Pipeline run
a994e325-a47b-47ae-9bb2-1c1d77333ff7
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
• Create and maintain Lightning Flows/Process Builders, and quick actions • Design, develop, and implement custom solutions on the Salesforce platform, utilizing Apex, Visual force, Lightning Web Comp…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Salesforce Developer (Apex/LWC)
domain · Salesforce CASE DOMAINslug: salesforce-developer-apex-lwc · id: 109 · source: db
Domain=Salesforce; The JD is centered on hands-on Salesforce platform development with Apex, LWC, integrations, security, and DevOps, which best matches a Salesforce Developer role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
• Help design, build and continuously improve the clients online platform • Research, suggest and implement new technology solutions following best practices/standards • Take responsibility for the resiliency and availability of different products • Be a productive member of the team. RequirementsQualifications: • Should have min 4+ years of experience in Salesforce development, with LWC. • Preferred Advanced Developer Certification, Salesforce Admin, Platform Developer 1 (PD1), Platform Developer 2 (PD2), JavaScript, and App Developer. • Strong knowledge of the Salesforce platform, including Lightning Experience, Aura components, and Apex • Good knowledge of lightning framework concepts like Lifecycle hooks, composition, data services, LMS, etc. • Proficiency in JavaScript, HTML, CSS, XML and JSON Required Skill: • Should have experience in Sales Cloud, Service Cloud and Experience Cloud • Experience with GitHub. CI/CD pipelines and DevOps practices • Must have REST-based services and tools like SOAP UI, Postman, etc., and Salesforce integration with other third-party applications. • Should have experience in Salesforce Lightning, Lightning Design System, Lightning App Builder, and Lightning Component Features. • Looking for experience in Trigger framework, Recursive Triggers, Asynchronous Framework Batch jobs, Queueable Apex, and Future methods • Contribute to continuous improvement initiatives for Salesforce development processes. Responsibilities: • Create and maintain Lightning Flows/Process Builders, and quick actions • Design, develop, and implement custom solutions on the Salesforce platform, utilizing Apex, Visual force, Lightning Web Components, Salesforce Lightning Design System and other relevant technologies • Reviewing page analytics and finding possible improvements • Collaborate with business analysts and other developers to understand requirements, user stories, and technical specifications. • Develop efficient and scalable code for both front-end and back-end components of applications. • Implement Salesforce security and access controls • Stay up to date with the latest Salesforce releases, features, and industry trends to ensure our solutions remain innovative and competitive. • Test and debug Salesforce code to ensure high-quality and bug-free solutions Benefits • A challenging, innovating environment. • Opportunities for learning where needed.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- Salesforce (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Saas Platform
- Vendor
- Salesforce, Inc.
- License
- proprietary
- Year introduced
- 1999
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Salesforce appears in large volumes of enterprise job postings across sales, admin, and developer roles, and its AppExchange/ecosystem remains actively supported by the vendor.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 3633
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Vendor Product Families Catalog dimension db id 477
Library dimension (catalog)
Roles linked in library: Engineering Manager
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Vendor Product Families
vendor-product-families
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- Salesforce
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- Salesforce
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Programming Languages
- Sub-category
- general
- Skill nature
- LANGUAGE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Frameworks
- Sub-category
- Salesforce
- Skill nature
- LANGUAGE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Frameworks
- Sub-category
- Salesforce
- Skill nature
- LANGUAGE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Frameworks
- Sub-category
- Salesforce
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- GitHub (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Devops Platform
- Vendor
- GitHub, Inc.
- License
- other_open
- Year introduced
- 2008
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: GitHub appears in a very high volume of engineering JDs for source control, code review, and CI/CD; it’s a standard hiring-pipeline skill across teams.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 170
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CI/CD Pipeline Platforms Catalog dimension db id 150
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
CI/CD for Machine Learning Catalog dimension db id 56
Library dimension (catalog)
Roles linked in library: ML Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
CI/CD for Machine Learning
ci-cd-for-machine-learning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- CI/CD (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Ci Cd Process
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: CI/CD appears in a large share of software engineering JDs and is a standard requirement across DevOps, platform, and backend roles; major vendors like GitHub, GitLab, and AWS all center product roadmaps on CI/CD pipelines.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 900
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CI/CD Pipeline Platforms Catalog dimension db id 150
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
CI/CD for Machine Learning Catalog dimension db id 56
Library dimension (catalog)
Roles linked in library: ML Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
CI/CD for Machine Learning
ci-cd-for-machine-learning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- DevOps (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Devops Methodology
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: DevOps appears in a large share of software and platform engineering job descriptions, often alongside CI/CD, Kubernetes, and cloud tooling; it is a standard hiring-pipeline keyword rather than a niche specialty.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 922
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CI/CD Pipeline Platforms Catalog dimension db id 150
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
Deployment and Release Patterns Catalog dimension db id 140
Library dimension (catalog)
Roles linked in library: Cloud Architect
-
Infrastructure as Code Catalog dimension db id 132
Library dimension (catalog)
Roles linked in library: Cloud Architect, DevOps Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Deployment and Release Patterns
deployment-and-release-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Infrastructure as Code
infrastructure-as-code
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- REST (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Api Architecture Style
- Year introduced
- 2000
- Confidence
- 0.88
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2122
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Design and Contracts Catalog dimension db id 3
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
API Interface and Contract Design Catalog dimension db id 289
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Integration Protocols & Standards Catalog dimension db id 271
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Standards, Protocols & Compliance Catalog dimension db id 452
Library dimension (catalog)
Roles linked in library: Engineering Manager, Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Standards, Protocols & Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Testing Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Testing Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- Salesforce
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Frameworks
- Sub-category
- Salesforce
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- Salesforce
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- Salesforce
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- Salesforce
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- Salesforce
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- Salesforce
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Frameworks
- Sub-category
- Salesforce
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- JavaScript (CANONICAL) primary
- ES2015 (VERSION)
- ES2016 (VERSION)
- ES2017 (VERSION)
- ES2018 (VERSION)
- ES2019 (VERSION)
- ES2020 (VERSION)
- ES2021 (VERSION)
- ES2022 (VERSION)
- ES2023 (VERSION)
- ES2024 (VERSION)
- ES5 (VERSION)
- ES6 (VERSION)
- JavaScript ES2015 (VERSION)
- JavaScript ES2020 (VERSION)
- JavaScript ES6 (VERSION)
- modern JavaScript (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Mozilla
- License
- mpl
- Year introduced
- 1995
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: JavaScript appears in a very high volume of job postings across frontend, backend, and full-stack roles, and remains a core language in major ecosystems like Node.js and React.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cross-Platform App Languages Catalog dimension db id 167
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
-
JavaScript and TypeScript Catalog dimension db id 114
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, Ionic Developer, Node.js Backend Developer, React Frontend Developer, React Native Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
JavaScript for WordPress Catalog dimension db id 329
Library dimension (catalog)
Roles linked in library: WordPress Dev
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
Programming Languages & DSLs Catalog dimension db id 475
Library dimension (catalog)
Roles linked in library: Engineering Manager
-
Programming Languages & Template Languages Catalog dimension db id 359
Library dimension (catalog)
Roles linked in library: Drupal Dev
-
Sitecore Development Languages Catalog dimension db id 438
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
Storefront JavaScript and DOM Behavior Catalog dimension db id 422
Library dimension (catalog)
Roles linked in library: Shopify Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
JavaScript and TypeScript
javascript-and-typescript
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
JavaScript for WordPress
javascript-for-wordpress
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- HTML (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Markup Language
- Vendor
- W3C
- License
- unknown
- Year introduced
- 1993
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: HTML appears in the vast majority of web/front-end job descriptions and remains a core browser standard; it is not sunset or replaced by a newer markup language.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 1467
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages & Template Languages Catalog dimension db id 359
Library dimension (catalog)
Roles linked in library: Drupal Dev
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Sitecore Development Languages Catalog dimension db id 438
Library dimension (catalog)
Roles linked in library: Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- CSS (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Stylesheet Language
- Vendor
- W3C
- License
- unknown
- Year introduced
- 1996
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: CSS is a core front-end skill in most web JDs and remains standard in MDN/browser docs; it’s broadly used alongside HTML/JS rather than being replaced by a successor.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 486
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CSS Architecture and Styling Catalog dimension db id 117
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
Programming Languages & Template Languages Catalog dimension db id 359
Library dimension (catalog)
Roles linked in library: Drupal Dev
-
Sitecore Development Languages Catalog dimension db id 438
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
Storefront Styling and Responsive Layout Catalog dimension db id 423
Library dimension (catalog)
Roles linked in library: Shopify Dev
-
Styling and Responsive Layout Catalog dimension db id 307
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CSS Architecture and Styling
css-architecture-and-styling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Storefront Styling and Responsive Layout
storefront-styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Styling and Responsive Layout
styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- XML (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Format
- Sub-category
- Markup Format
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: XML remains a common requirement in JDs for enterprise integration, SOAP, RSS, and config files; it’s still widely supported across major platforms rather than being sunset or replaced outright.
Skill profile (library / DB)
- Skill nature
- STANDARD
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 4
- Sub-category id
- 689
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Integration Protocols & Standards Catalog dimension db id 271
Library dimension (catalog)
Roles linked in library: Pega Developer
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- JSON (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Format
- Sub-category
- Data Interchange Format
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: JSON is a default data interchange format in APIs and web stacks; it appears in a very high volume of job descriptions and is supported by every major language/runtime.
Skill profile (library / DB)
- Skill nature
- STANDARD
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 4
- Sub-category id
- 1457
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Integration and Data Fetching Catalog dimension db id 127
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
API Interface and Contract Design Catalog dimension db id 289
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Integration Protocols & Standards Catalog dimension db id 271
Library dimension (catalog)
Roles linked in library: Pega Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
All API 3 persistence rows
Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.
| Skill | Tag | Dimension | Skill↔dim | Role↔dim | Outcome | Notes |
|---|---|---|---|---|---|---|
| Salesforce | in_db |
Vendor Product Families
vendor-product-families
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| GitHub | in_db |
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| GitHub | in_db |
CI/CD for Machine Learning
ci-cd-for-machine-learning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CI/CD | in_db |
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CI/CD | in_db |
CI/CD for Machine Learning
ci-cd-for-machine-learning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DevOps | in_db |
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DevOps | in_db |
Deployment and Release Patterns
deployment-and-release-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DevOps | in_db |
Infrastructure as Code
infrastructure-as-code
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
Standards, Protocols & Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
JavaScript and TypeScript
javascript-and-typescript
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
JavaScript for WordPress
javascript-for-wordpress
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTML | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTML | in_db |
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTML | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTML | in_db |
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS | in_db |
CSS Architecture and Styling
css-architecture-and-styling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS | in_db |
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS | in_db |
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS | in_db |
Storefront Styling and Responsive Layout
storefront-styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS | in_db |
Styling and Responsive Layout
styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| XML | in_db |
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| XML | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JSON | in_db |
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JSON | in_db |
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JSON | in_db |
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Lightning Flows | type=Cloud Platforms subtype=Salesforce nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Process Builder | type=Cloud Platforms subtype=Salesforce nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Apex | type=Programming Languages subtype=general nature=LANGUAGE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Visualforce | type=Web Frameworks subtype=Salesforce nature=LANGUAGE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Lightning Web Components | type=Web Frameworks subtype=Salesforce nature=LANGUAGE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Salesforce Lightning Design System | type=Web Frameworks subtype=Salesforce nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Sales Cloud | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Service Cloud | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Experience Cloud | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | SOAP UI | type=Testing Tools subtype=general nature=TOOL lifespan=SHORT_LIVED | |
| canonical_skill_proposed | Postman | type=Testing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Salesforce Lightning | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Lightning App Builder | type=Cloud Platforms subtype=Salesforce nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Lightning Component Framework | type=Web Frameworks subtype=Salesforce nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Trigger Framework | type=Cloud Platforms subtype=Salesforce nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Recursive Triggers | type=Cloud Platforms subtype=Salesforce nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Batch Apex | type=Cloud Platforms subtype=Salesforce nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Queueable Apex | type=Cloud Platforms subtype=Salesforce nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Future Methods | type=Cloud Platforms subtype=Salesforce nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Lightning Experience | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Aura Components | type=Web Frameworks subtype=Salesforce nature=TOOL lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Certifications
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [
"Advanced Developer Certification",
"Salesforce Admin",
"Platform Developer 1 (PD1)",
"Platform Developer 2 (PD2)"
],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 4,
"raw": "min 4+ years of experience in Salesforce development"
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Create and maintain Lightning",
"last_5_words": "high-quality and bug-free solutions"
},
"text": "\u2022 Create and maintain Lightning Flows/Process Builders, and quick actions\n\u2022 Design, develop, and implement custom solutions on the Salesforce platform, utilizing Apex, Visual force, Lightning Web Components, Salesforce Lightning Design System and other relevant technologies\n\u2022 Reviewing page analytics and finding possible improvements\n\u2022 Collaborate with business analysts and other developers to understand requirements, user stories, and technical specifications.\n\u2022 Develop efficient and scalable code for both front-end and back-end components of applications.\n\u2022 Implement Salesforce security and access controls\n\u2022 Stay up to date with the latest Salesforce releases, features, and industry trends to ensure our solutions remain innovative and competitive.\n\u2022 Test and debug Salesforce code to ensure high-quality and bug-free solutions",
"word_count": 139
},
{
"bullet_count": 6,
"heading": "Required Skill",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Should have experience in",
"last_5_words": "Salesforce development processes."
},
"text": "\u2022 Should have experience in Sales Cloud, Service Cloud and Experience Cloud\n\u2022 Experience with GitHub. CI/CD pipelines and DevOps practices\n\u2022 Must have REST-based services and tools like SOAP UI, Postman, etc., and Salesforce integration with other third-party applications.\n\u2022 Should have experience in Salesforce Lightning, Lightning Design System, Lightning App Builder, and Lightning Component Features.\n\u2022 Looking for experience in Trigger framework, Recursive Triggers, Asynchronous Framework Batch jobs, Queueable Apex, and Future methods\n\u2022 Contribute to continuous improvement initiatives for Salesforce development processes.",
"word_count": 116
},
{
"bullet_count": 5,
"heading": "RequirementsQualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Should have min 4+ years",
"last_5_words": "CSS, XML and JSON"
},
"text": "\u2022 Should have min 4+ years of experience in Salesforce development, with LWC.\n\u2022 Preferred Advanced Developer Certification, Salesforce Admin, Platform Developer 1 (PD1), Platform Developer 2 (PD2), JavaScript, and App Developer.\n\u2022 Strong knowledge of the Salesforce platform, including Lightning Experience, Aura components, and Apex\n\u2022 Good knowledge of lightning framework concepts like Lifecycle hooks, composition, data services, LMS, etc.\n\u2022 Proficiency in JavaScript, HTML, CSS, XML and JSON",
"word_count": 85
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Salesforce"
},
{
"is_primary": true,
"skill_name": "Lightning Flows"
},
{
"is_primary": true,
"skill_name": "Process Builder"
},
{
"is_primary": true,
"skill_name": "Apex"
},
{
"is_primary": true,
"skill_name": "Visualforce"
},
{
"is_primary": true,
"skill_name": "Lightning Web Components"
},
{
"is_primary": true,
"skill_name": "Salesforce Lightning Design System"
},
{
"is_primary": true,
"skill_name": "Sales Cloud"
},
{
"is_primary": true,
"skill_name": "Service Cloud"
},
{
"is_primary": true,
"skill_name": "Experience Cloud"
},
{
"is_primary": true,
"skill_name": "GitHub"
},
{
"is_primary": true,
"skill_name": "CI/CD"
},
{
"is_primary": true,
"skill_name": "DevOps"
},
{
"is_primary": true,
"skill_name": "REST"
},
{
"is_primary": false,
"skill_name": "SOAP UI"
},
{
"is_primary": false,
"skill_name": "Postman"
},
{
"is_primary": true,
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},
{
"is_primary": true,
"skill_name": "Lightning App Builder"
},
{
"is_primary": true,
"skill_name": "Lightning Component Framework"
},
{
"is_primary": true,
"skill_name": "Trigger Framework"
},
{
"is_primary": true,
"skill_name": "Recursive Triggers"
},
{
"is_primary": true,
"skill_name": "Batch Apex"
},
{
"is_primary": true,
"skill_name": "Queueable Apex"
},
{
"is_primary": true,
"skill_name": "Future Methods"
},
{
"is_primary": true,
"skill_name": "Lightning Experience"
},
{
"is_primary": true,
"skill_name": "Aura Components"
},
{
"is_primary": true,
"skill_name": "JavaScript"
},
{
"is_primary": true,
"skill_name": "HTML"
},
{
"is_primary": true,
"skill_name": "CSS"
},
{
"is_primary": true,
"skill_name": "XML"
},
{
"is_primary": true,
"skill_name": "JSON"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [
"Advanced Developer Certification",
"Salesforce Admin",
"Platform Developer 1 (PD1)",
"Platform Developer 2 (PD2)"
],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 4,
"raw": "min 4+ years of experience in Salesforce development"
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Create and maintain Lightning",
"last_5_words": "high-quality and bug-free solutions"
},
"text": "\u2022 Create and maintain Lightning Flows/Process Builders, and quick actions\n\u2022 Design, develop, and implement custom solutions on the Salesforce platform, utilizing Apex, Visual force, Lightning Web Components, Salesforce Lightning Design System and other relevant technologies\n\u2022 Reviewing page analytics and finding possible improvements\n\u2022 Collaborate with business analysts and other developers to understand requirements, user stories, and technical specifications.\n\u2022 Develop efficient and scalable code for both front-end and back-end components of applications.\n\u2022 Implement Salesforce security and access controls\n\u2022 Stay up to date with the latest Salesforce releases, features, and industry trends to ensure our solutions remain innovative and competitive.\n\u2022 Test and debug Salesforce code to ensure high-quality and bug-free solutions",
"word_count": 139
},
{
"bullet_count": 6,
"heading": "Required Skill",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Should have experience in",
"last_5_words": "Salesforce development processes."
},
"text": "\u2022 Should have experience in Sales Cloud, Service Cloud and Experience Cloud\n\u2022 Experience with GitHub. CI/CD pipelines and DevOps practices\n\u2022 Must have REST-based services and tools like SOAP UI, Postman, etc., and Salesforce integration with other third-party applications.\n\u2022 Should have experience in Salesforce Lightning, Lightning Design System, Lightning App Builder, and Lightning Component Features.\n\u2022 Looking for experience in Trigger framework, Recursive Triggers, Asynchronous Framework Batch jobs, Queueable Apex, and Future methods\n\u2022 Contribute to continuous improvement initiatives for Salesforce development processes.",
"word_count": 116
},
{
"bullet_count": 5,
"heading": "RequirementsQualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Should have min 4+ years",
"last_5_words": "CSS, XML and JSON"
},
"text": "\u2022 Should have min 4+ years of experience in Salesforce development, with LWC.\n\u2022 Preferred Advanced Developer Certification, Salesforce Admin, Platform Developer 1 (PD1), Platform Developer 2 (PD2), JavaScript, and App Developer.\n\u2022 Strong knowledge of the Salesforce platform, including Lightning Experience, Aura components, and Apex\n\u2022 Good knowledge of lightning framework concepts like Lifecycle hooks, composition, data services, LMS, etc.\n\u2022 Proficiency in JavaScript, HTML, CSS, XML and JSON",
"word_count": 85
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "a994e325-a47b-47ae-9bb2-1c1d77333ff7",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
"sentence": "Develop efficient and scalable code for both front-end and back-end components of applications.",
"similarity": 0.6057
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Collaborate with business analysts and other developers to understand requirements, user stories, and technical specifications.",
"similarity": 0.5703
},
{
"kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
"sentence": "Design, develop, and implement custom solutions on the Salesforce platform, utilizing Apex, Visual force, Lightning Web Components, Salesforce Lightning Design System and other relevant technologies",
"similarity": 0.4557
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5439,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with business analysts and other developers to understand requirements, user stories, and technical specifications.",
"similarity": 0.5583
},
{
"kra_text": "structure reusable application code",
"sentence": "Develop efficient and scalable code for both front-end and back-end components of applications.",
"similarity": 0.5227
},
{
"kra_text": "Implement user-facing screens and flows",
"sentence": "Create and maintain Lightning Flows/Process Builders, and quick actions",
"similarity": 0.496
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5256,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate with business analysts and other developers to understand requirements, user stories, and technical specifications.",
"similarity": 0.5575
},
{
"kra_text": "Angular component development",
"sentence": "Develop efficient and scalable code for both front-end and back-end components of applications.",
"similarity": 0.4913
},
{
"kra_text": "code review and refactoring",
"sentence": "Test and debug Salesforce code to ensure high-quality and bug-free solutions",
"similarity": 0.4659
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5049,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Python Backend Developer",
"kra_matches": [
{
"kra_text": "Design backend endpoints and request handling",
"sentence": "Develop efficient and scalable code for both front-end and back-end components of applications.",
"similarity": 0.5452
},
{
"kra_text": "Build service and external integrations",
"sentence": "Must have REST-based services and tools like SOAP UI, Postman, etc. , and Salesforce integration with other third-party applications.",
"similarity": 0.4841
},
{
"kra_text": "Support background jobs and async workflows",
"sentence": "Looking for experience in Trigger framework, Recursive Triggers, Asynchronous Framework Batch jobs, Queueable Apex, and Future methods",
"similarity": 0.4759
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 80,
"score": 0.5017,
"slug": "python-backend-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Develop efficient and scalable code for both front-end and back-end components of applications.",
"similarity": 0.5646
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Collaborate with business analysts and other developers to understand requirements, user stories, and technical specifications.",
"similarity": 0.515
},
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Design, develop, and implement custom solutions on the Salesforce platform, utilizing Apex, Visual force, Lightning Web Components, Salesforce Lightning Design System and other relevant technologies",
"similarity": 0.4188
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.4995,
"slug": "frontend-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Pega Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"HTML",
"JSON",
"JavaScript",
"REST",
"XML"
],
"role_id": 24,
"score": 0.1724,
"slug": "pega-developer",
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},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"CSS",
"JSON",
"JavaScript",
"REST"
],
"role_id": 435,
"score": 0.1379,
"slug": "fullstack-developer",
"total_count": 29
},
{
"display_name": "Fullstack Developer",
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"matched_count": 4,
"matched_skills": [
"CSS",
"JSON",
"JavaScript",
"REST"
],
"role_id": 15,
"score": 0.1379,
"slug": "full-stack-engineer",
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},
{
"display_name": "Sitecore Dev",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"CSS",
"HTML",
"JavaScript",
"REST"
],
"role_id": 233,
"score": 0.1379,
"slug": "sitecore-dev",
"total_count": 29
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"CSS",
"JSON",
"JavaScript"
],
"role_id": 7,
"score": 0.1034,
"slug": "frontend-engineer",
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}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Salesforce Developer (Apex/LWC)",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 109,
"score": 0.98,
"slug": "salesforce-developer-apex-lwc",
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},
"confidence": 0.98,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Salesforce platform development",
"Front-end and back-end application development",
"Salesforce integrations",
"Security and access control implementation",
"DevOps and CI/CD",
"Lightning component development",
"Code testing and debugging",
"Salesforce development process improvement"
],
"matched_kras": [
"Create and maintain Lightning Flows/Process Builders",
"Design, develop, and implement custom solutions",
"Collaborate with business analysts and other developers",
"Develop efficient and scalable code",
"Implement Salesforce security and access controls",
"Test and debug Salesforce code",
"Contribute to continuous improvement initiatives"
],
"matched_skills": [
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"Process Builders",
"quick actions",
"Apex",
"Visual force",
"Lightning Web Components",
"Salesforce Lightning Design System",
"Sales Cloud",
"Service Cloud",
"Experience Cloud",
"GitHub",
"CI/CD pipelines",
"REST-based services",
"SOAP UI",
"Postman"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Salesforce; The JD is centered on hands-on Salesforce platform development with Apex, LWC, integrations, security, and DevOps, which best matches a Salesforce Developer role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 7,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1411,
"r_and_r_preview": "\u2022 Create and maintain Lightning Flows/Process Builders, and quick actions\n\u2022 Design, develop, and implement custom solutions on the Salesforce platform, utilizing Apex, Visual force, Lightning Web Comp",
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"role_slug": "salesforce-developer-apex-lwc",
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},
"new_skills_attached": [
{
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"queue_id": 19189,
"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
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},
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"is_primary": true,
"queue_id": 19190,
"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Process Builder",
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},
{
"is_primary": true,
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"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Apex",
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},
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"is_primary": true,
"queue_id": 19192,
"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Visualforce",
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},
{
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"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Lightning Web Components",
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},
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"skill_name": "Salesforce Lightning Design System",
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},
{
"is_primary": true,
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"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Sales Cloud",
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},
{
"is_primary": true,
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"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Service Cloud",
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},
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"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Experience Cloud",
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},
{
"is_primary": false,
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},
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"is_primary": false,
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"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Postman",
"status": "pending"
},
{
"is_primary": true,
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"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Salesforce Lightning",
"status": "pending"
},
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"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Lightning App Builder",
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},
{
"is_primary": true,
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"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Lightning Component Framework",
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},
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"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Trigger Framework",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 19205,
"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Recursive Triggers",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 19206,
"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Batch Apex",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 19207,
"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Queueable Apex",
"status": "pending"
},
{
"is_primary": true,
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"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Future Methods",
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},
{
"is_primary": true,
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"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Lightning Experience",
"status": "pending"
},
{
"is_primary": true,
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"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Aura Components",
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}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
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"alias_persisted": false,
"existing_alias_id": 6567,
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"matched_canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
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"typical_lifespan": "EVERGREEN",
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 541,
"existing_alias_text": "GitHub",
"input_term": "GitHub",
"matched_canonical": {
"category_id": 9,
"display_name": "GitHub",
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "github",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1826,
"existing_alias_text": "CI/CD",
"input_term": "CI/CD",
"matched_canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "ci-cd",
"sub_category_id": 900,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1852,
"existing_alias_text": "DevOps",
"input_term": "DevOps",
"matched_canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
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"typical_lifespan": "EVERGREEN",
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 106,
"existing_alias_text": "REST",
"input_term": "REST",
"matched_canonical": {
"category_id": 2,
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
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"typical_lifespan": "EVERGREEN",
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1028,
"existing_alias_text": "JavaScript",
"input_term": "JavaScript",
"matched_canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
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"typical_lifespan": "EVERGREEN",
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2627,
"existing_alias_text": "HTML",
"input_term": "HTML",
"matched_canonical": {
"category_id": 6,
"display_name": "HTML",
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "html",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1107,
"existing_alias_text": "CSS",
"input_term": "CSS",
"matched_canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
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"typical_lifespan": "EVERGREEN",
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2600,
"existing_alias_text": "XML",
"input_term": "XML",
"matched_canonical": {
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"is_also_category": false,
"is_extractable": true,
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"typical_lifespan": "EVERGREEN",
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 3018,
"existing_alias_text": "JSON",
"input_term": "JSON",
"matched_canonical": {
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"is_extractable": true,
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},
"matched_via": "alias"
}
],
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},
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},
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"slug": "ml-engineer",
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},
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},
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},
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},
{
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},
{
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},
{
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},
{
"display_name": "PHP Backend Developer",
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},
{
"display_name": "Python Backend Developer",
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"slug": "python-backend-developer",
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},
{
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},
{
"display_name": "Scala Backend Developer",
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"role_archetype": "Engineering",
"slug": "scala-backend-developer",
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},
{
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},
{
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},
{
"display_name": "Hybrid Mobile Developer",
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],
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},
{
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]
},
{
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{
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},
{
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}
],
"canonical": {
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"is_extractable": true,
"skill_nature": "LANGUAGE",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
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{
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]
},
{
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"display_name": "Programming Languages \u0026 Template Languages",
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"rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
"slug": "programming-languages-template-languages",
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},
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{
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}
]
},
{
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},
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"roles_from_db": []
},
{
"dimension": {
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"display_name": "Sitecore Development Languages",
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"source": "db"
},
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}
]
}
],
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"new_skill_meta": null,
"source_tag": "db",
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},
{
"aliases_in_db": [
{
"alias_text": "CSS",
"alias_type": "CANONICAL",
"id": 1107,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 6,
"display_name": "CSS",
"id": 623,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "css",
"sub_category_id": 486,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "CSS Architecture and Styling",
"id": 117,
"rationale": "Styling systems and layout techniques used to create responsive, maintainable visual presentation in the browser. Frontend engineers need this to translate design intent into consistent interfaces.",
"slug": "css-architecture-and-styling",
"source": "db"
},
"input_skill": "CSS",
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{
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},
{
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},
{
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},
{
"display_name": "React Frontend Developer",
"id": 89,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
"source": "db"
},
{
"display_name": "Svelte Frontend Developer",
"id": 92,
"rationale": null,
"role_archetype": "Engineering",
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"source": "db"
},
{
"display_name": "Vue Frontend Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 Template Languages",
"id": 359,
"rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
"slug": "programming-languages-template-languages",
"source": "db"
},
"input_skill": "CSS",
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{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
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"source": "db"
}
]
},
{
"dimension": {
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"rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
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},
"input_skill": "CSS",
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{
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Storefront Styling and Responsive Layout",
"id": 423,
"rationale": "Visual presentation work for Shopify storefronts, including layout, spacing, typography, and responsive behavior. This is a coherent cluster because theme developers must translate commerce designs into usable storefront pages.",
"slug": "storefront-styling-and-responsive-layout",
"source": "db"
},
"input_skill": "CSS",
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"roles_from_db": [
{
"display_name": "Shopify Dev",
"id": 230,
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"role_archetype": "Engineering",
"slug": "shopify-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Styling and Responsive Layout",
"id": 307,
"rationale": "Visual presentation techniques used to translate design requirements into usable Angular interfaces. This includes layout, theming, spacing, and responsive behavior across screen sizes.",
"slug": "styling-and-responsive-layout",
"source": "db"
},
"input_skill": "CSS",
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"roles_from_db": [
{
"display_name": "Angular Frontend Developer",
"id": 90,
"rationale": null,
"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
"source": "db"
}
]
}
],
"input_skill": "CSS",
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"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "XML",
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"id": 2600,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 4,
"display_name": "XML",
"id": 1636,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "STANDARD",
"slug": "xml",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
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{
"dimension": {
"difficulty_hint": "well_known",
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},
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}
]
},
{
"dimension": {
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},
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}
],
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"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "JSON",
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"id": 3018,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "API Integration and Data Fetching",
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"rationale": "Client-side integration with backend endpoints and third-party services, including request shaping, response handling, and synchronization with UI state. This is central to frontend work because most screens depend on remote data.",
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},
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},
{
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}
]
},
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},
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},
{
"display_name": "Go Backend Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "Kotlin Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
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},
{
"display_name": "Node.js Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
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},
{
"display_name": "PHP Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
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},
{
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"role_archetype": "Engineering",
"slug": "python-backend-developer",
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},
{
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},
{
"display_name": "Scala Backend Developer",
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"role_archetype": "Engineering",
"slug": "scala-backend-developer",
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}
]
},
{
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},
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}
]
}
],
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"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Lightning Flows",
"Process Builder",
"Apex",
"Visualforce",
"Lightning Web Components",
"Salesforce Lightning Design System",
"Sales Cloud",
"Service Cloud",
"Experience Cloud",
"SOAP UI",
"Postman",
"Salesforce Lightning",
"Lightning App Builder",
"Lightning Component Framework",
"Trigger Framework",
"Recursive Triggers",
"Batch Apex",
"Queueable Apex",
"Future Methods",
"Lightning Experience",
"Aura Components"
]
}
API 3 — final-role-output
{
"chosen_role": {
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"rationale": "Domain=Salesforce; The JD is centered on hands-on Salesforce platform development with Apex, LWC, integrations, security, and DevOps, which best matches a Salesforce Developer role.",
"role_archetype": null,
"slug": "salesforce-developer-apex-lwc",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Salesforce",
"tag": "in_db"
},
{
"skill": "Lightning Flows",
"tag": "new"
},
{
"skill": "Process Builder",
"tag": "new"
},
{
"skill": "Apex",
"tag": "new"
},
{
"skill": "Visualforce",
"tag": "new"
},
{
"skill": "Lightning Web Components",
"tag": "new"
},
{
"skill": "Salesforce Lightning Design System",
"tag": "new"
},
{
"skill": "Sales Cloud",
"tag": "new"
},
{
"skill": "Service Cloud",
"tag": "new"
},
{
"skill": "Experience Cloud",
"tag": "new"
},
{
"skill": "GitHub",
"tag": "in_db"
},
{
"skill": "CI/CD",
"tag": "in_db"
},
{
"skill": "DevOps",
"tag": "in_db"
},
{
"skill": "REST",
"tag": "in_db"
},
{
"skill": "SOAP UI",
"tag": "new"
},
{
"skill": "Postman",
"tag": "new"
},
{
"skill": "Salesforce Lightning",
"tag": "new"
},
{
"skill": "Lightning App Builder",
"tag": "new"
},
{
"skill": "Lightning Component Framework",
"tag": "new"
},
{
"skill": "Trigger Framework",
"tag": "new"
},
{
"skill": "Recursive Triggers",
"tag": "new"
},
{
"skill": "Batch Apex",
"tag": "new"
},
{
"skill": "Queueable Apex",
"tag": "new"
},
{
"skill": "Future Methods",
"tag": "new"
},
{
"skill": "Lightning Experience",
"tag": "new"
},
{
"skill": "Aura Components",
"tag": "new"
},
{
"skill": "JavaScript",
"tag": "in_db"
},
{
"skill": "HTML",
"tag": "in_db"
},
{
"skill": "CSS",
"tag": "in_db"
},
{
"skill": "XML",
"tag": "in_db"
},
{
"skill": "JSON",
"tag": "in_db"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
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"dimension": {
"difficulty_hint": "well_known",
"display_name": "Vendor Product Families",
"id": 477,
"rationale": "Coordinate usage, licensing, and architecture decisions for major vendor software and cloud product families.",
"slug": "vendor-product-families",
"source": "db"
},
"dimension_id": 477,
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4632,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "CI/CD Pipeline Platforms",
"id": 150,
"rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
"slug": "ci-cd-pipeline-platforms",
"source": "db"
},
"dimension_id": 150,
"input_skill": "GitHub",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
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}
],
"skill_dimension_saved": true,
"skill_id": 280,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "CI/CD for Machine Learning",
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"rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
"slug": "ci-cd-for-machine-learning",
"source": "db"
},
"dimension_id": 56,
"input_skill": "GitHub",
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
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"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
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"rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
"slug": "ci-cd-pipeline-platforms",
"source": "db"
},
"dimension_id": 150,
"input_skill": "CI/CD",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "DevOps Engineer",
"id": 10,
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"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1190,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "CI/CD for Machine Learning",
"id": 56,
"rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
"slug": "ci-cd-for-machine-learning",
"source": "db"
},
"dimension_id": 56,
"input_skill": "CI/CD",
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "ML Engineer",
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"role_archetype": null,
"slug": "ml-engineer",
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}
],
"skill_dimension_saved": true,
"skill_id": 1190,
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