← Back to history

Pipeline run

0511bb63-4d60-4599-853b-aa412a240960

Pipeline LLM cost (USD)
API 1: $0.0031 API 2: $0.0001 API 3: $0.0000 Total: $0.0032

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work · End-to-end feature delivery
Designs and builds maintainable software/services, then tests, debugs, and tunes them for security, scalability, and performance; also reviews new Microsoft/industry tools and mentors teammates on better engineering practices.
""Helping with the design and development of software, applications, and services.""
Tech stack maturity
Modern Cloud Native
This role is primarily a full-stack product engineering role for modern web stacks and cloud-based delivery, with AI tooling optional rather than central.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
2.00 / 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 (1)
Microsoft
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Microsoft
Show KRA description ↓
• Assess, recommend, and adopt relevant new technologies, tools, and processes from Microsoft and industry. • Produce extensible and maintainable designs and code. • Helping with the design and development of software, applications, and services. • Testing and debugging software, applications, and services to keep it optimized. • Follow and suggest good engineering practices to improve team productivity. • Consider security, maintenance, scalability, and more when developing • Coach and mentor peers and emerging members of the team while advocating for best practices. • Being on team’s alert rotation • You are passionate about a culture of learning and teaching. You love challenging yourself to constantly improve, and sharing your knowledge to empower others • You like to take risks when looking for novel solutions to complex problems. If faced with roadblocks, you continue to reach higher to make greatness happen • You care about solving big, systemic problems. You look beyond the surface to understand root causes so that you can build long-term solutions for the whole ecosystem • You believe in not only serving customers but also empowering them by providing knowledge and tools

Signals

Skill
Alias full-stack-engineer
1.00
KRA react-native-developer
0.51

Post-classification

Centroidupdated · n=687
Alias collision log
New-role queue
New skills captured1
New KRA captured

Captured for admin review

Microsoft Fullstack Developer pending
Status: completed Created: 2026-05-27T16:27:13.429458Z Updated: 2026-05-27T16:28:24.127571Z API 3 duration: 6750 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

Fullstack Developer

CASE A

slug: full-stack-engineer · id: 15 · source: db

Exact alias hit on full-stack-engineer (1.0) — no other alias at this confidence; skill_top absent does not contradict

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

Microsoft Monetize is an online advertising platform, where advertisers bid to display brief ads, service offers, product listings and videos to web and app users. Our data-enabled technology platform optimizes return on investment for both buyers and sellers, while maintaining a commitment to an open marketplace and empowering the open web globally.

The team is at the forefront of the open marketplace, managing the Prebid Server Premium product to power the open marketplace with hundreds of buyers running billions of auctions daily. we maintain the open source Prebid Server project. We also run other services integration to the real time platform.

The team leads the way in the open marketplace, overseeing the Prebid Server Premium product to support hundreds of buyers conducting billions of auctions each day. We manage the open source Prebid Server project and handle other service integrations with the real-time platform.

We are looking for a Software Engineer as an individual contributor to help drive innovation and scale the real-time advertising platform in the Monetize group at Microsoft Advertising. The role requires technical prowess to quickly learn a multitude of technologies. The , in Microsoft’s Hyderabad/Pune office, in close collaboration with the engineers around the globe across Microsoft's advertising stack and product teams.

As a Software Engineer, you will join an engineering team responsible for the architecture, development, administration, and maintenance of inventory management and quality platform. The platform is critical for our client success, and you'll play a key role in modernizing the platform to be able to handle constantly emerging quality challenges collaborating with other teams and team members.

Responsibilities

• Assess, recommend, and adopt relevant new technologies, tools, and processes from Microsoft and industry.
• Produce extensible and maintainable designs and code.
• Helping with the design and development of software, applications, and services.
• Testing and debugging software, applications, and services to keep it optimized.
• Follow and suggest good engineering practices to improve team productivity.
• Consider security, maintenance, scalability, and more when developing
• Coach and mentor peers and emerging members of the team while advocating for best practices.
• Being on team’s alert rotation


More About You

• You are passionate about a culture of learning and teaching. You love challenging yourself to constantly improve, and sharing your knowledge to empower others
• You like to take risks when looking for novel solutions to complex problems. If faced with roadblocks, you continue to reach higher to make greatness happen
• You care about solving big, systemic problems. You look beyond the surface to understand root causes so that you can build long-term solutions for the whole ecosystem
• You believe in not only serving customers but also empowering them by providing knowledge and tools


Qualifications

• Bachelor's or master's degree in computer science or related field preferred.
• 4+ years of experience developing software solutions with a strong understanding of software best practices
• Proficient in full-stack development both and back-end (API/Server) coding
• Hands-on experience with some of the technologies listed below and a willingness to adapt and learn new.
• Our tech stack includes
• Languages - C#, Go, Java, Python 
• Databases - MySQL, Aerospike, Azure Cosmos DB
• OS – Linux, Windows Server 
• Message Queue – Azure Event Hub, Kafka 
• Container – Docker, Kubernetes, Service Fabric
• Other – CI/CD
• Strong organizational skills, attention to detail, and exceptional time management and task execution skills

Microsoft is an equal opportunity employer. Consistent with applicable law, all qualified applicants will receive consideration for employment without regard to age, ancestry, citizenship, color, family or medical care leave, gender identity or expression, genetic information, immigration status, marital status, medical condition, national origin, physical or mental disability, political affiliation, protected veteran or military status, race, ethnicity, religion, sex (including pregnancy), sexual orientation, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application process, read more about requesting accommodations.

Skills from this JD

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

Microsoft Secondary 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 Microsoft | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Engineer
CompanyMicrosoft
Experience4+ years of experience developing software solutions with a strong understanding of software best practices
DomainIT Services & Consulting
Location Hyderabad, India (onsite)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Microsoft Monetize is an online",
      "last_5_words": "and handle other service integrations"
    },
    "text": "Microsoft Monetize is an online advertising platform, where advertisers bid to display brief ads, service offers, product listings and videos to web and app users. Our data-enabled technology platform optimizes return on investment for both buyers and sellers, while maintaining a commitment to an open marketplace and empowering the open web globally.\n\nThe team is at the forefront of the open marketplace, managing the Prebid Server Premium product to power the open marketplace with hundreds of buyers running billions of auctions daily. we maintain the open source Prebid Server project. We also run other services integration to the real time platform.\n\nThe team leads the way in the open marketplace, overseeing the Prebid Server Premium product to support hundreds of buyers conducting billions of auctions each day. We manage the open source Prebid Server project and handle other service integrations with the real-time platform.",
    "word_count": 118
  },
  "certifications": [],
  "company_name": "Microsoft",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO",
        "Tech Consulting"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or related)",
      "raw": "Bachelor\u0027s or master\u0027s degree in computer science or related field preferred.",
      "requirement": "preferred"
    }
  ],
  "experience": {
    "max": null,
    "min": 4,
    "raw": "4+ years of experience developing software solutions with a strong understanding of software best practices"
  },
  "job_locations": [
    {
      "aliases": [
        "Hyderabad, TG"
      ],
      "city": "Hyderabad",
      "country": "India",
      "state": "Telangana",
      "work_mode": "onsite"
    },
    {
      "aliases": [
        "Pune, MH"
      ],
      "city": "Pune",
      "country": "India",
      "state": "Maharashtra",
      "work_mode": "onsite"
    }
  ],
  "role": "Software Engineer",
  "role_aliases": [
    "Software Developer",
    "SWE",
    "Full Stack Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 8,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Assess, recommend, and adopt",
        "last_5_words": "on team\u2019s alert rotation"
      },
      "text": "\u2022 Assess, recommend, and adopt relevant new technologies, tools, and processes from Microsoft and industry.\n\u2022 Produce extensible and maintainable designs and code.\n\u2022 Helping with the design and development of software, applications, and services.\n\u2022 Testing and debugging software, applications, and services to keep it optimized.\n\u2022 Follow and suggest good engineering practices to improve team productivity.\n\u2022 Consider security, maintenance, scalability, and more when developing\n\u2022 Coach and mentor peers and emerging members of the team while advocating for best practices.\n\u2022 Being on team\u2019s alert rotation",
      "word_count": 88
    },
    {
      "bullet_count": 4,
      "heading": "More About You",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 You are passionate about",
        "last_5_words": "knowledge and tools"
      },
      "text": "\u2022 You are passionate about a culture of learning and teaching. You love challenging yourself to constantly improve, and sharing your knowledge to empower others\n\u2022 You like to take risks when looking for novel solutions to complex problems. If faced with roadblocks, you continue to reach higher to make greatness happen\n\u2022 You care about solving big, systemic problems. You look beyond the surface to understand root causes so that you can build long-term solutions for the whole ecosystem\n\u2022 You believe in not only serving customers but also empowering them by providing knowledge and tools",
      "word_count": 88
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": false,
      "skill_name": "Microsoft"
    }
  ],
  "jd_role": {
    "display_name": "Software Engineer",
    "rationale": null,
    "role_aliases": [
      "Software Developer",
      "SWE",
      "Full Stack Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Microsoft Monetize is an online",
        "last_5_words": "and handle other service integrations"
      },
      "text": "Microsoft Monetize is an online advertising platform, where advertisers bid to display brief ads, service offers, product listings and videos to web and app users. Our data-enabled technology platform optimizes return on investment for both buyers and sellers, while maintaining a commitment to an open marketplace and empowering the open web globally.\n\nThe team is at the forefront of the open marketplace, managing the Prebid Server Premium product to power the open marketplace with hundreds of buyers running billions of auctions daily. we maintain the open source Prebid Server project. We also run other services integration to the real time platform.\n\nThe team leads the way in the open marketplace, overseeing the Prebid Server Premium product to support hundreds of buyers conducting billions of auctions each day. We manage the open source Prebid Server project and handle other service integrations with the real-time platform.",
      "word_count": 118
    },
    "certifications": [],
    "company_name": "Microsoft",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO",
          "Tech Consulting"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or related)",
        "raw": "Bachelor\u0027s or master\u0027s degree in computer science or related field preferred.",
        "requirement": "preferred"
      }
    ],
    "experience": {
      "max": null,
      "min": 4,
      "raw": "4+ years of experience developing software solutions with a strong understanding of software best practices"
    },
    "job_locations": [
      {
        "aliases": [
          "Hyderabad, TG"
        ],
        "city": "Hyderabad",
        "country": "India",
        "state": "Telangana",
        "work_mode": "onsite"
      },
      {
        "aliases": [
          "Pune, MH"
        ],
        "city": "Pune",
        "country": "India",
        "state": "Maharashtra",
        "work_mode": "onsite"
      }
    ],
    "role": "Software Engineer",
    "role_aliases": [
      "Software Developer",
      "SWE",
      "Full Stack Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 8,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Assess, recommend, and adopt",
          "last_5_words": "on team\u2019s alert rotation"
        },
        "text": "\u2022 Assess, recommend, and adopt relevant new technologies, tools, and processes from Microsoft and industry.\n\u2022 Produce extensible and maintainable designs and code.\n\u2022 Helping with the design and development of software, applications, and services.\n\u2022 Testing and debugging software, applications, and services to keep it optimized.\n\u2022 Follow and suggest good engineering practices to improve team productivity.\n\u2022 Consider security, maintenance, scalability, and more when developing\n\u2022 Coach and mentor peers and emerging members of the team while advocating for best practices.\n\u2022 Being on team\u2019s alert rotation",
        "word_count": 88
      },
      {
        "bullet_count": 4,
        "heading": "More About You",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 You are passionate about",
          "last_5_words": "knowledge and tools"
        },
        "text": "\u2022 You are passionate about a culture of learning and teaching. You love challenging yourself to constantly improve, and sharing your knowledge to empower others\n\u2022 You like to take risks when looking for novel solutions to complex problems. If faced with roadblocks, you continue to reach higher to make greatness happen\n\u2022 You care about solving big, systemic problems. You look beyond the surface to understand root causes so that you can build long-term solutions for the whole ecosystem\n\u2022 You believe in not only serving customers but also empowering them by providing knowledge and tools",
        "word_count": 88
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "0511bb63-4d60-4599-853b-aa412a240960",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 1.0,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Produce extensible and maintainable designs and code.",
            "similarity": 0.6134
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Consider security, maintenance, scalability, and more when developing",
            "similarity": 0.4763
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Follow and suggest good engineering practices to improve team productivity.",
            "similarity": 0.4543
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.5147,
        "slug": "react-native-developer",
        "total_count": null
      },
      {
        "display_name": "Sitecore Dev",
        "kra_matches": [
          {
            "kra_text": "refactoring for maintainability",
            "sentence": "Produce extensible and maintainable designs and code.",
            "similarity": 0.5373
          },
          {
            "kra_text": "troubleshooting and maintenance",
            "sentence": "Testing and debugging software, applications, and services to keep it optimized.",
            "similarity": 0.5345
          },
          {
            "kra_text": "refactoring for maintainability",
            "sentence": "Consider security, maintenance, scalability, and more when developing",
            "similarity": 0.4513
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 233,
        "score": 0.5077,
        "slug": "sitecore-dev",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
            "sentence": "Testing and debugging software, applications, and services to keep it optimized.",
            "similarity": 0.5463
          },
          {
            "kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
            "sentence": "Produce extensible and maintainable designs and code.",
            "similarity": 0.486
          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Helping with the design and development of software, applications, and services.",
            "similarity": 0.4573
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.4965,
        "slug": "frontend-engineer",
        "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": "Helping with the design and development of software, applications, and services.",
            "similarity": 0.5348
          },
          {
            "kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
            "sentence": "Testing and debugging software, applications, and services to keep it optimized.",
            "similarity": 0.5018
          },
          {
            "kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
            "sentence": "You look beyond the surface to understand root causes so that you can build long-term solutions for the whole ecosystem",
            "similarity": 0.4419
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.4928,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Go Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and testing support",
            "sentence": "Testing and debugging software, applications, and services to keep it optimized.",
            "similarity": 0.5366
          },
          {
            "kra_text": "code review and testing support",
            "sentence": "Produce extensible and maintainable designs and code.",
            "similarity": 0.4631
          },
          {
            "kra_text": "service interface design",
            "sentence": "Helping with the design and development of software, applications, and services.",
            "similarity": 0.4537
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 81,
        "score": 0.4844,
        "slug": "go-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Fullstack Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 15,
      "score": 1.0,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 1.0,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 687,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": false,
        "queue_id": 20131,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Microsoft",
        "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": "Fullstack Developer",
    "id": 15,
    "rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Microsoft"
  ],
  "input_llm_skills": [
    "Microsoft"
  ],
  "new_aliases_persisted": 0,
  "run_id": "0511bb63-4d60-4599-853b-aa412a240960",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Microsoft",
      "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": "microsoft",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Microsoft"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Microsoft",
      "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": "0511bb63-4d60-4599-853b-aa412a240960"
}