Pipeline run

77580a8c-9cd0-493b-ac36-ebcc2b01d621

Pipeline LLM cost (USD)

API 1: $0.0027 API 2: $0.0001 API 3: $0.0000 Total: $0.0028

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd

Nature of work · Monitoring Engineer

Design, implement, and support Zabbix monitoring solutions by gathering requirements, running demos/POCs, and configuring monitoring for servers, databases, logs, cloud, and network devices. Also prepare client/internal deliverables and improve the implementation approach based on client feedback.

""Gather requirements and design Zabbix monitoring solutions""

Tech stack maturity

Mainstream Modern

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 (1)

Zabbix

Skill cluster (1 dimension groups, role-scoped)

Cross-cutting / unaligned

Zabbix

Show KRA description ↓

• Gather requirements and design Zabbix monitoring solutions for new implementations, enhancements to existing implementations, Integration • Implement and configure the Zabbix Monitoring solution for Physical, virtual, OS, Database, Logs, cloud platforms, network devices and others. • Design the solution for the new requirement. • Conduct the demo’s, POC based on the requirement • Up to date with latest Zabbix features • Prepare all client facing and internal deliverables that are technology related • Drive the continuous improvements of our implementation methodology and service offerings based on client experiences • Assist in the design, implementation, and ongoing maintenance and support of the Zabbix platform and solution offerings

Signals

Skill —

—

Alias observability-monitoring-engineer

1.00

KRA flutter-developer

0.47

Post-classification

Centroidupdated · n=1

Alias collision log—

New-role queue—

New skills captured1

New KRA capturedyes

Captured for admin review

Zabbix primary ↔ Observability / Monitoring Engineer pending

R&R fragment (sim 0.00) ↔ Observability / Monitoring Engineer pending

Status: completed Created: 2026-05-27T14:20:25.789252Z Updated: 2026-05-27T14:21:08.705628Z API 3 duration: 4265 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

Observability / Monitoring Engineer

CASE A

slug: observability-monitoring-engineer · id: 139 · source: db

Exact alias hit on observability-monitoring-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.

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

JOB TITLE

Sr.Engineer (Zabbix)

JOB OVERVIEW

We are looking for a Technical Engineer Who has experience in handling Zabbix Enterprise monitoring tools, and has prior experience in scripting

EXPERIENCE

Overall IT Experience 5+ Years

JOB DETAILS

• Minimum 4 to 5 Years of relevant experience in ZABBIX
• Experience in monitoring tools Zabbix, Nagios, Grafana or enterprise monitoring tools
• Strong knowledge on Zabbix Enterprise monitoring tools
• Good knowledge of operating systems, Windows, Linux, Unix platforms.
• Knowledge of application like Webservers, Mail servers, DNS Server, DB servers, NFS Servers - NGINX , APACHE, SMTP, MYSQL, MariaDB, Postgres SQL, bind, MSSQL,ORACLE.
• Knowledge on Networking devices and SNMP protocols
• Capable to handle the Zabbix end to end configuration across, Physical, virtual, OS, Database, Logs, cloud platforms, network devices and others.
• Prior experience in configuring the Network maps, SMS integrations, Email integrations, webhook integration, escalation configurations and other feature of Zabbix
• Upgradation of the ZABBIX tools to latest version
• PowerShell/Linux scripts for new/custom monitoring checks.
• Should have Scripting experience of Perl, Python, Java Script (Jenkins etc.) and infrastructure automation technologies.
• Rest API integration experience is an added advantage
• Strong understanding of workflow management and ITSM tools.

RESPONSIBILITIES & DUTIES
• Gather requirements and design Zabbix monitoring solutions for new implementations, enhancements to existing implementations, Integration
• Implement and configure the Zabbix Monitoring solution for Physical, virtual, OS, Database, Logs, cloud platforms, network devices and others.
• Design the solution for the new requirement.
• Conduct the demo’s, POC based on the requirement
• Up to date with latest Zabbix features
• Prepare all client facing and internal deliverables that are technology related
• Drive the continuous improvements of our implementation methodology and service offerings based on client experiences
• Assist in the design, implementation, and ongoing maintenance and support of the Zabbix platform and solution offerings


QUALIFICATIONS
Any graduation or Post graduation

Skills from this JD

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

Zabbix 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: Monitoring Tools
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Library artifacts (this run)

Kind	Detail	DB id
canonical_skill_proposed	Zabbix \| type=Monitoring Tools subtype=general nature=TOOL lifespan=MULTI_YEAR

nano JD Parser — gpt-4.1-nano click to toggle

RoleSr.Engineer (Zabbix)

ExperienceOverall IT Experience 5+ Years

DomainIT Services & Consulting

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "Bachelor\u0027s/ Master\u0027s - Any Discipline",
      "raw": "Any graduation or Post graduation",
      "requirement": "null"
    }
  ],
  "experience": {
    "max": null,
    "min": 5,
    "raw": "Overall IT Experience 5+ Years"
  },
  "job_locations": [],
  "role": "Sr.Engineer (Zabbix)",
  "role_aliases": [
    "Zabbix Engineer",
    "Monitoring Engineer",
    "Technical Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 8,
      "heading": "Responsibilities \u0026 Duties",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Gather requirements and design",
        "last_5_words": "and solution offerings"
      },
      "text": "\u2022 Gather requirements and design Zabbix monitoring solutions for new implementations, enhancements to existing implementations, Integration\n\u2022 Implement and configure the Zabbix Monitoring solution for Physical, virtual, OS, Database, Logs, cloud platforms, network devices and others.\n\u2022 Design the solution for the new requirement.\n\u2022 Conduct the demo\u2019s, POC based on the requirement\n\u2022 Up to date with latest Zabbix features\n\u2022 Prepare all client facing and internal deliverables that are technology related\n\u2022 Drive the continuous improvements of our implementation methodology and service offerings based on client experiences\n\u2022 Assist in the design, implementation, and ongoing maintenance and support of the Zabbix platform and solution offerings",
      "word_count": 92
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Zabbix"
    }
  ],
  "jd_role": {
    "display_name": "Sr.Engineer (Zabbix)",
    "rationale": null,
    "role_aliases": [
      "Zabbix Engineer",
      "Monitoring Engineer",
      "Technical Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "Bachelor\u0027s/ Master\u0027s - Any Discipline",
        "raw": "Any graduation or Post graduation",
        "requirement": "null"
      }
    ],
    "experience": {
      "max": null,
      "min": 5,
      "raw": "Overall IT Experience 5+ Years"
    },
    "job_locations": [],
    "role": "Sr.Engineer (Zabbix)",
    "role_aliases": [
      "Zabbix Engineer",
      "Monitoring Engineer",
      "Technical Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 8,
        "heading": "Responsibilities \u0026 Duties",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Gather requirements and design",
          "last_5_words": "and solution offerings"
        },
        "text": "\u2022 Gather requirements and design Zabbix monitoring solutions for new implementations, enhancements to existing implementations, Integration\n\u2022 Implement and configure the Zabbix Monitoring solution for Physical, virtual, OS, Database, Logs, cloud platforms, network devices and others.\n\u2022 Design the solution for the new requirement.\n\u2022 Conduct the demo\u2019s, POC based on the requirement\n\u2022 Up to date with latest Zabbix features\n\u2022 Prepare all client facing and internal deliverables that are technology related\n\u2022 Drive the continuous improvements of our implementation methodology and service offerings based on client experiences\n\u2022 Assist in the design, implementation, and ongoing maintenance and support of the Zabbix platform and solution offerings",
        "word_count": 92
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "77580a8c-9cd0-493b-ac36-ebcc2b01d621",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Observability / Monitoring Engineer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 139,
        "score": 1.0,
        "slug": "observability-monitoring-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Design the solution for the new requirement.",
            "similarity": 0.5076
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Prepare all client facing and internal deliverables that are technology related",
            "similarity": 0.4816
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Drive the continuous improvements of our implementation methodology and service offerings based on client experiences",
            "similarity": 0.428
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.4724,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "React Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Design the solution for the new requirement.",
            "similarity": 0.5076
          },
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Prepare all client facing and internal deliverables that are technology related",
            "similarity": 0.4485
          },
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Gather requirements and design Zabbix monitoring solutions for new implementations, enhancements to existing implementations, Integration",
            "similarity": 0.3976
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 89,
        "score": 0.4513,
        "slug": "react-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Prepare all client facing and internal deliverables that are technology related",
            "similarity": 0.4487
          },
          {
            "kra_text": "Designs and implements security controls including SIEM integration, endpoint detection and response, identity management, and firewall rule management.",
            "sentence": "Gather requirements and design Zabbix monitoring solutions for new implementations, enhancements to existing implementations, Integration",
            "similarity": 0.4406
          },
          {
            "kra_text": "Designs and implements security controls including SIEM integration, endpoint detection and response, identity management, and firewall rule management.",
            "sentence": "Assist in the design, implementation, and ongoing maintenance and support of the Zabbix platform and solution offerings",
            "similarity": 0.4378
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.4424,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Prepare all client facing and internal deliverables that are technology related",
            "similarity": 0.4668
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Gather requirements and design Zabbix monitoring solutions for new implementations, enhancements to existing implementations, Integration",
            "similarity": 0.4285
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Conduct the demo\u2019s, POC based on the requirement",
            "similarity": 0.4145
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.4366,
        "slug": "angular-frontend-developer",
        "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": "Prepare all client facing and internal deliverables that are technology related",
            "similarity": 0.4729
          },
          {
            "kra_text": "Designs multi-region and multi-availability-zone cloud infrastructure architectures for high availability, fault tolerance, and horizontal scalability.",
            "sentence": "Assist in the design, implementation, and ongoing maintenance and support of the Zabbix platform and solution offerings",
            "similarity": 0.4197
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Conduct the demo\u2019s, POC based on the requirement",
            "similarity": 0.3908
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.4278,
        "slug": "cloud-architect",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Observability / Monitoring Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 139,
      "score": 1.0,
      "slug": "observability-monitoring-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 observability-monitoring-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 494,
      "r_and_r_preview": "\u2022 Gather requirements and design Zabbix monitoring solutions for new implementations, enhancements to existing implementations, Integration\n\u2022 Implement and configure the Zabbix Monitoring solution for",
      "role_display_name": "Observability / Monitoring Engineer",
      "role_slug": "observability-monitoring-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 8436,
        "role_display_name": "Observability / Monitoring Engineer",
        "role_slug": "observability-monitoring-engineer",
        "skill_name": "Zabbix",
        "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": "Observability / Monitoring Engineer",
    "id": 139,
    "rationale": "Exact alias hit on observability-monitoring-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "observability-monitoring-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Zabbix"
  ],
  "input_llm_skills": [
    "Zabbix"
  ],
  "new_aliases_persisted": 0,
  "run_id": "77580a8c-9cd0-493b-ac36-ebcc2b01d621",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Zabbix",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Monitoring Tools",
          "skill_nature": "TOOL",
          "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": "zabbix",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Zabbix"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Observability / Monitoring Engineer",
    "id": 139,
    "rationale": "Exact alias hit on observability-monitoring-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "observability-monitoring-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Zabbix",
      "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": "77580a8c-9cd0-493b-ac36-ebcc2b01d621"
}

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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