Pipeline run
3178ca1f-940e-4ecc-901c-dc2c93521e54
Pipeline LLM cost (USD)
API 1: $0.0120
API 2: $0.0000
API 3: $0.0000
Total: $0.0120
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
· Integration and event handling
Build Ruby microservices and REST APIs, integrate Kafka for async service communication, and keep quality high with unit/API tests, code reviews, and performance tuning.
"Integrate and manage Kafka for asynchronous communication between services."
Tech stack maturity
Mainstream Modern
The stack centers on Ruby microservices with Kafka, REST, and established testing frameworks like RSpec and Minitest, which fits a widely used modern but not cutting-edge production environment.
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 (23)
Ruby
Microservices
REST
Kafka
Unit Testing
API Testing
Code Review
Rails
Distributed Systems
RSpec
Minitest
Postman
RestAssured
Docker
Kubernetes
CI/CD
DevOps
AWS
GCP
Azure
Prometheus
Grafana
ELK
Skill cluster (11 dimension groups, role-scoped)
Cloud Platforms
AWS
GCP
Azure
Observability and Incident Response
Prometheus
Grafana
API Design and Contracts
REST
CI/CD Pipeline Platforms
DevOps
Container Orchestration Platforms
Kubernetes
Crash Reporting and Observability
ELK
Deployment and Runtime Configuration
Docker
Messaging and Event Streaming
Kafka
Microservices and Distributed Systems
Microservices
Performance and Scalability Tuning
Distributed Systems
Cross-cutting / unaligned
Ruby
Unit Testing
API Testing
Code Review
Rails
RSpec
Minitest
Postman
RestAssured
CI/CD
Show KRA description ↓
• Design and develop scalable microservices using Ruby.
• Architect and implement RESTful APIs that are robust, secure, and performant.
• Integrate and manage Kafka for asynchronous communication between services.
• Write unit tests and API automation tests to ensure code quality and reliability.
• Participate in code reviews and provide constructive feedback.
• Collaborate with cross-functional teams to define, design, and ship new features.
• Contribute to technical design discussions and decisions.
• Monitor and optimize application performance and scalability.
• 7–10 years of professional software development experience.
• Strong proficiency in Ruby and experience with Rails or similar frameworks.
• Proven experience in microservices architecture and distributed systems.
• Hands-on experience with Kafka as a messaging middleware.
• Solid understanding of RESTful API design and best practices.
• Experience with unit testing frameworks (e.g., RSpec, Minitest).
• Experience with API automation testing tools (e.g., Postman, RestAssured).
• Strong problem-solving skills and attention to detail.
• Excellent communication and collaboration skills.
• We value ownership and encourage engineers to take initiative and drive solutions end-to-end.
• Our team thrives on collaboration, transparency, and continuous learning.
• We foster a culture of respect, inclusion, and constructive feedback.
• Engineers are empowered to challenge assumptions, propose new ideas, and contribute to architectural decisions.
• We believe in mentorship and support career growth through regular feedback and learning opportunities.
• You’ll work closely with product managers, designers, and other engineers in a high-trust environment where your voice matters.
• Experience with containerization tools like Docker and orchestration platforms like Kubernetes.
• Familiarity with CI/CD pipelines and DevOps practices.
• Exposure to cloud platforms such as AWS, GCP, or Azure.
• Knowledge of monitoring tools like Prometheus, Grafana, or ELK stack.
Signals
Skill
ruby-backend-developer
0.38
Alias
backend-engineer
1.00
KRA
flutter-developer
0.64
Post-classification
Centroidupdated · n=914
Alias collision log—
New-role queue—
New skills captured4
New KRA captured—
Captured for admin review
API Testing
primary
↔
Backend Developer
pending
Rails
primary
↔
Backend Developer
pending
Postman
primary
↔
Backend Developer
pending
RestAssured
primary
↔
Backend Developer
pending
Status:
extract_from_jd_done
Created: 2026-05-27T15:23:32.673947Z
Updated: 2026-06-12T16:31:50.514219Z
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
Location: Bengaluru, KA, 560076 Department: Engineering Experience Level: 7–10 years About The Role We are looking for a highly skilled Senior Software Engineer with deep expertise in Ruby, microservices architecture, and Kafka. This role is ideal for someone who thrives in a fast-paced, collaborative environment and is passionate about building scalable, high-quality software systems. Key Responsibilities • Design and develop scalable microservices using Ruby. • Architect and implement RESTful APIs that are robust, secure, and performant. • Integrate and manage Kafka for asynchronous communication between services. • Write unit tests and API automation tests to ensure code quality and reliability. • Participate in code reviews and provide constructive feedback. • Collaborate with cross-functional teams to define, design, and ship new features. • Contribute to technical design discussions and decisions. • Monitor and optimize application performance and scalability. Required Qualifications • 7–10 years of professional software development experience. • Strong proficiency in Ruby and experience with Rails or similar frameworks. • Proven experience in microservices architecture and distributed systems. • Hands-on experience with Kafka as a messaging middleware. • Solid understanding of RESTful API design and best practices. • Experience with unit testing frameworks (e.g., RSpec, Minitest). • Experience with API automation testing tools (e.g., Postman, RestAssured). • Strong problem-solving skills and attention to detail. • Excellent communication and collaboration skills. Team Culture & Collaboration • We value ownership and encourage engineers to take initiative and drive solutions end-to-end. • Our team thrives on collaboration, transparency, and continuous learning. • We foster a culture of respect, inclusion, and constructive feedback. • Engineers are empowered to challenge assumptions, propose new ideas, and contribute to architectural decisions. • We believe in mentorship and support career growth through regular feedback and learning opportunities. • You’ll work closely with product managers, designers, and other engineers in a high-trust environment where your voice matters. Preferred Qualifications • Experience with containerization tools like Docker and orchestration platforms like Kubernetes. • Familiarity with CI/CD pipelines and DevOps practices. • Exposure to cloud platforms such as AWS, GCP, or Azure. • Knowledge of monitoring tools like Prometheus, Grafana, or ELK stack.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Ruby
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)
REST
Primary
No API 2 row (run stopped after API 1 or history missing)
Kafka
Primary
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)
API Testing
Primary
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)
Rails
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)
RSpec
Primary
No API 2 row (run stopped after API 1 or history missing)
Minitest
Primary
No API 2 row (run stopped after API 1 or history missing)
Postman
Primary
No API 2 row (run stopped after API 1 or history missing)
RestAssured
Primary
No API 2 row (run stopped after API 1 or history missing)
Docker
Secondary
No API 2 row (run stopped after API 1 or history missing)
Kubernetes
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)
AWS
Secondary
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)
Azure
Secondary
No API 2 row (run stopped after API 1 or history missing)
Prometheus
Secondary
No API 2 row (run stopped after API 1 or history missing)
Grafana
Secondary
No API 2 row (run stopped after API 1 or history missing)
ELK
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 Software Engineer
Experience7–10 years of professional software development experience.
DomainIT Services & Consulting
Location
Bengaluru, India
JD type
pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
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"unit tests",
"API automation tests",
"RSpec",
"Minitest",
"Postman",
"RestAssured",
"Docker",
"Kubernetes",
"CI/CD pipelines",
"AWS",
"Prometheus"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role ruby-backend-developer; The JD is centered on Ruby backend development, microservices, REST APIs, Kafka, testing, and scalability, which best matches a backend engineer.",
"sub_role": {
"confidence": 0.99,
"display_name": "Ruby Backend Developer",
"reasoning": "The JD explicitly centers on Ruby and Rails for scalable microservices and APIs, making ruby-backend-developer the clear match.",
"role_id": 85,
"slug": "ruby-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 914,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 14066,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "API Testing",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 14067,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Rails",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 14068,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Postman",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 14069,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "RestAssured",
"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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