Pipeline run

52e3b4ef-4d34-4be3-99eb-557c25481e78

Pipeline LLM cost (USD)

API 1: $0.0043 API 2: $0.0000 API 3: $0.0000 Total: $0.0043

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

Nature of work · Cloud/DevOps/SRE

Design and operate AWS-based CI/CD and automation for secure cloud services: build pipelines, provision and troubleshoot microservice infrastructure, monitor live systems, and harden deployments with security/compliance controls.

""Building and maintaining CI/CD pipelines.""

Tech stack maturity

Modern Cloud Native

The skill set centers on AWS, containers, Kubernetes/EKS/ECS, CI/CD, and distributed systems, which is characteristic of a modern cloud-native architecture stack.

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 (28)

AWS VPC AWS WAF Kong API AWS EC2 AWS ALB AWS S3 AWS PrivateLink AWS NLB GitHub Actions Jenkins Git Java Python .NET Unix/Linux Docker Kubernetes ECS EKS CI/CD Automation Incident Response Blameless Postmortems Distributed Systems +3

Skill cluster (8 dimension groups, role-scoped)

Cloud Provider Platforms

AWS AWS EC2 Azure

Container Orchestration Platforms

Kubernetes ECS

Cloud Platforms & Managed Services

AWS S3

Containerization and Image Builds

Docker

Java Language and JVM

Java

Performance and Scalability Tuning

Distributed Systems

Python Programming

Python

Cross-cutting / unaligned

VPC AWS WAF Kong API AWS ALB AWS PrivateLink AWS NLB GitHub Actions Jenkins Git .NET Unix/Linux EKS CI/CD Automation Incident Response Blameless Postmortems AWS Well-Architected Framework Power Apps

Show KRA description ↓

Knowledge of cloud technologies and services. Proficiency in coding and scripting. Building and maintaining CI/CD pipelines. Strong grasp of automation tools. Automating security controls, data protection, and compliance. Deep understanding of secure coding principles. Implementing security measures in the development process. Engaging in and improving the whole lifecycle of services from inception and design, through deployment, operation, and refinement. Supporting services before they go live through activities such as system design consulting, developing software platforms and frameworks, capacity planning, and launch reviews. Maintaining services once they are live by measuring and monitoring availability, latency, and overall system health. Experience with systems and IT operations. Practicing incident response and blameless postmortems. Experience in network and solution design in AWS components Comprehensive knowledge regarding to: AWS VPC, AWS firewall, AWS WAF, Kong API, AWS EC2, AWS ALB, AWS S3, AWS PrivateLink, AWS NLB (Minimum) Setting up CI/CD pipelines (Github Action, Jenkins) and version control (Git) Experience in code development in at least one high-level programming languages such as Java, Python, .Net Experience in provisioning, operations, and management of cloud / SaaS environments. Experience in creation of highly automated infrastructures. Experience with Unix/Linux operating systems internals and administration (e.g., filesystems, system calls) or networking (e.g., TCP/IP, routing, network topologies, and hardware). Experience with docker, Kubernetes, ECS, EKS and managing Java / .Net microservice CI/CD pipeline. Expertise in designing, analysing, and troubleshooting large-scale distributed systems. Provision of critical system security by leveraging best practices and prolific cloud security solutions. Identify for architecture and process improvements. Understanding of the AWS Well-Architected Framework as well as AWS networking and security services Exposure to Azure and powerApp platform would be advantageous.

Signals

Skill devops-engineer

0.32

Alias devops-engineer

0.70

KRA cloud-architect

0.49

Post-classification

Centroidupdated · n=1

Alias collision log#14

New-role queue—

New skills captured15

New KRA captured—

Captured for admin review

AWS WAF primary ↔ Cloud Architect pending

Kong API primary ↔ Cloud Architect pending

AWS ALB primary ↔ Cloud Architect pending

AWS S3 primary ↔ Cloud Architect pending

AWS PrivateLink primary ↔ Cloud Architect pending

AWS NLB primary ↔ Cloud Architect pending

.NET primary ↔ Cloud Architect pending

Unix/Linux primary ↔ Cloud Architect pending

EKS primary ↔ Cloud Architect pending

Automation primary ↔ Cloud Architect pending

Incident Response primary ↔ Cloud Architect pending

Blameless Postmortems primary ↔ Cloud Architect pending

Distributed Systems primary ↔ Cloud Architect pending

AWS Well-Architected Framework primary ↔ Cloud Architect pending

Power Apps ↔ Cloud Architect pending

Status: extract_from_jd_done Created: 2026-05-18T23:55:12.396688Z Updated: 2026-05-18T23:55:13.466130Z

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

Senior Devops Engineer

Skills:
CI/CD, Infrastructure as Code, Containerization, Automation, Cloud Platforms, Monitoring, Scripting, Security,

Experience 5+ Yrs

Skills - DevSecOps

Location Bangalore; Hyderabad, Chennai, and Pune

Were Interested In Hearing From People Who Have

Knowledge of cloud technologies and services.

Proficiency in coding and scripting. Building and maintaining CI/CD pipelines.

Strong grasp of automation tools. Automating security controls, data protection, and compliance.

Deep understanding of secure coding principles. Implementing security measures in the development process.

Engaging in and improving the whole lifecycle of servicesfrom inception and design, through deployment, operation, and refinement.

Supporting services before they go live through activities such as system design consulting, developing software platforms and frameworks, capacity planning, and launch reviews.

Maintaining services once they are live by measuring and monitoring availability, latency, and overall system health.

Experience with systems and IT operations.

Practicing incident response and blameless postmortems

Technical skills

Experience in network and solution design in AWS components

Comprehensive knowledge regarding to: AWS VPC, AWS firewall, AWS WAF, Kong API, AWS EC2, AWS ALB, AWS S3, AWS PrivateLink, AWS NLB (Minimum)

Setting up CI/CD pipelines (Github Action, Jenkins) and version control (Git)

Experience in code development in at least one high-level programming languages such as Java, Python, .Net

Experience in provisioning, operations, and management of cloud / SaaS environments.

Experience in creation of highly automated infrastructures.

Experience with Unix/Linux operating systems internals and administration (e.g., filesystems, system calls) or networking (e.g., TCP/IP, routing, network topologies, and hardware).

Experience with docker, Kubernetes, ECS, EKS and managing Java / .Net microservice CI/CD pipeline.

Expertise in designing, analysing, and troubleshooting large-scale distributed systems.

Provision of critical system security by leveraging best practices and prolific cloud security solutions.

Identify for architecture and process improvements.

Understanding of the AWS Well-Architected Framework as well as AWS networking and security services

Exposure to Azure and powerApp platform would be advantageous

Cloud Certifications

Skills from this JD

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

AWS Primary No API 2 row (run stopped after API 1 or history missing)

VPC Primary No API 2 row (run stopped after API 1 or history missing)

AWS WAF Primary No API 2 row (run stopped after API 1 or history missing)

Kong API Primary No API 2 row (run stopped after API 1 or history missing)

AWS EC2 Primary No API 2 row (run stopped after API 1 or history missing)

AWS ALB Primary No API 2 row (run stopped after API 1 or history missing)

AWS S3 Primary No API 2 row (run stopped after API 1 or history missing)

AWS PrivateLink Primary No API 2 row (run stopped after API 1 or history missing)

AWS NLB 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)

Jenkins Primary No API 2 row (run stopped after API 1 or history missing)

Git Primary No API 2 row (run stopped after API 1 or history missing)

Java Primary No API 2 row (run stopped after API 1 or history missing)

Python Primary No API 2 row (run stopped after API 1 or history missing)

.NET Primary No API 2 row (run stopped after API 1 or history missing)

Unix/Linux 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)

Kubernetes Primary No API 2 row (run stopped after API 1 or history missing)

ECS Primary No API 2 row (run stopped after API 1 or history missing)

EKS 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)

Automation Primary No API 2 row (run stopped after API 1 or history missing)

Incident Response Primary No API 2 row (run stopped after API 1 or history missing)

Blameless Postmortems Primary No API 2 row (run stopped after API 1 or history missing)

Distributed Systems Primary No API 2 row (run stopped after API 1 or history missing)

AWS Well-Architected Framework Primary No API 2 row (run stopped after API 1 or history missing)

Azure Secondary No API 2 row (run stopped after API 1 or history missing)

Power Apps Secondary 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

RoleSenior Devops Engineer

Experience5+ Yrs

DomainOther

Location Bangalore

JD type pass

Certifications

Cloud Certifications

Show raw JSON

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      },
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  "urls": []
}

API 1 — extract-from-jd click to toggle

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    "confidence": 0.492,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "queued": false,
    "reasoning": "Stage 1 title \u0027Senior Devops Engineer\u0027 not in catalog; KRA top-2 within margin -\u003e classify into nearest neighbor cloud-architect (0.49)"
  },
  "stage5_updates": {
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    "new_skills_attached": [
      {
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      {
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      {
        "is_primary": true,
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      {
        "is_primary": true,
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        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 163,
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        "status": "pending"
      },
      {
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        "status": "pending"
      },
      {
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        "role_slug": "cloud-architect",
        "skill_name": "EKS",
        "status": "pending"
      },
      {
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        "status": "pending"
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      {
        "is_primary": true,
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        "role_display_name": "Cloud Architect",
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        "skill_name": "Incident Response",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 170,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Blameless Postmortems",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 171,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Distributed Systems",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 172,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "AWS Well-Architected Framework",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 173,
        "role_display_name": "Cloud Architect",
        "role_slug": "cloud-architect",
        "skill_name": "Power Apps",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": "senior-devops-engineer",
    "v3_run_id": "DRY_RUN"
  }
}

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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