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Pipeline run

2932c628-df2b-4c4b-9248-5f005a1bb0c0

Pipeline LLM cost (USD)

API 1: $0.0049 API 2: $0.0000 API 3: $0.0000 Total: $0.0049

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 (32)

Docker Kubernetes Terraform Jenkins GitHub Actions GitLab CI AWS Microsoft Azure Google Cloud Platform CI/CD DNS Networking Fundamentals Prometheus Grafana ELK Stack Bash Python Ansible Helm Kubernetes Operators Amazon EC2 Amazon S3 Amazon RDS Amazon VPC Linux +7

Skill cluster (0 dimension groups, role-scoped)

No dimension groups computed for this JD.

Show KRA description ↓

Design, implement, and maintain CI/CD pipelines for application deployments. Manage and automate cloud infrastructure using **AWS/Azure/GCP**. Containerize applications using **Docker** and manage deployments with **Kubernetes**. Develop and maintain infrastructure using **Terraform** or other Infrastructure as Code tools. Automate build, deployment, and operational processes using **Jenkins, GitHub Actions, GitLab CI/CD**, or similar tools. Configure and manage Linux servers, networking, security, and system services. Implement monitoring, logging, alerting, and performance optimization. Collaborate with developers to improve application reliability and deployment workflows. Troubleshoot production issues and participate in incident resolution. Implement security best practices across infrastructure and deployment pipelines. Maintain documentation for infrastructure, deployment processes, and operational procedures.

Status: jd_deconstruction_v4_done Created: 2026-08-20T15:41:50.540354Z Updated: 2026-08-27T13:22:59.543147Z Run duration: 38025 ms

Flow v4 catalog deconstruction skill_library_v4

1 LLM mention extraction + deterministic catalog sweep

2 Six-layer resolution cascade (exact → alias → fuzzy → embedding → judge → AI-prediction lane)

3 Table-lookup layering: dim_members → role_dim_map tiers, served verbatim

Role Chosen role & resolution

DevOps Engineer

in_db name family · devops-engineer

slug: devops-engineer · role_id: 8c9b6e1c-7ab1-5993-97c5-7366c382a6b4 · catalog: skill_library_v4 (tiers served verbatim from role_dim_map)

The company is seeking a **DevOps Engineer** with 1-4 years of experience to build and maintain scalable infrastructure and CI/CD pipelines. The core technology stack includes **AWS/Azure/GCP**, **Docker**, **Kubernetes**, and **Terraform**. Distinctive requirements include strong knowledge of Linux/Unix systems and hands-on experience with CI/CD tools like Jenkins or GitHub Actions. The role involves collaborating with developers to enhance application reliability and implementing security best practices across deployment pipelines.

Job description

## DevOps Engineer

### Job Overview

We are looking for a skilled **DevOps Engineer** to build, automate, and maintain scalable infrastructure and reliable CI/CD pipelines. The ideal candidate should have strong experience with cloud platforms, containerization, infrastructure as code, monitoring, and deployment automation.

### Key Responsibilities

* Design, implement, and maintain CI/CD pipelines for application deployments.
* Manage and automate cloud infrastructure using **AWS/Azure/GCP**.
* Containerize applications using **Docker** and manage deployments with **Kubernetes**.
* Develop and maintain infrastructure using **Terraform** or other Infrastructure as Code tools.
* Automate build, deployment, and operational processes using **Jenkins, GitHub Actions, GitLab CI/CD**, or similar tools.
* Configure and manage Linux servers, networking, security, and system services.
* Implement monitoring, logging, alerting, and performance optimization.
* Collaborate with developers to improve application reliability and deployment workflows.
* Troubleshoot production issues and participate in incident resolution.
* Implement security best practices across infrastructure and deployment pipelines.
* Maintain documentation for infrastructure, deployment processes, and operational procedures.

### Required Skills

* Strong knowledge of **Linux/Unix systems**.
* Hands-on experience with **AWS, Azure, or GCP**.
* Experience with **Docker and Kubernetes**.
* Strong understanding of **CI/CD** concepts and tools such as Jenkins or GitHub Actions.
* Experience with **Terraform** or similar Infrastructure as Code tools.
* Knowledge of **Git and GitHub/GitLab**.
* Understanding of networking concepts such as DNS, HTTP/HTTPS, TCP/IP, load balancing, and firewalls.
* Experience with monitoring and logging tools such as **Prometheus, Grafana, ELK, or CloudWatch**.
* Scripting experience with **Bash, Python, or similar languages**.
* Understanding of cloud security, IAM, secrets management, and access control.

### Good to Have

* Experience with **Ansible**.
* Knowledge of **Helm and Kubernetes operators**.
* Experience with **AWS services such as EC2, S3, RDS, VPC, IAM, Route 53, and CloudWatch**.
* Experience with microservices architecture.
* Knowledge of serverless technologies.
* Experience implementing DevSecOps practices.
* Familiarity with high-availability and disaster-recovery architectures.

### Education & Experience

* Bachelor's degree in Computer Science, Information Technology, or a related field.
* **1–4 years of experience** in DevOps, Cloud Engineering, SRE, or Infrastructure Engineering.
* Strong problem-solving and troubleshooting skills.
* Good communication and collaboration skills.

Skills from this JD

L0–L3 tiers come verbatim from the role's role_dim_map; violet AI GENERATED chips are AI-prediction-lane skills pending review in the queue.

L0 · Anchor 11 skill(s)

Terraform CI/CD & Delivery remove the pipeline and there is no role.

Jenkins CI/CD & Delivery remove the pipeline and there is no role.

GitHub Actions CI/CD & Delivery remove the pipeline and there is no role.

GitLab CI CI/CD & Delivery remove the pipeline and there is no role.

CI/CD CI/CD & Delivery remove the pipeline and there is no role.

DNS Linux & Systems Administration Rule 1, and the least fashionable but most load-bearing of the three anchors.

Networking Fundamentals Linux & Systems Administration Rule 1, and the least fashionable but most load-bearing of the three anchors.

Bash Linux & Systems Administration Rule 1, and the least fashionable but most load-bearing of the three anchors.

Ansible Infrastructure as Code & Configuration Management the second anchor, and the thing that separates a DevOps Engineer from a release operator.

Linux Linux & Systems Administration Rule 1, and the least fashionable but most load-bearing of the three anchors.

Load Balancing Linux & Systems Administration Rule 1, and the least fashionable but most load-bearing of the three anchors.

L1 · Primary 17 skill(s)

Docker Containers & Orchestration Rule 2, and TIER-CEILINGED at L1 by deliberate design.

Kubernetes Containers & Orchestration Rule 2, and TIER-CEILINGED at L1 by deliberate design.

AWS Cloud Platforms Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin

Microsoft Azure Cloud Platforms Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin

Google Cloud Platform Cloud Platforms Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin

Prometheus Observability & Monitoring Rule 2 on frequency, borrowed on ownership, and TIER-CEILINGED at L1.

Grafana Observability & Monitoring Rule 2 on frequency, borrowed on ownership, and TIER-CEILINGED at L1.

ELK Stack Observability & Monitoring Rule 2 on frequency, borrowed on ownership, and TIER-CEILINGED at L1.

Python Programming Languages automation is code, and this role writes it daily.

Helm Containers & Orchestration Rule 2, and TIER-CEILINGED at L1 by deliberate design.

Kubernetes Operators Containers & Orchestration Rule 2, and TIER-CEILINGED at L1 by deliberate design.

Amazon EC2 Cloud Platforms Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin

Amazon S3 Cloud Platforms Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin

Amazon RDS Cloud Platforms Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin

Amazon VPC Cloud Platforms Rule 2, and the second dimension to gain its native owner here: eight roles map cloud-platforms as borrowed(DevOps Engineer) with none ownin

Amazon CloudWatch Observability & Monitoring Rule 2 on frequency, borrowed on ownership, and TIER-CEILINGED at L1.

AWS/Azure/GCP AI GENERATED Cloud Platforms TaBuddy AI prediction — not in the skill library yet; placed under Cloud Platforms pending admin review.

L2 · Environment 4 skill(s)

Git Version Control 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

GitHub Version Control 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

GitLab Version Control 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

GitHub/GitLab AI GENERATED Version Control TaBuddy AI prediction — not in the skill library yet; placed under Version Control pending admin review.

Secondary nice-to-have · not a drop-order layer

HTTP out_of_role_scope

This skill is in Secondary as the JD says "Understanding of networking concepts such as DNS, HTTP/HTTPS, TCP/IP, load balancing, and firewalls." - it's a recognized skill, but it sits outside the DevOps Engineer role's core dimensions.

Identity and Access Management (IAM) AI GENERATED not_in_catalog

This skill is in Secondary as the JD says "Experience with AWS services such as EC2, S3, RDS, VPC, IAM, Route 53, and CloudWatch." - it isn't in this role's skill catalog yet, so it's tracked for review.

Microservices jd_preferred

This skill is in Secondary as the JD says "Experience with microservices architecture." - the JD marks it as "good to have" rather than required.

Serverless Technologies AI GENERATED not_in_catalog

This skill is in Secondary as the JD says "Knowledge of serverless technologies." - it isn't in this role's skill catalog yet, so it's tracked for review.

Consider adding canon exemplars the JD missed

Jenkins Pipeline — CI/CD & Delivery (L0)

HCL — Infrastructure as Code & Configuration Management (L0)

systemd — Linux & Systems Administration (L0)

AWS IAM — Cloud Platforms (L1)

Kustomize — Containers & Orchestration (L1)

Blue-Green Deployment — Deployment & Release Automation (L1)

Unmapped not resolved, not classified — quarantined for review

DevSecOps

Library artifacts (this run)

No artifact rows for this run.

nano JD Parser — gpt-4.1-nano click to toggle

RoleDevOps Engineer

Experience1–4 years of experience

DomainIT Services & Consulting

JD type pass

Show raw JSON

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  "about_company": null,
  "ai_kras": [],
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
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        "BPO"
      ],
      "domain": "IT Services \u0026 Consulting"
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  "education": [
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      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or related)",
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  "experience": {
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    "raw": "1\u20134 years of experience"
  },
  "job_locations": [],
  "role": "DevOps Engineer",
  "role_aliases": [
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      "relation": "synonym"
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      "reasoning": "role involves cloud infrastructure management",
      "relation": "synonym"
    },
    {
      "name": "Site Reliability Engineer",
      "reasoning": "role includes reliability and operational responsibilities",
      "relation": "synonym"
    }
  ],
  "role_archetype": "DevOps",
  "roles_and_responsibilities": [
    {
      "bullet_count": 11,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Design, implement, and maintain",
        "last_5_words": "deployment processes, and operational procedures."
      },
      "text": "Design, implement, and maintain CI/CD pipelines for application deployments.\nManage and automate cloud infrastructure using **AWS/Azure/GCP**.\nContainerize applications using **Docker** and manage deployments with **Kubernetes**.\nDevelop and maintain infrastructure using **Terraform** or other Infrastructure as Code tools.\nAutomate build, deployment, and operational processes using **Jenkins, GitHub Actions, GitLab CI/CD**, or similar tools.\nConfigure and manage Linux servers, networking, security, and system services.\nImplement monitoring, logging, alerting, and performance optimization.\nCollaborate with developers to improve application reliability and deployment workflows.\nTroubleshoot production issues and participate in incident resolution.\nImplement security best practices across infrastructure and deployment pipelines.\nMaintain documentation for infrastructure, deployment processes, and operational procedures.",
      "word_count": 139
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "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",
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      "skill": "HCL",
      "tier": "L0"
    },
    {
      "dimension": "Linux \u0026 Systems Administration",
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      "skill": "systemd",
      "tier": "L0"
    },
    {
      "dimension": "Cloud Platforms",
      "reason": "In the role canon\u0027s Cloud Platforms - adding it narrows the candidate pool.",
      "skill": "AWS IAM",
      "tier": "L1"
    },
    {
      "dimension": "Containers \u0026 Orchestration",
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      "skill": "Kustomize",
      "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"
    }
  ],
  "final_skills": [
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      "skill_id": "37ac0455-c683-5062-9393-96c9284f5ed1",
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      "skill_id": "57e0c6c2-06e3-5d5a-a0cd-249da956a7e3",
      "skill_name": "Kubernetes"
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      "rationale": "remove the pipeline and there is no role.",
      "skill_id": "bc4f0904-e45b-56b8-b626-55b7f8adfa59",
      "skill_name": "Terraform"
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    {
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      "rationale": "remove the pipeline and there is no role.",
      "skill_id": "88db733a-114b-5a17-bb01-b409312274f5",
      "skill_name": "Jenkins"
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      "rationale": "remove the pipeline and there is no role.",
      "skill_id": "a0542588-a88f-577b-8e0c-4e41c040cebc",
      "skill_name": "GitHub Actions"
    },
    {
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      "is_primary": true,
      "layer": "L0",
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      "rationale": "remove the pipeline and there is no role.",
      "skill_id": "3d33ebb3-4039-5a41-860a-5a42880b9202",
      "skill_name": "GitLab CI"
    },
    {
      "dimension": {
        "display_name": "Cloud Platforms",
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      "is_primary": true,
      "layer": "L1",
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      "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",
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      "skill_id": "060b1d39-d4d8-581d-9d96-65cd45d7cea4",
      "skill_name": "Microsoft Azure"
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      "is_primary": false,
      "layer": "L2",
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      "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",
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      "rationale": "Rule 2 on frequency, borrowed on ownership, and TIER-CEILINGED at L1.",
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    {
      "dimension": {
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      "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": "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": "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": "e97f6aee-ff12-5cdc-938b-54eaaf32132e",
      "skill_name": "Ansible"
    },
    {
      "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": "bbaeac6a-4c83-5c09-a715-648d9bdfa997",
      "skill_name": "Helm"
    },
    {
      "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": "94dee06c-f346-5c8b-ab5f-9fe2735236b1",
      "skill_name": "Kubernetes Operators"
    },
    {
      "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": "3cd4d53e-36e1-5902-b0e2-88e68c0baa5c",
      "skill_name": "Amazon RDS"
    },
    {
      "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": "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": "148a0dfb-2296-50c5-9f96-54c7dd4e5065",
      "skill_name": "Amazon CloudWatch"
    },
    {
      "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": "aca31585-314b-5cbc-8b55-e3cb3127ecac",
      "skill_name": "GitHub"
    },
    {
      "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": "4f6d6a6e-937e-5786-95fb-ceba00093733",
      "skill_name": "GitLab"
    },
    {
      "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": "Cloud Platforms",
        "slug": "cloud-platforms"
      },
      "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 Cloud Platforms pending admin review.",
      "skill_id": "d4a4d76b-8eb6-5591-9671-9f19f24e2a20",
      "skill_name": "AWS/Azure/GCP"
    },
    {
      "dimension": {
        "display_name": "Version Control",
        "slug": "version-control"
      },
      "is_primary": false,
      "layer": "L2",
      "layer_source": "ai_predicted",
      "origin": "ai_predicted",
      "rationale": "TaBuddy AI prediction \u2014 not in the skill library yet; placed under Version Control pending admin review.",
      "skill_id": "4135cf52-9bf7-5137-8e47-95c3fb2b7f64",
      "skill_name": "GitHub/GitLab"
    }
  ],
  "history_run_id": null,
  "jd_parameters": {
    "certifications": [],
    "clientDetails": null,
    "company": null,
    "companySize": null,
    "ctc": {
      "currency": null,
      "max": null,
      "min": null,
      "period": null,
      "raw": null
    },
    "educationRequirements": [
      "BTECH/BE - Computer Science (or related)"
    ],
    "experience": {
      "max": 4,
      "min": 1,
      "raw": "1\u20134 years of experience"
    },
    "industryDomain": "IT Services \u0026 Consulting",
    "knockouts": {
      "certifications": [],
      "ctc": {
        "currency": null,
        "max": null,
        "min": null
      },
      "educationRequirements": [
        "BTECH/BE - Computer Science (or related)"
      ],
      "experience": {
        "max": 4,
        "min": 1
      },
      "location": [],
      "noticePeriod": null
    },
    "locations": [],
    "noticePeriod": null,
    "openToRelocate": false,
    "role": "DevOps Engineer",
    "roleSynonyms": [
      "DevOps Engineer",
      "Cloud Engineer",
      "Site Reliability Engineer"
    ]
  },
  "jd_summary": "The company is seeking a **DevOps Engineer** with 1-4 years of experience to build and maintain scalable infrastructure and CI/CD pipelines. The core technology stack includes **AWS/Azure/GCP**, **Docker**, **Kubernetes**, and **Terraform**. Distinctive requirements include strong knowledge of Linux/Unix systems and hands-on experience with CI/CD tools like Jenkins or GitHub Actions. The role involves collaborating with developers to enhance application reliability and implementing security best practices across deployment pipelines.",
  "layer_conflicts": [],
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "ai_kras": [],
    "certifications": [],
    "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 (or related)",
        "raw": "Bachelor\u0027s degree in Computer Science, Information Technology, or a related field",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 4,
      "min": 1,
      "raw": "1\u20134 years of experience"
    },
    "job_locations": [],
    "role": "DevOps Engineer",
    "role_aliases": [
      {
        "name": "DevOps Engineer",
        "reasoning": "generalized form of the picked role",
        "relation": "synonym"
      },
      {
        "name": "Cloud Engineer",
        "reasoning": "role involves cloud infrastructure management",
        "relation": "synonym"
      },
      {
        "name": "Site Reliability Engineer",
        "reasoning": "role includes reliability and operational responsibilities",
        "relation": "synonym"
      }
    ],
    "role_archetype": "DevOps",
    "roles_and_responsibilities": [
      {
        "bullet_count": 11,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Design, implement, and maintain",
          "last_5_words": "deployment processes, and operational procedures."
        },
        "text": "Design, implement, and maintain CI/CD pipelines for application deployments.\nManage and automate cloud infrastructure using **AWS/Azure/GCP**.\nContainerize applications using **Docker** and manage deployments with **Kubernetes**.\nDevelop and maintain infrastructure using **Terraform** or other Infrastructure as Code tools.\nAutomate build, deployment, and operational processes using **Jenkins, GitHub Actions, GitLab CI/CD**, or similar tools.\nConfigure and manage Linux servers, networking, security, and system services.\nImplement monitoring, logging, alerting, and performance optimization.\nCollaborate with developers to improve application reliability and deployment workflows.\nTroubleshoot production issues and participate in incident resolution.\nImplement security best practices across infrastructure and deployment pipelines.\nMaintain documentation for infrastructure, deployment processes, and operational procedures.",
        "word_count": 139
      }
    ],
    "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"
  },
  "role_coverage": [
    {
      "is_jd_role": true,
      "name": "DevOps Engineer",
      "pct": 0.89,
      "role": "devops-engineer",
      "share": 35.6
    },
    {
      "is_jd_role": false,
      "name": "Site Reliability Engineer",
      "pct": 0.7,
      "role": "site-reliability-engineer",
      "share": 28.0
    },
    {
      "is_jd_role": false,
      "name": "Data Engineer",
      "pct": 0.37,
      "role": "data-engineer",
      "share": 14.8
    },
    {
      "is_jd_role": false,
      "name": "Java Backend Developer",
      "pct": 0.27,
      "role": "java-backend-developer",
      "share": 10.8
    },
    {
      "is_jd_role": false,
      "name": "Node.js Backend Developer",
      "pct": 0.27,
      "role": "nodejs-backend-developer",
      "share": 10.8
    }
  ],
  "run_id": "jdv4-7b96a5a108b4",
  "secondary_meta": [
    {
      "audit_reasoning": "This skill is in Secondary as the JD says \"Understanding of networking concepts such as DNS, HTTP/HTTPS, TCP/IP, load balancing, and firewalls.\" - it\u0027s a recognized skill, but it sits outside the DevOps Engineer role\u0027s core dimensions.",
      "jd_quote": "Understanding of networking concepts such as DNS, HTTP/HTTPS, TCP/IP, load balancing, and firewalls.",
      "provenance": "listed",
      "reason_code": "out_of_role_scope",
      "skill": "HTTP"
    },
    {
      "audit_reasoning": "This skill is in Secondary as the JD says \"Experience with AWS services such as EC2, S3, RDS, VPC, IAM, Route 53, and CloudWatch.\" - it isn\u0027t in this role\u0027s skill catalog yet, so it\u0027s tracked for review.",
      "jd_quote": "Experience with AWS services such as EC2, S3, RDS, VPC, IAM, Route 53, and CloudWatch.",
      "origin": "ai_predicted",
      "provenance": "listed",
      "reason_code": "not_in_catalog",
      "skill": "Identity and Access Management (IAM)"
    },
    {
      "audit_reasoning": "This skill is in Secondary as the JD says \"Experience with microservices architecture.\" - the JD marks it as \"good to have\" rather than required.",
      "jd_quote": "Experience with microservices architecture.",
      "provenance": "listed",
      "reason_code": "jd_preferred",
      "skill": "Microservices"
    },
    {
      "audit_reasoning": "This skill is in Secondary as the JD says \"Knowledge of serverless technologies.\" - it isn\u0027t in this role\u0027s skill catalog yet, so it\u0027s tracked for review.",
      "jd_quote": "Knowledge of serverless technologies.",
      "origin": "ai_predicted",
      "provenance": "listed",
      "reason_code": "not_in_catalog",
      "skill": "Serverless Technologies"
    }
  ],
  "secondary_skills": [
    "HTTP",
    "Identity and Access Management (IAM)",
    "Microservices",
    "Serverless Technologies"
  ],
  "skill_layers": [
    {
      "label": "Anchor",
      "layer": "L0",
      "skills": [
        {
          "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": "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": "CI/CD",
          "origin": "catalog",
          "rationale": "remove the pipeline and there is no role."
        },
        {
          "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": "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."
        },
        {
          "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": "Infrastructure as Code \u0026 Configuration Management",
            "slug": "infrastructure-as-code-configuration-management"
          },
          "name": "Ansible",
          "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": "Load Balancing",
          "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": "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": "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": "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": "Containers \u0026 Orchestration",
            "slug": "containers-orchestration"
          },
          "name": "Helm",
          "origin": "catalog",
          "rationale": "Rule 2, and TIER-CEILINGED at L1 by deliberate design."
        },
        {
          "dimension": {
            "display_name": "Containers \u0026 Orchestration",
            "slug": "containers-orchestration"
          },
          "name": "Kubernetes Operators",
          "origin": "catalog",
          "rationale": "Rule 2, and TIER-CEILINGED at L1 by deliberate design."
        },
        {
          "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 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": "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": "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/Azure/GCP",
          "origin": "ai_predicted",
          "rationale": "TaBuddy AI prediction \u2014 not in the skill library yet; placed under Cloud Platforms 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"
        },
        {
          "dimension": {
            "display_name": "Version Control",
            "slug": "version-control"
          },
          "name": "GitHub",
          "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"
        },
        {
          "dimension": {
            "display_name": "Version Control",
            "slug": "version-control"
          },
          "name": "GitLab",
          "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"
        },
        {
          "dimension": {
            "display_name": "Version Control",
            "slug": "version-control"
          },
          "name": "GitHub/GitLab",
          "origin": "ai_predicted",
          "rationale": "TaBuddy AI prediction \u2014 not in the skill library yet; placed under Version Control pending admin review."
        }
      ]
    }
  ],
  "unmapped_skills": [
    "DevSecOps"
  ]
}

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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