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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{
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"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
{}