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Pipeline run

b5fdbd3d-c4b1-4a13-90b9-0015f779e40f

Pipeline LLM cost (USD)
API 1: $0.0121 API 2: $0.0000 API 3: $0.0000 Total: $0.0121

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 Java/Spring Boot microservices and REST APIs end to end, including database integrations, AWS deployment, CI/CD, troubleshooting, and security/performance-focused design with limited supervision.
""Develop backend logics, microservices, rest APIs, database interactions required for the web application.""
Tech stack maturity
Mainstream Modern
The stack centers on Spring Boot, microservices, AWS, Jenkins, and MySQL, which are widely adopted modern backend technologies but not bleeding-edge or fully cloud-native.
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 (20)
Java Java 8 Java 11 Spring Boot Microservices REST AWS EC2 DynamoDB S3 MySQL SQL JUnit Jenkins Node.js EKS SNS Jira Agile Hibernate
Skill cluster (8 dimension groups, role-scoped)
Programming Languages
Java Java 8 Java 11
Cloud Platforms
AWS S3
Web Application Frameworks
Spring Boot Node.js
API Design and Contracts
REST
Microservices and Distributed Systems
Microservices
ORMs and Data Access Layers
Hibernate
Relational Database Design
MySQL
Cross-cutting / unaligned
EC2 DynamoDB SQL JUnit Jenkins EKS SNS Jira Agile
Show KRA description ↓
The candidate will 1) Responsible for end-to-end development of software, application, and its maintenance. 2) Design & develop multiple backend services, establish integration points with database and other end points. 3) Troubleshoot, debug and upgrade software. 4) Work with business and technical leaders, understand the requirements and develop accordingly. 5) Independently able to develop, test, deploy using CICD pipeline. 6) Develop backend logics, microservices, rest APIs, database interactions required for the web application. 7) Design & develop with security, performance, and scalability as primary focus. 8) Build features and applications with a responsive design for future. 9) Create and maintain necessary technical documentations. 10) Take ownership on assigned technical tasks and complete with minimal supervision 1. 4-8 years of strong Java programming experience. 2. Experience in Java 8 or Java 11 a must 3. Hands on Spring boot, Microservices app development and orchestration experience 4. Product/System design experience from the scratch. 5. Independently built microservices and REST APIs and webservices in Java. 6. Understanding of AWS – EC2, DynamoDB, S3 - Json data structure etc. 7. Database:- AWS MySQL, DynamoDB, hands-on SQL querying skills 1. Junit for Java unit testing 2. NodeJS – Should be able understand and change if needed 3. CICD Pipeline - Jenkins 4. AWS other services like EKS, SNS, SCS etc., 5. Jira – familiar with agile methodology. 1) Minimum of 5 years’ experience as a backend Java developer developing web applications. 2) Proficiency in developing end to end seamless web application independently. 3) Excellent development knowledge on back-end languages like Java, Spring Boot, Hibernate etc. 4) Strong development skills on databases like MySQL, AWS Dynamo DB. 5) Must have strong knowledge and hands on building microservices. 6) Strong development skills on building multi-tier microservice security gateway. 7) Attention to details and good organizational skills. Effective verbal & written communication skills combined with good analytical and problem-solving attitude. 1) Hands on AWS experience with at least 1 year deploying and maintenance on AWS cloud and its services. 2) Well versed with AWS cloud infrastructure, network, security, and storage

Signals

Skill scala-backend-developer
0.50
Alias
KRA full-stack-engineer
0.56

Post-classification

Centroidupdated · n=1036
Alias collision log
New-role queue
New skills captured5
New KRA captured

Captured for admin review

EC2 primary Backend Developer pending
DynamoDB primary Backend Developer pending
JUnit primary Backend Developer pending
SNS Backend Developer pending
Jira Backend Developer pending
Status: extract_from_jd_done Created: 2026-05-27T15:39:08.735560Z Updated: 2026-06-12T16:09:01.104070Z
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

Looking for an individual who is motivated, innovative and have aptitude and
appetite to learn and thrive in a high-performance team. An opportunity to work on latest
technologies along with an environment where ideas are valued, and efforts are rewarded.


Primary skill sets:


1. 4-8 years of strong Java programming experience.
2. Experience in Java 8 or Java 11 a must
3. Hands on Spring boot, Microservices app development and orchestration experience
4. Product/System design experience from the scratch.
5. Independently built microservices and REST APIs and webservices in Java.
6. Understanding of AWS – EC2, DynamoDB, S3 - Json data structure etc.
7. Database:- AWS MySQL, DynamoDB, hands-on SQL querying skills


Secondary skill sets:
1. Junit for Java unit testing
2. NodeJS – Should be able understand and change if needed
3. CICD Pipeline - Jenkins
4. AWS other services like EKS, SNS, SCS etc.,
5. Jira – familiar with agile methodology.


Roles and Responsibilities:
The candidate will
1) Responsible for end-to-end development of software, application, and its maintenance.
2) Design & develop multiple backend services, establish integration points with database
and other end points.
3) Troubleshoot, debug and upgrade software.
4) Work with business and technical leaders, understand the requirements and develop
accordingly.
5) Independently able to develop, test, deploy using CICD pipeline.
6) Develop backend logics, microservices, rest APIs, database interactions required for the
web application.
7) Design & develop with security, performance, and scalability as primary focus.
8) Build features and applications with a responsive design for future.
9) Create and maintain necessary technical documentations.
10) Take ownership on assigned technical tasks and complete with minimal supervision


Required Skills:
1) Minimum of 5 years’ experience as a backend Java developer developing web
applications.
2) Proficiency in developing end to end seamless web application independently.
3) Excellent development knowledge on back-end languages like Java, Spring Boot,
Hibernate etc.
4) Strong development skills on databases like MySQL, AWS Dynamo DB.
5) Must have strong knowledge and hands on building microservices.
6) Strong development skills on building multi-tier microservice security gateway.
7) Attention to details and good organizational skills. Effective verbal & written
communication skills combined with good analytical and problem-solving attitude.


Nice to have:
1) Hands on AWS experience with at least 1 year deploying and maintenance on AWS
cloud and its services.
2) Well versed with AWS cloud infrastructure, network, security, and storage

Skills from this JD

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

Java Primary No API 2 row (run stopped after API 1 or history missing)
Java 8 Primary No API 2 row (run stopped after API 1 or history missing)
Java 11 Primary No API 2 row (run stopped after API 1 or history missing)
Spring Boot 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)
AWS Primary No API 2 row (run stopped after API 1 or history missing)
EC2 Primary No API 2 row (run stopped after API 1 or history missing)
DynamoDB Primary No API 2 row (run stopped after API 1 or history missing)
S3 Primary No API 2 row (run stopped after API 1 or history missing)
MySQL 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)
JUnit Primary No API 2 row (run stopped after API 1 or history missing)
Node.js Secondary 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)
EKS Secondary No API 2 row (run stopped after API 1 or history missing)
SNS Secondary No API 2 row (run stopped after API 1 or history missing)
Jira Secondary No API 2 row (run stopped after API 1 or history missing)
Agile Secondary No API 2 row (run stopped after API 1 or history missing)
Hibernate 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
Experience4-8 years of strong Java programming experience.
DomainOther
JD type pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
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    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Backend Application Development",
      "Microservices Architecture",
      "Cloud Backend Engineering",
      "Database Integration",
      "CI/CD and Deployment",
      "Security, Performance, and Scalability",
      "System Design",
      "Agile Collaboration"
    ],
    "matched_kras": [
      "Responsible for end-to-end development of software",
      "Design \u0026 develop multiple backend services",
      "Troubleshoot, debug and upgrade software",
      "Independently able to develop, test, deploy using CICD pipeline",
      "Develop backend logics, microservices, rest APIs",
      "Design \u0026 develop with security, performance, and scalability",
      "Create and maintain necessary technical documentations",
      "Take ownership on assigned technical tasks"
    ],
    "matched_skills": [
      "Java",
      "Java 8",
      "Java 11",
      "Spring boot",
      "Microservices",
      "REST APIs",
      "webservices",
      "Hibernate",
      "AWS",
      "EC2",
      "DynamoDB",
      "S3",
      "MySQL",
      "Junit",
      "NodeJS",
      "Jenkins",
      "EKS",
      "SNS",
      "Jira"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role java-backend-developer; The JD is centered on Java backend development with Spring Boot, microservices, REST APIs, databases, AWS, and CI/CD, which best matches a Backend Developer role.",
    "sub_role": {
      "confidence": 0.99,
      "display_name": "Java Backend Developer",
      "reasoning": "The JD is overwhelmingly centered on Java 8/11, Spring Boot, Hibernate, Java microservices, JUnit, and Java REST/web services, making Java Backend Developer the clear fit.",
      "role_id": 79,
      "slug": "java-backend-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 1036,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 15555,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "EC2",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15556,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "DynamoDB",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15557,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "JUnit",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 15558,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "SNS",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 15559,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Jira",
        "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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