nOptimize cloud infrastructure for cost, performance, reliability, and scalability.\nImplement backup, disaster recovery, and high-availability strategies.\nCollaborate with developers and DevOps teams to improve deployment and infrastructure workflows.\nMaintain infrastructure documentation, architecture diagrams, and operational procedures.",
        "word_count": 199
      },
      {
        "bullet_count": 11,
        "heading": "Required Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Strong knowledge of AWS/Azure/GCP.",
          "last_5_words": "troubleshooting and problem-solving skills."
        },
        "text": "Strong knowledge of AWS/Azure/GCP.\nGood understanding of Linux administration.\nExperience with Terraform / Infrastructure as Code.\nHands-on experience with Docker and Kubernetes.\nExperience with Jenkins, GitHub Actions, GitLab CI/CD, or similar tools.\nUnderstanding of cloud networking: VPC/VNet, subnets, routing, NAT, security groups, firewalls, DNS, and load balancers.\nKnowledge of Git and version control.\nUnderstanding of cloud security and IAM.\nExperience with monitoring and logging systems.\nGood knowledge of scripting using Bash, Python, or similar languages.\nStrong troubleshooting and problem-solving skills.",
        "word_count": 116
      },
      {
        "bullet_count": 8,
        "heading": "Preferred Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Experience with AWS certifications such",
          "last_5_words": "production-grade cloud environments."
        },
        "text": "Experience with AWS certifications such as Solutions Architect or DevOps Engineer.\nExperience with Kubernetes administration.\nKnowledge of Ansible.\nExperience with serverless and managed cloud services.\nUnderstanding of microservices architecture.\nExperience with cloud cost optimization.\nKnowledge of networking and security concepts.\nExperience working with production-grade cloud environments.",
        "word_count": 80
      }
    ],
    "urls": []
  },
  "pipeline": "v4",
  "rejected": false,
  "rejection_code": null,
  "rejection_reason": null,
  "role": {
    "canonical_name": "DevOps Engineer",
    "family": "devops-engineer",
    "match_method": "name",
    "resolution": "in_db",
    "role_id": "8c9b6e1c-7ab1-5993-97c5-7366c382a6b4",
    "similarity": null,
    "slug": "devops-engineer"
  },
  "run_id": "jdv4-731417b18857",
  "secondary_meta": [
    {
      "audit_reasoning": "This skill is in Secondary as the JD says \"Knowledge of Ansible\" - the JD marks it as \"preferred\" rather than required.",
      "jd_quote": "Knowledge of Ansible",
      "provenance": "listed",
      "reason_code": "jd_preferred",
      "skill": "Ansible"
    },
    {
      "audit_reasoning": "This skill is in Secondary as the JD says \"Experience with cloud cost optimization\" - it isn\u0027t in this role\u0027s skill catalog yet, so it\u0027s tracked for review.",
      "jd_quote": "Experience with cloud cost optimization",
      "origin": "ai_predicted",
      "provenance": "listed",
      "reason_code": "not_in_catalog",
      "skill": "Cloud Cost Optimization"
    },
    {
      "audit_reasoning": "This skill is in Secondary as the JD says \"Implement backup, disaster recovery, and high-availability strategies.\" - it\u0027s a recognized skill, but it sits outside the DevOps Engineer role\u0027s core dimensions.",
      "jd_quote": "Implement backup, disaster recovery, and high-availability strategies.",
      "provenance": "listed",
      "reason_code": "out_of_role_scope",
      "skill": "Disaster Recovery"
    },
    {
      "audit_reasoning": "This skill is in Secondary as the JD says \"Manage services such as EC2, S3, VPC, IAM, RDS, Route 53\" - it isn\u0027t in this role\u0027s skill catalog yet, so it\u0027s tracked for review.",
      "jd_quote": "Manage services such as EC2, S3, VPC, IAM, RDS, Route 53",
      "origin": "ai_predicted",
      "provenance": "verb-backed",
      "reason_code": "not_in_catalog",
      "skill": "Identity and Access Management (IAM)"
    },
    {
      "audit_reasoning": "This skill is in Secondary as the JD says \"Experience with Kubernetes administration\" - it isn\u0027t in this role\u0027s skill catalog yet, so it\u0027s tracked for review.",
      "jd_quote": "Experience with Kubernetes administration",
      "origin": "ai_predicted",
      "provenance": "listed",
      "reason_code": "not_in_catalog",
      "skill": "Kubernetes Administration"
    },
    {
      "audit_reasoning": "This skill is in Secondary as the JD says \"Understanding of microservices architecture\" - the JD marks it as \"preferred\" rather than required.",
      "jd_quote": "Understanding of microservices architecture",
      "provenance": "listed",
      "reason_code": "jd_preferred",
      "skill": "Microservices"
    },
    {
      "audit_reasoning": "This skill is in Secondary as the JD says \"Experience with serverless and managed cloud services\" - it isn\u0027t in this role\u0027s skill catalog yet, so it\u0027s tracked for review.",
      "jd_quote": "Experience with serverless and managed cloud services",
      "origin": "ai_predicted",
      "provenance": "listed",
      "reason_code": "not_in_catalog",
      "skill": "Serverless Computing"
    }
  ],
  "secondary_skills": [
    "Ansible",
    "Cloud Cost Optimization",
    "Disaster Recovery",
    "Identity and Access Management (IAM)",
    "Kubernetes Administration",
    "Microservices",
    "Serverless Computing"
  ],
  "skill_layers": [
    {
      "label": "Anchor",
      "layer": "L0",
      "skills": [
        {
          "dimension": {
            "display_name": "Linux \u0026 Systems Administration",
            "slug": "linux-systems-administration"
          },
          "name": "DNS",
          "origin": "catalog",
          "rationale": "Rule 1, and the least fashionable but most load-bearing of the three anchors."
        },
        {
          "dimension": {
            "display_name": "CI/CD \u0026 Delivery",
            "slug": "ci-cd-delivery"
          },
          "name": "Jenkins",
          "origin": "catalog",
          "rationale": "remove the pipeline and there is no role."
        },
        {
          "dimension": {
            "display_name": "CI/CD \u0026 Delivery",
            "slug": "ci-cd-delivery"
          },
          "name": "GitHub Actions",
          "origin": "catalog",
          "rationale": "remove the pipeline and there is no role."
        },
        {
          "dimension": {
            "display_name": "CI/CD \u0026 Delivery",
            "slug": "ci-cd-delivery"
          },
          "name": "GitLab CI",
          "origin": "catalog",
          "rationale": "remove the pipeline and there is no role."
        },
        {
          "dimension": {
            "display_name": "CI/CD \u0026 Delivery",
            "slug": "ci-cd-delivery"
          },
          "name": "Terraform",
          "origin": "catalog",
          "rationale": "remove the pipeline and there is no role."
        },
        {
          "dimension": {
            "display_name": "Infrastructure as Code \u0026 Configuration Management",
            "slug": "infrastructure-as-code-configuration-management"
          },
          "name": "AWS CloudFormation",
          "origin": "catalog",
          "rationale": "the second anchor, and the thing that separates a DevOps Engineer from a release operator."
        },
        {
          "dimension": {
            "display_name": "Linux \u0026 Systems Administration",
            "slug": "linux-systems-administration"
          },
          "name": "Linux",
          "origin": "catalog",
          "rationale": "Rule 1, and the least fashionable but most load-bearing of the three anchors."
        },
        {
          "dimension": {
            "display_name": "Linux \u0026 Systems Administration",
            "slug": "linux-systems-administration"
          },
          "name": "Bash",
          "origin": "catalog",
          "rationale": "Rule 1, and the least fashionable but most load-bearing of the three anchors."
        },
        {
          "dimension": {
            "display_name": "Linux \u0026 Systems Administration",
            "slug": "linux-systems-administration"
          },
          "name": "Load Balancing",
          "origin": "catalog",
          "rationale": "Rule 1, and the least fashionable but most load-bearing of the three anchors."
        },
        {
          "dimension": {
            "display_name": "Linux \u0026 Systems Administration",
            "slug": "linux-systems-administration"
          },
          "name": "Networking Fundamentals",
          "origin": "catalog",
          "rationale": "Rule 1, and the least fashionable but most load-bearing of the three anchors."
        }
      ]
    },
    {
      "label": "Primary",
      "layer": "L1",
      "skills": [
        {
          "dimension": {
            "display_name": "Cloud Platforms",
            "slug": "cloud-platforms"
          },
          "name": "AWS",
          "origin": "catalog",
          "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin"
        },
        {
          "dimension": {
            "display_name": "Cloud Platforms",
            "slug": "cloud-platforms"
          },
          "name": "Microsoft Azure",
          "origin": "catalog",
          "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin"
        },
        {
          "dimension": {
            "display_name": "Cloud Platforms",
            "slug": "cloud-platforms"
          },
          "name": "Google Cloud Platform",
          "origin": "catalog",
          "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin"
        },
        {
          "dimension": {
            "display_name": "Cloud Platforms",
            "slug": "cloud-platforms"
          },
          "name": "Amazon EC2",
          "origin": "catalog",
          "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin"
        },
        {
          "dimension": {
            "display_name": "Cloud Platforms",
            "slug": "cloud-platforms"
          },
          "name": "Amazon S3",
          "origin": "catalog",
          "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin"
        },
        {
          "dimension": {
            "display_name": "Cloud Platforms",
            "slug": "cloud-platforms"
          },
          "name": "Amazon VPC",
          "origin": "catalog",
          "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin"
        },
        {
          "dimension": {
            "display_name": "Cloud Platforms",
            "slug": "cloud-platforms"
          },
          "name": "Amazon RDS",
          "origin": "catalog",
          "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin"
        },
        {
          "dimension": {
            "display_name": "Containers \u0026 Orchestration",
            "slug": "containers-orchestration"
          },
          "name": "Docker",
          "origin": "catalog",
          "rationale": "Rule 2, and TIER-CEILINGED at L1 by deliberate design."
        },
        {
          "dimension": {
            "display_name": "Containers \u0026 Orchestration",
            "slug": "containers-orchestration"
          },
          "name": "Kubernetes",
          "origin": "catalog",
          "rationale": "Rule 2, and TIER-CEILINGED at L1 by deliberate design."
        },
        {
          "dimension": {
            "display_name": "Observability \u0026 Monitoring",
            "slug": "observability-monitoring"
          },
          "name": "Prometheus",
          "origin": "catalog",
          "rationale": "Rule 2 on frequency, borrowed on ownership, and TIER-CEILINGED at L1."
        },
        {
          "dimension": {
            "display_name": "Observability \u0026 Monitoring",
            "slug": "observability-monitoring"
          },
          "name": "Grafana",
          "origin": "catalog",
          "rationale": "Rule 2 on frequency, borrowed on ownership, and TIER-CEILINGED at L1."
        },
        {
          "dimension": {
            "display_name": "Observability \u0026 Monitoring",
            "slug": "observability-monitoring"
          },
          "name": "ELK Stack",
          "origin": "catalog",
          "rationale": "Rule 2 on frequency, borrowed on ownership, and TIER-CEILINGED at L1."
        },
        {
          "dimension": {
            "display_name": "Programming Languages",
            "slug": "programming-languages"
          },
          "name": "Python",
          "origin": "catalog",
          "rationale": "automation is code, and this role writes it daily."
        },
        {
          "dimension": {
            "display_name": "Observability \u0026 Monitoring",
            "slug": "observability-monitoring"
          },
          "name": "Amazon CloudWatch",
          "origin": "catalog",
          "rationale": "Rule 2 on frequency, borrowed on ownership, and TIER-CEILINGED at L1."
        },
        {
          "dimension": {
            "display_name": "Cloud Platforms",
            "slug": "cloud-platforms"
          },
          "name": "AWS IAM",
          "origin": "catalog",
          "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin"
        },
        {
          "dimension": {
            "display_name": "Cloud Platforms",
            "slug": "cloud-platforms"
          },
          "name": "Cloud Cost Management",
          "origin": "catalog",
          "rationale": "Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin"
        },
        {
          "dimension": {
            "display_name": "Infrastructure as Code \u0026 Configuration Management",
            "slug": "infrastructure-as-code-configuration-management"
          },
          "name": "Infrastructure as Code",
          "origin": "ai_predicted",
          "rationale": "TaBuddy AI prediction \u2014 not in the skill library yet; placed under Infrastructure as Code \u0026 Configuration Management pending admin review."
        },
        {
          "dimension": {
            "display_name": "CI/CD \u0026 Delivery",
            "slug": "ci-cd-delivery"
          },
          "name": "CI/CD",
          "origin": "ai_predicted",
          "rationale": "TaBuddy AI prediction \u2014 not in the skill library yet; placed under CI/CD \u0026 Delivery pending admin review."
        },
        {
          "dimension": {
            "display_name": "Containers \u0026 Orchestration",
            "slug": "containers-orchestration"
          },
          "name": "Containerization",
          "origin": "ai_predicted",
          "rationale": "TaBuddy AI prediction \u2014 not in the skill library yet; placed under Containers \u0026 Orchestration pending admin review."
        },
        {
          "dimension": {
            "display_name": "Observability \u0026 Monitoring",
            "slug": "observability-monitoring"
          },
          "name": "Monitoring",
          "origin": "ai_predicted",
          "rationale": "TaBuddy AI prediction \u2014 not in the skill library yet; placed under Observability \u0026 Monitoring pending admin review."
        }
      ]
    },
    {
      "label": "Environment",
      "layer": "L2",
      "skills": [
        {
          "dimension": {
            "display_name": "Version Control",
            "slug": "version-control"
          },
          "name": "Git",
          "origin": "catalog",
          "rationale": "Rule 3 on tier, native on ownership, and materially more central here than in any prior catalog: the branching model is not a team preferenc"
        }
      ]
    }
  ],
  "unmapped_skills": [
    "DevOps Engineer",
    "SSL",
    "Solutions Architect",
    "cloud security"
  ]
}

{}

{}