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Pipeline run

846465ab-483d-4ee6-add8-589a6d11ffca

Pipeline LLM cost (USD)
API 1: $0.0098 API 2: $0.0001 API 3: $0.0000 Total: $0.0099

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD OVERLAP · web-developer role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work · API and service implementation
Design, implement, and deploy backend application pieces for Amazon.in, owning delivery end-to-end while driving project plans, quality/test strategy, and fast decisions on technical tradeoffs. Also helps hire and develop technical talent in a fast-paced team. Also includes front-end web markup and scripting work.
"Own the delivery of an integral piece of a system or application."
Tech stack maturity
Mainstream Modern
Backend development today is typically built around cloud-hosted services, containers, CI/CD, and distributed systems, but AI is usually only an optional integration rather than the core of the role.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
2.20 / 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 (1)
Amazon.in
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Amazon.in
Show KRA description ↓
Work closely with senior engineers to design, implement and deploy applications that impact the Amazon.in business Own the delivery of an integral piece of a system or application. Management and execution against project plans and delivery commitments Assist directly and indirectly in the continual hiring and development of technical talent. Create and execute appropriate quality plans, project plans, test strategies and processes for development activities in concert with business and project management efforts. The ideal candidate will be a leader, quick learner and be able to work independently. He/she should be able to operate in a very fast paced environment where time to hit market is super critical. The candidate will need to balance technical leadership and savvy with strong business judgment to make the right decisions about technology choices.

Signals

Skill
Alias
KRA engineering-manager
0.57

Post-classification

Centroidupdated · n=1002
Alias collision log
New-role queue
New skills captured1
New KRA capturedyes

Captured for admin review

Amazon.in primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

Work closely with senior engineers to design, implement and deploy applications that impact the Amazon.in business Own the delivery of an integral piece of a system or application. Management and exec…

Status: completed Created: 2026-05-27T15:35:08.039100Z Updated: 2026-06-12T16:13:21.670772Z API 3 duration: 3219 ms
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

Backend Developer

domain · Software Engineering CASE DOMAIN

slug: backend-engineer · id: 1 · source: db

Domain=Software Engineering; The JD centers on designing, implementing, deploying, and owning delivery of application/system work with technical leadership and project execution, which best matches a backend/software engineer role.

Matched skills

designimplementdeploy applicationsproject planstest strategiesbusiness judgmenttechnical leadership

Matched dimensions

Application and system deliveryProject execution and planningQuality planning and testingTechnical leadershipCross-functional collaborationFast-paced delivery

Matched KRAs

design, implement and deploy applicationsOwn the delivery of an integral pieceManagement and execution against project plansCreate and execute appropriate quality plansAssist directly and indirectly in the continual hiringbalance technical leadership and savvy with strong business judgment

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

Job Summary

DESCRIPTION

Are you a smart, hungry, flexible, and world-class software engineer excited by the challenge of launching a new business initiative for Amazon? The International Country expansion team in India is looking for software engineers to be part a new team being built from ground up. As part of this team the engineer would be responsible for increasing the reach of Amazon’s business in a new economy.

Our Development team plays a pivotal role in this program, with the mission to build a comprehensive solution for the India business. This is a rare opportunity to be part of a team that will be responsible for building a successful, sustainable and strategic business for Amazon, from the ground up!

As a software development engineer on the team, you will be responsible for leading the architecture, design, development, and launch of core product features. You will have significant influence on our overall strategy by helping define these product features, drive the system architecture, and spearhead the best practices that enable a quality product. You will also play a pivotal role in shaping the definition, vision, design, roadmap and development of efficiency and resiliency related services and tools.

Position Responsibilities
Work closely with senior engineers to design, implement and deploy applications that impact the Amazon.in business
Own the delivery of an integral piece of a system or application.
Management and execution against project plans and delivery commitments
Assist directly and indirectly in the continual hiring and development of technical talent.
Create and execute appropriate quality plans, project plans, test strategies and processes for development activities in concert with business and project management efforts.
The ideal candidate will be a leader, quick learner and be able to work independently. He/she should be able to operate in a very fast paced environment where time to hit market is super critical. The candidate will need to balance technical leadership and savvy with strong business judgment to make the right decisions about technology choices.


Basic Qualifications
Programming experience with at least one modern language such as Java, C++, or C# including object-oriented design
A Bachelor’s degree in Computer Science or equivalent combination of technical education and work experience;
1 to 3 years of Software Development experience;
Experience designing highly interactive web applications with performance, scalability, accessibility, usability, design, and security in mind. If you don't have all of these, that's ok, but be excited about learning the few you don't know.
Familiar with building complex web applications using Javascript / AJAX, XHTML, CSS.
Experience with or knowledge of jQuery, Java, Struts, and other website technologies.
Strong, object-oriented design and coding skills (C/C++ and/or Java preferably on a UNIX or Linux platform)
Solid software development background including design patterns, data structures, test driven development
Knowledge of Perl or other scripting languages a plus
Experience with distributed (multi-tiered) systems, algorithms, and relational databases
Software development experience in building highly scalable applications

Preferred Qualifications
Bachelor’s Degree in Computer Science or related field
Equivalent experience to a Bachelor's degree based on 3 years of work experience for every 1 year of education
0-3 years professional experience in software development
Computer Science fundamentals in object-oriented design
Computer Science fundamentals in data structures
Computer Science fundamentals in algorithm design, problem solving, and complexity analysis
Proficiency in, at least, one modern programming language such as C, C++, Java, or PerlMaster’s degree in Computer Science, Computer Engineering or related technical discipline
Experience in eCommerce and Deep hands-on technical expertise
Ability to handle multiple competing priorities in a fast-paced environment
Experience working with service oriented architectures and web based solutions.


Company - ADCI - Karnataka

Job ID: A1978404

Skills from this JD

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

Amazon.in Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Amazon.in | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Development Engineer
CompanyADCI - Karnataka
Experience1 to 3 years of Software Development experience
DomainIT Services & Consulting
Location Karnataka, India
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": "ADCI - Karnataka",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or equivalent)",
      "raw": "A Bachelor\u2019s degree in Computer Science or equivalent combination of technical education and work experience",
      "requirement": "required"
    },
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science or related",
      "raw": "Bachelor\u2019s Degree in Computer Science or related field",
      "requirement": "preferred"
    },
    {
      "level": "Master\u0027s",
      "qualification": "MTECH/ME - Computer Science",
      "raw": "Master\u2019s degree in Computer Science, Computer Engineering or related technical discipline",
      "requirement": "preferred"
    }
  ],
  "experience": {
    "max": 3,
    "min": 1,
    "raw": "1 to 3 years of Software Development experience"
  },
  "job_locations": [
    {
      "aliases": [
        "Bangalore"
      ],
      "city": "Karnataka",
      "country": "India",
      "state": "Karnataka",
      "work_mode": null
    }
  ],
  "role": "Software Development Engineer",
  "role_aliases": [
    "Software Engineer",
    "SDE",
    "Software Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Position Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Work closely with senior engineers",
        "last_5_words": "technology choices."
      },
      "text": "Work closely with senior engineers to design, implement and deploy applications that impact the Amazon.in business\nOwn the delivery of an integral piece of a system or application.\nManagement and execution against project plans and delivery commitments\nAssist directly and indirectly in the continual hiring and development of technical talent.\nCreate and execute appropriate quality plans, project plans, test strategies and processes for development activities in concert with business and project management efforts.\nThe ideal candidate will be a leader, quick learner and be able to work independently. He/she should be able to operate in a very fast paced environment where time to hit market is super critical. The candidate will need to balance technical leadership and savvy with strong business judgment to make the right decisions about technology choices.",
      "word_count": 134
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Amazon.in"
    }
  ],
  "jd_role": {
    "display_name": "Software Development Engineer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "SDE",
      "Software Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": "ADCI - Karnataka",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science (or equivalent)",
        "raw": "A Bachelor\u2019s degree in Computer Science or equivalent combination of technical education and work experience",
        "requirement": "required"
      },
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science or related",
        "raw": "Bachelor\u2019s Degree in Computer Science or related field",
        "requirement": "preferred"
      },
      {
        "level": "Master\u0027s",
        "qualification": "MTECH/ME - Computer Science",
        "raw": "Master\u2019s degree in Computer Science, Computer Engineering or related technical discipline",
        "requirement": "preferred"
      }
    ],
    "experience": {
      "max": 3,
      "min": 1,
      "raw": "1 to 3 years of Software Development experience"
    },
    "job_locations": [
      {
        "aliases": [
          "Bangalore"
        ],
        "city": "Karnataka",
        "country": "India",
        "state": "Karnataka",
        "work_mode": null
      }
    ],
    "role": "Software Development Engineer",
    "role_aliases": [
      "Software Engineer",
      "SDE",
      "Software Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Position Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Work closely with senior engineers",
          "last_5_words": "technology choices."
        },
        "text": "Work closely with senior engineers to design, implement and deploy applications that impact the Amazon.in business\nOwn the delivery of an integral piece of a system or application.\nManagement and execution against project plans and delivery commitments\nAssist directly and indirectly in the continual hiring and development of technical talent.\nCreate and execute appropriate quality plans, project plans, test strategies and processes for development activities in concert with business and project management efforts.\nThe ideal candidate will be a leader, quick learner and be able to work independently. He/she should be able to operate in a very fast paced environment where time to hit market is super critical. The candidate will need to balance technical leadership and savvy with strong business judgment to make the right decisions about technology choices.",
        "word_count": 134
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "846465ab-483d-4ee6-add8-589a6d11ffca",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Engineering Manager",
        "kra_matches": [
          {
            "kra_text": "Set team goals and delivery plans",
            "sentence": "Management and execution against project plans and delivery commitments",
            "similarity": 0.6356
          },
          {
            "kra_text": "support hiring and onboarding",
            "sentence": "Assist directly and indirectly in the continual hiring and development of technical talent.",
            "similarity": 0.5557
          },
          {
            "kra_text": "Set team goals and delivery plans",
            "sentence": "Create and execute appropriate quality plans, project plans, test strategies and processes for development activities in concert with business and project management efforts.",
            "similarity": 0.5151
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 121,
        "score": 0.5688,
        "slug": "engineering-manager",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Work closely with senior engineers to design, implement and deploy applications that impact the Amazon.in business",
            "similarity": 0.5022
          },
          {
            "kra_text": "Manages release management processes including environment promotion gates, deployment approval workflows, change management records, and rollback procedures.",
            "sentence": "Management and execution against project plans and delivery commitments",
            "similarity": 0.472
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Create and execute appropriate quality plans, project plans, test strategies and processes for development activities in concert with business and project management efforts.",
            "similarity": 0.4676
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.4806,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Work closely with senior engineers to design, implement and deploy applications that impact the Amazon.in business",
            "similarity": 0.5092
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Create and execute appropriate quality plans, project plans, test strategies and processes for development activities in concert with business and project management efforts.",
            "similarity": 0.4591
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Assist directly and indirectly in the continual hiring and development of technical talent.",
            "similarity": 0.4548
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.4744,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Work closely with senior engineers to design, implement and deploy applications that impact the Amazon.in business",
            "similarity": 0.5352
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Create and execute appropriate quality plans, project plans, test strategies and processes for development activities in concert with business and project management efforts.",
            "similarity": 0.4082
          },
          {
            "kra_text": "structure reusable application code",
            "sentence": "Own the delivery of an integral piece of a system or application.",
            "similarity": 0.4045
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.4493,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Work closely with senior engineers to design, implement and deploy applications that impact the Amazon.in business",
            "similarity": 0.5035
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Create and execute appropriate quality plans, project plans, test strategies and processes for development activities in concert with business and project management efforts.",
            "similarity": 0.4201
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Assist directly and indirectly in the continual hiring and development of technical talent.",
            "similarity": 0.3962
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.4399,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "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": 0.92,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.92,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Application and system delivery",
      "Project execution and planning",
      "Quality planning and testing",
      "Technical leadership",
      "Cross-functional collaboration",
      "Fast-paced delivery"
    ],
    "matched_kras": [
      "design, implement and deploy applications",
      "Own the delivery of an integral piece",
      "Management and execution against project plans",
      "Create and execute appropriate quality plans",
      "Assist directly and indirectly in the continual hiring",
      "balance technical leadership and savvy with strong business judgment"
    ],
    "matched_skills": [
      "design",
      "implement",
      "deploy applications",
      "project plans",
      "test strategies",
      "business judgment",
      "technical leadership"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD centers on designing, implementing, deploying, and owning delivery of application/system work with technical leadership and project execution, which best matches a backend/software engineer role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1002,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1054,
      "r_and_r_preview": "Work closely with senior engineers to design, implement and deploy applications that impact the Amazon.in business\nOwn the delivery of an integral piece of a system or application.\nManagement and exec",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 15235,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Amazon.in",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The JD centers on designing, implementing, deploying, and owning delivery of application/system work with technical leadership and project execution, which best matches a backend/software engineer role.",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Amazon.in"
  ],
  "input_llm_skills": [
    "Amazon.in"
  ],
  "new_aliases_persisted": 0,
  "run_id": "846465ab-483d-4ee6-add8-589a6d11ffca",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Amazon.in",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "amazon-in",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Amazon.in"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The JD centers on designing, implementing, deploying, and owning delivery of application/system work with technical leadership and project execution, which best matches a backend/software engineer role.",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Amazon.in",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "846465ab-483d-4ee6-add8-589a6d11ffca"
}

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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