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Pipeline run

3de52bbb-6fec-4c79-a88e-8677eba3b1d3

Pipeline LLM cost (USD)
API 1: $0.0039 API 2: $0.0000 API 3: $0.0000 Total: $0.0039

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 Salesforce custom logic and UX by writing Apex/trigger/batch code, LWC/Aura/Visualforce screens, and Flow/Approval automation; also handle REST integrations, org security setup, and CI/CD deployments with unit tests and governor-limit-safe queries.
"Develop Apex classes, triggers, batch jobs, and queueable Apex for complex business logic on Salesforce"
Tech stack maturity
Mainstream Modern
The skill set centers on widely adopted enterprise backend practices and platforms such as REST, OAuth 2.0, CI/CD, Git, unit testing, and Salesforce, which align with mainstream modern development rather than bleeding-edge or legacy stacks.
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 (27)
Apex Salesforce Lightning Web Components LWC Aura Visualforce Process Builder Flow Approval Processes SOQL SOSL REST Named Credentials Connected Apps OAuth 2.0 Salesforce DX Git CI/CD Unit Testing Profiles Permission Sets Sharing Rules OWD Role Hierarchy GitHub Actions +2
Skill cluster (3 dimension groups, role-scoped)
API Design and Contracts
REST
Authentication and Authorization
OAuth 2.0
Cross-cutting / unaligned
Apex Salesforce Lightning Web Components LWC Aura Visualforce Process Builder Flow Approval Processes SOQL SOSL Named Credentials Connected Apps Salesforce DX Git CI/CD Unit Testing Profiles Permission Sets Sharing Rules OWD Role Hierarchy GitHub Actions Copado Test.startTest()
Show KRA description ↓
- Develop Apex classes, triggers, batch jobs, and queueable Apex for complex business logic on Salesforce - Build Lightning Web Components (LWC) and Aura components with responsive UI for sales and service cloud users - Design and implement Visualforce pages where Lightning isn't feasible for legacy customer orgs - Configure Process Builder, Flow, and Approval Processes for declarative automation - Implement SOQL and SOSL queries with selective filtering to avoid governor limit violations - Build REST integrations with external systems using Named Credentials, Connected Apps, and OAuth 2.0 flows - Deploy via Salesforce DX, Git, and CI/CD pipelines using GitHub Actions or Copado - Write Apex unit tests targeting 75%+ code coverage with Test.startTest() blocks and proper assertions - Configure Salesforce orgs: profiles, permission sets, sharing rules, OWD, role hierarchy

Signals

Skill full-stack-engineer
0.08
Alias —
—
KRA backend-engineer
0.46

Post-classification

Centroidupdated · n=68
Alias collision log#91
New-role queue—
New skills captured21
New KRA captured—

Captured for admin review

Apex primary ↔ Backend Developer pending
Salesforce primary ↔ Backend Developer pending
Lightning Web Components primary ↔ Backend Developer pending
LWC primary ↔ Backend Developer pending
Aura primary ↔ Backend Developer pending
Visualforce primary ↔ Backend Developer pending
Process Builder primary ↔ Backend Developer pending
Flow primary ↔ Backend Developer pending
Approval Processes primary ↔ Backend Developer pending
SOQL primary ↔ Backend Developer pending
SOSL primary ↔ Backend Developer pending
Named Credentials primary ↔ Backend Developer pending
Connected Apps primary ↔ Backend Developer pending
Salesforce DX primary ↔ Backend Developer pending
Copado ↔ Backend Developer pending
Test.startTest() ↔ Backend Developer pending
Profiles primary ↔ Backend Developer pending
Permission Sets primary ↔ Backend Developer pending
Sharing Rules primary ↔ Backend Developer pending
OWD primary ↔ Backend Developer pending
Role Hierarchy primary ↔ Backend Developer pending
Status: extract_from_jd_done Created: 2026-05-21T17:50:35.238324Z Updated: 2026-05-21T17:50:36.585101Z
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

Job Title: Salesforce Apex Developer
Company: CRMPro Consulting
Location: Gurgaon, India
Experience: 5+ years

About the Role:
We are hiring a Salesforce Apex Developer to build custom automation, Lightning components, and integrations on the Salesforce platform for our enterprise CRM customers.

Key Responsibilities:
- Develop Apex classes, triggers, batch jobs, and queueable Apex for complex business logic on Salesforce
- Build Lightning Web Components (LWC) and Aura components with responsive UI for sales and service cloud users
- Design and implement Visualforce pages where Lightning isn't feasible for legacy customer orgs
- Configure Process Builder, Flow, and Approval Processes for declarative automation
- Implement SOQL and SOSL queries with selective filtering to avoid governor limit violations
- Build REST integrations with external systems using Named Credentials, Connected Apps, and OAuth 2.0 flows
- Deploy via Salesforce DX, Git, and CI/CD pipelines using GitHub Actions or Copado
- Write Apex unit tests targeting 75%+ code coverage with Test.startTest() blocks and proper assertions
- Configure Salesforce orgs: profiles, permission sets, sharing rules, OWD, role hierarchy

Required Qualifications:
- 5+ years building on the Salesforce platform with Apex
- Salesforce Platform Developer I (PD1) certification
- Strong knowledge of Apex governor limits, async patterns, Lightning Web Components, and SOQL optimization
- Experience with Salesforce DX, Git, Copado or Gearset

Skills from this JD

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

Apex Primary No API 2 row (run stopped after API 1 or history missing)
Salesforce Primary No API 2 row (run stopped after API 1 or history missing)
Lightning Web Components Primary No API 2 row (run stopped after API 1 or history missing)
LWC Primary No API 2 row (run stopped after API 1 or history missing)
Aura Primary No API 2 row (run stopped after API 1 or history missing)
Visualforce Primary No API 2 row (run stopped after API 1 or history missing)
Process Builder Primary No API 2 row (run stopped after API 1 or history missing)
Flow Primary No API 2 row (run stopped after API 1 or history missing)
Approval Processes Primary No API 2 row (run stopped after API 1 or history missing)
SOQL Primary No API 2 row (run stopped after API 1 or history missing)
SOSL 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)
Named Credentials Primary No API 2 row (run stopped after API 1 or history missing)
Connected Apps Primary No API 2 row (run stopped after API 1 or history missing)
OAuth 2.0 Primary No API 2 row (run stopped after API 1 or history missing)
Salesforce DX Primary No API 2 row (run stopped after API 1 or history missing)
Git Primary No API 2 row (run stopped after API 1 or history missing)
CI/CD Primary No API 2 row (run stopped after API 1 or history missing)
GitHub Actions Secondary No API 2 row (run stopped after API 1 or history missing)
Copado Secondary 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)
Test.startTest() Secondary No API 2 row (run stopped after API 1 or history missing)
Profiles Primary No API 2 row (run stopped after API 1 or history missing)
Permission Sets Primary No API 2 row (run stopped after API 1 or history missing)
Sharing Rules Primary No API 2 row (run stopped after API 1 or history missing)
OWD Primary No API 2 row (run stopped after API 1 or history missing)
Role Hierarchy Primary 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
RoleSalesforce Apex Developer
CompanyCRMPro Consulting
Experience5+ years
DomainIT Services & Consulting
Location Gurgaon, India
JD type pass

Certifications

Salesforce Platform Developer I (PD1) certification
Show raw JSON 
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  "domain": {
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  ],
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  "roles_and_responsibilities": [
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}
API 1 — extract-from-jd click to toggle 
{
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      "skill_name": "Apex"
    },
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    },
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    {
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    },
    {
      "is_primary": false,
      "skill_name": "Test.startTest()"
    },
    {
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    },
    {
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    },
    {
      "is_primary": true,
      "skill_name": "OWD"
    },
    {
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  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
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            "similarity": 0.4819
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            "sentence": "Develop Apex classes, triggers, batch jobs, and queueable Apex for complex business logic on Salesforce",
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            "similarity": 0.3978
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            "sentence": "Configure Salesforce orgs: profiles, permission sets, sharing rules, OWD, role hierarchy",
            "similarity": 0.3604
          }
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  "stage4_decision": {
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    "case": "B",
    "chosen_role": {
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    "llm2_reasoning": null,
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    "queued": false,
    "reasoning": "Stage 1 title \u0027Salesforce Apex Developer\u0027 not in catalog; KRA top-2 within margin -\u003e classify into nearest neighbor backend-engineer (0.46)"
  },
  "stage5_updates": {
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    "centroid_updated": true,
    "collision_log_id": 91,
    "new_kra_attached": null,
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        "queue_id": 2133,
        "role_display_name": "Backend Developer",
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        "skill_name": "Apex",
        "status": "pending"
      },
      {
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        "role_slug": "backend-engineer",
        "skill_name": "Salesforce",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2135,
        "role_display_name": "Backend Developer",
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      },
      {
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        "is_primary": true,
        "queue_id": 2142,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "SOQL",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2143,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "SOSL",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2144,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Named Credentials",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2145,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Connected Apps",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2146,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Salesforce DX",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 2147,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Copado",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 2148,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Test.startTest()",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2149,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Profiles",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2150,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Permission Sets",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2151,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Sharing Rules",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2152,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "OWD",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 2153,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Role Hierarchy",
        "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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