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Pipeline run

e71ad834-9f86-4dae-950e-c7179535fe27

Pipeline LLM cost (USD)
API 1: $0.0139 API 2: $0.0000 API 3: $0.0000 Total: $0.0139

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · API and service implementation
Build and maintain .NET backend services in C#/.NET Core, collaborating on requirements, implementing REST/microservice features, testing/debugging, and deploying containerized apps on Azure/AKS. Also work with SQL, Git, Agile ceremonies, code reviews, and documentation.
"“Design, develop, and implement software solutions that align with project goals and meet quality standards.”"
Tech stack maturity
Mainstream Modern cache hit
The skill set centers on .NET, Azure, AKS, Docker, microservices, REST, and SQL, which is characteristic of established cloud-native enterprise development rather than bleeding-edge or legacy stacks.
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 (26)
C# .NET .NET Core ASP.NET SQL Azure Docker Azure Container Registry Azure Kubernetes Service Git Agile REST Microservices MongoDB Cosmos DB HTML5 CSS3 JavaScript React Angular OAuth JWT CI/CD DevOps Serverless Computing +1
Skill cluster (11 dimension groups, role-scoped)
NoSQL Databases
MongoDB Cosmos DB
Programming Languages
C# JavaScript
API Design and Contracts
REST
Angular Component Model and Templates
Angular
Authentication and Authorization
JWT
CI/CD Pipeline Platforms
DevOps
Cloud Platforms
Azure
Deployment and Runtime Configuration
Docker
Microservices and Distributed Systems
Microservices
React Component Architecture
React
Cross-cutting / unaligned
.NET .NET Core ASP.NET SQL Azure Container Registry Azure Kubernetes Service Git Agile HTML5 CSS3 OAuth CI/CD Serverless Computing Event-Driven Architecture
Show KRA description ↓
• Design, develop, and implement software solutions that align with project goals and meet quality standards. • Write clean, efficient, and maintainable code using best practices and appropriate software design patterns. • Collaborate with product managers, designers, and other stakeholders to gather and analyze requirements for software projects. • Perform unit testing, debugging, and troubleshooting to ensure software meets functional and performance requirements. • Participate in code reviews to provide and receive constructive feedback and improve code quality. • Collaborate with team members to identify and resolve technical issues and optimize software performance. • Contribute to the documentation of software designs, technical specifications, and user manuals. • Work effectively in an Agile development environment, participating in sprint planning, estimation, and other team activities. • Continuously enhance your skills and knowledge through self-study, training, and professional development opportunities. • Stay up to date with emerging technologies and industry trends to propose innovative solutions and improvements. • Utilize containerization technologies such as Docker, and manage containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS). • 8 to 10 years of professional experience using .NET technologies. Strong proficiency in C#, ASP.NET, and .NET Core. • Extensive backend expertise with a focus on building strong and efficient backend systems and exposure to front-end development. Fundamental experience in Frontend Development would be an added advantage! • Solid understanding of design patterns and SOLID principles. • Solid understanding of relational databases and experience with SQL. • Proficiency in using Azure services for cloud-based application development. • Familiarity with RESTful APIs and microservices architecture. • Experience with version control systems (e.g., Git) and Agile methodologies. • Excellent problem-solving skills and ability to troubleshoot complex issues. • Strong communication skills and ability to work collaboratively in a team environment. • Azure certifications, such as Microsoft Certified: Azure Developer Associate. • Exposure to serverless computing and event-driven architectures. • Familiarity with NoSQL databases (e.g., MongoDB, Cosmos DB). • Experience with containerization technologies such as Docker, and managing containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS). • Experience with front-end technologies such as HTML5, CSS3, JavaScript, and front-end frameworks (e.g., React, Angular) would be a plus. • Knowledge of authentication and authorization mechanisms, such as OAuth and JWT. • Familiarity with CI/CD pipelines and DevOps practices. • Passion for staying updated with emerging technologies and trends in software development.

Signals

Skill dotnet-backend-developer
0.54
Alias backend-engineer
1.00
KRA react-native-developer
0.59

Post-classification

Centroidupdated · n=1123
Alias collision log
New-role queue
New skills captured3
New KRA capturedyes

Captured for admin review

ASP.NET primary Backend Developer pending
Azure Container Registry primary Backend Developer pending
Serverless Computing Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

• Design, develop, and implement software solutions that align with project goals and meet quality standards. • Write clean, efficient, and maintainable code using best practices and appropriate softw…

Status: extract_from_jd_done Created: 2026-05-27T15:49:16.623341Z Updated: 2026-06-12T15:54:34.959553Z
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

Company Description

We are a consulting company with a bunch of technology-interested and happy people!

We love technology, we love design and we love quality. Our diversity makes us unique and creates an inclusive and welcoming workplace where each individual is highly valued.

With us, each individual is her/himself and respects others for who they are and we believe that when a fantastic mix of people gather and share their knowledge, experiences and ideas, we can help our customers on a completely different level.

We are looking for you who is immediate joiner and want to grow with us!

With us, you have great opportunities to take real steps in your career and the opportunity to take great responsibility.

Job Summary:

Responsibilities

• Design, develop, and implement software solutions that align with project goals and meet quality standards.
• Write clean, efficient, and maintainable code using best practices and appropriate software design patterns.
• Collaborate with product managers, designers, and other stakeholders to gather and analyze requirements for software projects.
• Perform unit testing, debugging, and troubleshooting to ensure software meets functional and performance requirements.
• Participate in code reviews to provide and receive constructive feedback and improve code quality.
• Collaborate with team members to identify and resolve technical issues and optimize software performance.
• Contribute to the documentation of software designs, technical specifications, and user manuals.
• Work effectively in an Agile development environment, participating in sprint planning, estimation, and other team activities.
• Continuously enhance your skills and knowledge through self-study, training, and professional development opportunities.
• Stay up to date with emerging technologies and industry trends to propose innovative solutions and improvements.
• Utilize containerization technologies such as Docker, and manage containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS).



Required Skills

• Bachelor's degree in Computer Science, Software Engineering, or a related field.
• 8 to 10 years of professional experience using .NET technologies. Strong proficiency in C#, ASP.NET, and .NET Core.
• Extensive backend expertise with a focus on building strong and efficient backend systems and exposure to front-end development. Fundamental experience in Frontend Development would be an added advantage!
• Solid understanding of design patterns and SOLID principles.
• Solid understanding of relational databases and experience with SQL.
• Proficiency in using Azure services for cloud-based application development.
• Familiarity with RESTful APIs and microservices architecture.
• Experience with version control systems (e.g., Git) and Agile methodologies.
• Excellent problem-solving skills and ability to troubleshoot complex issues.
• Strong communication skills and ability to work collaboratively in a team environment.



Preferred Skills

• Azure certifications, such as Microsoft Certified: Azure Developer Associate.
• Exposure to serverless computing and event-driven architectures.
• Familiarity with NoSQL databases (e.g., MongoDB, Cosmos DB).
• Experience with containerization technologies such as Docker, and managing containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS).
• Experience with front-end technologies such as HTML5, CSS3, JavaScript, and front-end frameworks (e.g., React, Angular) would be a plus.
• Knowledge of authentication and authorization mechanisms, such as OAuth and JWT.
• Familiarity with CI/CD pipelines and DevOps practices.
• Passion for staying updated with emerging technologies and trends in software development.



Required cloud certification: NA

Start: Immediate

Location: Bengaluru

Form of employment: Full-time until further notice, we apply 6 months probationary employment.

We interview candidates on an ongoing basis, do not wait to submit your application.

Skills from this JD

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

C# 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)
.NET Core Primary No API 2 row (run stopped after API 1 or history missing)
ASP.NET Primary No API 2 row (run stopped after API 1 or history missing)
SQL Primary No API 2 row (run stopped after API 1 or history missing)
Azure 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)
Azure Container Registry Primary No API 2 row (run stopped after API 1 or history missing)
Azure Kubernetes Service 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)
Agile Primary No API 2 row (run stopped after API 1 or history missing)
REST Primary No API 2 row (run stopped after API 1 or history missing)
Microservices Primary No API 2 row (run stopped after API 1 or history missing)
MongoDB Secondary No API 2 row (run stopped after API 1 or history missing)
Cosmos DB Secondary No API 2 row (run stopped after API 1 or history missing)
HTML5 Secondary No API 2 row (run stopped after API 1 or history missing)
CSS3 Secondary No API 2 row (run stopped after API 1 or history missing)
JavaScript Secondary No API 2 row (run stopped after API 1 or history missing)
React Secondary No API 2 row (run stopped after API 1 or history missing)
Angular Secondary No API 2 row (run stopped after API 1 or history missing)
OAuth Secondary No API 2 row (run stopped after API 1 or history missing)
JWT Secondary No API 2 row (run stopped after API 1 or history missing)
CI/CD Secondary No API 2 row (run stopped after API 1 or history missing)
DevOps Secondary No API 2 row (run stopped after API 1 or history missing)
Serverless Computing Secondary No API 2 row (run stopped after API 1 or history missing)
Event-Driven Architecture 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
RoleSoftware Developer
CompanyConsulting Company
Experience8 to 10 years of professional experience
DomainIT Services & Consulting
Location Bengaluru, India (onsite)
JD type pass

Certifications

Microsoft Certified: Azure Developer Associate
Show raw JSON
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API 1 — extract-from-jd click to toggle
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          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Design, develop, and implement software solutions that align with project goals and meet quality standards.",
            "similarity": 0.5283
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5781,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Participate in code reviews to provide and receive constructive feedback and improve code quality.",
            "similarity": 0.584
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with product managers, designers, and other stakeholders to gather and analyze requirements for software projects.",
            "similarity": 0.542
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Write clean, efficient, and maintainable code using best practices and appropriate software design patterns.",
            "similarity": 0.5416
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5559,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Participate in code reviews to provide and receive constructive feedback and improve code quality.",
            "similarity": 0.584
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Write clean, efficient, and maintainable code using best practices and appropriate software design patterns.",
            "similarity": 0.5416
          },
          {
            "kra_text": "defect diagnosis and performance tuning",
            "sentence": "Perform unit testing, debugging, and troubleshooting to ensure software meets functional and performance requirements.",
            "similarity": 0.5222
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 82,
        "score": 0.5492,
        "slug": "node-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": null,
        "matched_count": 7,
        "matched_skills": [
          ".NET",
          ".NET Core",
          "Azure",
          "Azure Kubernetes Service",
          "C#",
          "Docker",
          "REST"
        ],
        "role_id": 83,
        "score": 0.5385,
        "slug": "dotnet-backend-developer",
        "total_count": 13
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 5,
        "matched_skills": [
          "Azure",
          "C#",
          "Docker",
          "REST",
          "microservices"
        ],
        "role_id": 1,
        "score": 0.3846,
        "slug": "backend-engineer",
        "total_count": 13
      },
      {
        "display_name": "Engineering Manager",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "Agile",
          "Azure",
          "REST",
          "SQL"
        ],
        "role_id": 121,
        "score": 0.3077,
        "slug": "engineering-manager",
        "total_count": 13
      },
      {
        "display_name": "Scala Backend Developer",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "Azure",
          "Azure Kubernetes Service",
          "REST",
          "microservices"
        ],
        "role_id": 87,
        "score": 0.3077,
        "slug": "scala-backend-developer",
        "total_count": 13
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
          "Azure",
          "REST",
          "microservices"
        ],
        "role_id": 82,
        "score": 0.2308,
        "slug": "node-backend-developer",
        "total_count": 13
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 0.98,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.98,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Backend Software Development",
      "Cloud Application Development",
      "API and Microservices Design",
      "Database Development",
      "Containerized Application Management",
      "Agile Team Collaboration",
      "Code Quality and Testing",
      "Problem Solving and Troubleshooting"
    ],
    "matched_kras": [
      "Design, develop, and implement software solutions",
      "Write clean, efficient, and maintainable code",
      "Perform unit testing, debugging, and troubleshooting",
      "Participate in code reviews",
      "Optimize software performance",
      "Contribute to the documentation of software designs",
      "Work effectively in an Agile development environment",
      "Utilize containerization technologies such as Docker",
      "Manage containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS)"
    ],
    "matched_skills": [
      ".NET",
      "C#",
      "ASP.NET",
      ".NET Core",
      "Docker",
      "Azure Container Registry (ACR)",
      "Azure Kubernetes Service (AKS)",
      "SQL",
      "Azure",
      "RESTful APIs",
      "microservices architecture",
      "Git",
      "MongoDB",
      "Cosmos DB",
      "Azure Developer Associate"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is centered on .NET/C# backend development, RESTful APIs, microservices, Azure, databases, and containerized backend systems, which best matches Backend Developer.",
    "sub_role": {
      "confidence": 0.99,
      "display_name": ".NET Backend Developer",
      "reasoning": "The JD explicitly centers on C#, ASP.NET, .NET Core, and Azure development, which clearly matches the .NET backend specialization.",
      "role_id": 83,
      "slug": "dotnet-backend-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 1123,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1184,
      "r_and_r_preview": "\u2022 Design, develop, and implement software solutions that align with project goals and meet quality standards.\n\u2022 Write clean, efficient, and maintainable code using best practices and appropriate softw",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 16548,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "ASP.NET",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 16549,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Azure Container Registry",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 16550,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Serverless Computing",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{}
API 3 — final-role-output
{}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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