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Pipeline run

23d996c7-b149-4f23-bb60-a3e17d40bc16

Pipeline LLM cost (USD)
API 1: $0.0123 API 2: $0.0000 API 3: $0.0000 Total: $0.0123

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 scalable distributed software on AWS, translating requirements into performant designs, writing code/tests/reviews, and supporting/debugging systems in collaboration with business and technical teams.
"Develop scalable, distributed software systems"
Tech stack maturity
Mainstream Modern
The skill set centers on established backend and software engineering practices across common languages, cloud, and testing, indicating a broadly modern but not cutting-edge or legacy 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 (21)
C# Java JavaScript Python MVC MVVM AWS Unit Testing Integration Testing System Testing Clean Architecture Onion Architecture Vertical Slice Architecture Distributed Systems Data Structures Algorithms Cloud Native Technologies Code Review Automation GCP Kafka
Skill cluster (9 dimension groups, role-scoped)
Programming Languages
C# Java JavaScript Python
Cloud Platforms
AWS GCP
Application Architecture and Code Organization
MVC
Messaging and Event Streaming
Kafka
Mobile Architecture and Code Organization
MVVM
Performance and Scalability Tuning
Distributed Systems
Service Architecture and Design Patterns
Clean Architecture
Testing and Quality Assurance
Integration Testing
Cross-cutting / unaligned
Unit Testing System Testing Onion Architecture Vertical Slice Architecture Data Structures Algorithms Cloud Native Technologies Code Review Automation
Show KRA description ↓
We look for engineers that are versatile, analytical and deeply curious about solving problems across the full-stack as we continue to push technology forward. The ideal candidate is passionate and is results/ delivery focused. We hire people with a broad set of technical skills who are ready to take on some of technology's greatest challenges and make an impact on our organization and our customers. Develop scalable, distributed software systems, and work on other projects that require research, awareness, interactivity, and the ability to ask the right questions. Design, develop, debug, support, maintain and test software applications. Collaborate with business and technical teams to translate business requirements and functional specifications into innovative solutions implementing performant, scalable program designs, code modules and stable systems. Serve as a technical expert for project teams throughout the implementation and maintenance of business and enterprise software solutions. Help improve our code quality through writing unit tests, automation and performing code reviews. Provide consultation to help ensure new and existing software solutions are developed with insight into industry best practices, strategies, and architectures and pursues professional growth. Degree in any STEM subject (or equivalent work experience) 3+ years software development experience Experience and strength in Software Development in the following programming languages: C#, Java, JavaScript, Python Frameworks: MVC, MVVM Cloud Compute: AWS (must), GCP (desired) Experience with testing methodologies that cover unit, integration, and system testing. Patterns: Clean Architecture, Onion Architecture, Vertical Slice Architecture Experience working with distributed systems comprising transactional and batch workloads Experience designing and developing large scale systems focused on abstract methodologies Strong experience with Data Structures and Algorithms Experience using cloud native technologies for designing & building software Exposure to streaming technologies – preferably Kafka Ability to clearly explain design considerations, options, and trade-offs. Comfortable in engaging in discussions with sr. management team members to explore options, pros, cons, risks, and trade-offs. Ability to understand and engage in discussions about complex problems and abstractions and to communicate them clearly A willingness to learn new programming languages, technologies and D&B’s business will be key to your success in this role.

Signals

Skill backend-engineer
0.42
Alias full-stack-engineer
1.00
KRA cloud-architect
0.54

Post-classification

Centroidupdated · n=1607
Alias collision log
New-role queue
New skills captured5
New KRA capturedyes

Captured for admin review

System Testing primary Backend Developer pending
Onion Architecture primary Backend Developer pending
Vertical Slice Architecture primary Backend Developer pending
Cloud Native Technologies primary Backend Developer pending
Automation primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

We look for engineers that are versatile, analytical and deeply curious about solving problems across the full-stack as we continue to push technology forward. The ideal candidate is passionate and is…

Status: extract_from_jd_done Created: 2026-05-27T16:54:55.103523Z Updated: 2026-05-27T16:54:58.601606Z
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

Why We Work at Dun & Bradstreet

Dun & Bradstreet unlocks the power of data through analytics, creating a better tomorrow. Each day, we are finding new ways to strengthen our award-winning culture and accelerate creativity, innovation and growth. Our 6,000+ global team members are passionate about what we do. We are dedicated to helping clients turn uncertainty into confidence, risk into opportunity and potential into prosperity. Bold and diverse thinkers are always welcome. Come join us!

Team Overview

You’ll be joining D&B’s Unity Team where you’ll be working closely and collaboratively with a friendly, multi-cultural, high-energy team based in Melbourne Australia and Hyderabad India. We’ve got good timezone overlap with India so we expect to work closely and personally with you. The Unity Team is responsible for developing and supporting a SaaS data platform that is used locally by 190 global markets to provide D&B local offices the tools they need to run their local business. We use modern software tooling (.Net, C#, XML, MSSQL, MongoDB, AWS, GCP) and the cadence of our work is driven by our Agile development framework.

We work hard, we move fast, we value action and delivering results and we are obsessed with our customers. We also like to have fun and try to keep our interactions light-hearted, friendly and respectful. We are a tight-knit team that support and care for each other, and we welcome like-minded candidates to join us.

Our engineers often blur the lines between front end, back end, DevOps, and product management, and we value software engineers who can cover a breadth of skills while also cultivating areas of expertise.

Who We Look For

We look for engineers that are versatile, analytical and deeply curious about solving problems across the full-stack as we continue to push technology forward. The ideal candidate is passionate and is results/ delivery focused.

We hire people with a broad set of technical skills who are ready to take on some of technology's greatest challenges and make an impact on our organization and our customers.

Develop scalable, distributed software systems, and work on other projects that require research, awareness, interactivity, and the ability to ask the right questions. Design, develop, debug, support, maintain and test software applications.

Collaborate with business and technical teams to translate business requirements and functional specifications into innovative solutions implementing performant, scalable program designs, code modules and stable systems.

Serve as a technical expert for project teams throughout the implementation and maintenance of business and enterprise software solutions

Help improve our code quality through writing unit tests, automation and performing code reviews. Provide consultation to help ensure new and existing software solutions are developed with insight into industry best practices, strategies, and architectures and pursues professional growth.

Minimum Experience / Education

Degree in any STEM subject (or equivalent work experience)

3+ years software development experience

Experience and strength in Software Development in the following programming languages: C#, Java, JavaScript, Python

Frameworks: MVC, MVVM

Cloud Compute: AWS (must), GCP (desired)

Experience with testing methodologies that cover unit, integration, and system testing.

Preferred Skills And Experience

Patterns: Clean Architecture, Onion Architecture, Vertical Slice Architecture

Experience working with distributed systems comprising transactional and batch workloads

Experience designing and developing large scale systems focused on abstract methodologies

Strong experience with Data Structures and Algorithms

Experience using cloud native technologies for designing & building software

Exposure to streaming technologies – preferably Kafka

Ability to clearly explain design considerations, options, and trade-offs. Comfortable in engaging in discussions with sr. management team members to explore options, pros, cons, risks, and trade-offs.

Ability to understand and engage in discussions about complex problems and abstractions and to communicate them clearly

A willingness to learn new programming languages, technologies and D&B’s business will be key to your success in this role.

All Dun & Bradstreet job postings can be found at https://www.dnb.com/about-us/careers-and-people/joblistings.html . Official communication from Dun & Bradstreet will come from an email address ending in @dnb.com.

Global Recruitment Privacy Notice

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)
Java Primary No API 2 row (run stopped after API 1 or history missing)
JavaScript 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)
MVC Primary No API 2 row (run stopped after API 1 or history missing)
MVVM Primary No API 2 row (run stopped after API 1 or history missing)
AWS Primary No API 2 row (run stopped after API 1 or history missing)
GCP Secondary No API 2 row (run stopped after API 1 or history missing)
Unit Testing Primary No API 2 row (run stopped after API 1 or history missing)
Integration Testing Primary No API 2 row (run stopped after API 1 or history missing)
System Testing Primary No API 2 row (run stopped after API 1 or history missing)
Clean Architecture Primary No API 2 row (run stopped after API 1 or history missing)
Onion Architecture Primary No API 2 row (run stopped after API 1 or history missing)
Vertical Slice Architecture 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)
Data Structures Primary No API 2 row (run stopped after API 1 or history missing)
Algorithms Primary No API 2 row (run stopped after API 1 or history missing)
Cloud Native Technologies Primary No API 2 row (run stopped after API 1 or history missing)
Kafka Secondary No API 2 row (run stopped after API 1 or history missing)
Code Review 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)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Engineer
CompanyDun & Bradstreet
Experience3+ years software development experience
DomainIT Services & Consulting
Location Melbourne, Australia (hybrid)
JD type pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
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        "score": 0.5185,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Help improve our code quality through writing unit tests, automation and performing code reviews.",
            "similarity": 0.5761
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with business and technical teams to translate business requirements and functional specifications into innovative solutions implementing performant, scalable program designs, code modules and stable systems.",
            "similarity": 0.5128
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Design, develop, debug, support, maintain and test software applications.",
            "similarity": 0.4327
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5072,
        "slug": "angular-frontend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 8,
        "matched_skills": [
          "AWS",
          "C#",
          "Distributed Systems",
          "Integration testing",
          "Java",
          "JavaScript",
          "Python",
          "clean architecture"
        ],
        "role_id": 1,
        "score": 0.4211,
        "slug": "backend-engineer",
        "total_count": 19
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 7,
        "matched_skills": [
          "AWS",
          "C#",
          "Distributed Systems",
          "Java",
          "JavaScript",
          "MVC",
          "Python"
        ],
        "role_id": 15,
        "score": 0.3684,
        "slug": "full-stack-engineer",
        "total_count": 19
      },
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          "AWS",
          "C#",
          "Distributed Systems",
          "Integration testing",
          "MVC",
          "clean architecture"
        ],
        "role_id": 83,
        "score": 0.3158,
        "slug": "dotnet-backend-developer",
        "total_count": 19
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": null,
        "matched_count": 5,
        "matched_skills": [
          "AWS",
          "Distributed Systems",
          "Integration testing",
          "JavaScript",
          "clean architecture"
        ],
        "role_id": 82,
        "score": 0.2632,
        "slug": "node-backend-developer",
        "total_count": 19
      },
      {
        "display_name": "Python Backend Developer",
        "kra_matches": null,
        "matched_count": 5,
        "matched_skills": [
          "AWS",
          "Distributed Systems",
          "Integration testing",
          "Python",
          "clean architecture"
        ],
        "role_id": 80,
        "score": 0.2632,
        "slug": "python-backend-developer",
        "total_count": 19
      }
    ]
  },
  "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": 0.97,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.97,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Full-stack software development",
      "Distributed systems engineering",
      "Cloud-native application development",
      "Software architecture and design",
      "Testing and code quality",
      "Technical communication and stakeholder collaboration"
    ],
    "matched_kras": [
      "Develop scalable, distributed software systems",
      "Design, develop, debug, support, maintain and test software applications",
      "Translate business requirements into innovative solutions",
      "Serve as a technical expert for project teams",
      "Improve our code quality through writing unit tests",
      "Provide consultation on best practices, strategies, and architectures"
    ],
    "matched_skills": [
      "C#",
      "Java",
      "JavaScript",
      "Python",
      "MVC",
      "MVVM",
      "AWS",
      "GCP",
      "unit tests",
      "automation",
      "code reviews",
      "Kafka",
      "Clean Architecture",
      "Onion Architecture",
      "Vertical Slice Architecture"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD centers on scalable distributed software systems, cloud-native backend development, testing, and architecture across C# and Java, which best matches Backend Developer.",
    "sub_role": {
      "confidence": 0.78,
      "display_name": ".NET Backend Developer",
      "reasoning": "The JD is broad, but C# is explicitly named as a core language and the architecture/framework signals (MVC, MVVM, clean/onion/vertical slice) most strongly align with a .NET backend profile.",
      "role_id": 83,
      "slug": "dotnet-backend-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 1607,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1728,
      "r_and_r_preview": "We look for engineers that are versatile, analytical and deeply curious about solving problems across the full-stack as we continue to push technology forward. The ideal candidate is passionate and is",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 22640,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "System Testing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 22641,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Onion Architecture",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 22642,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Vertical Slice Architecture",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 22643,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Cloud Native Technologies",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 22644,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Automation",
        "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
{}