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Pipeline run

a6926444-63b7-4c0e-bf50-e46049e291a4

Pipeline LLM cost (USD)
API 1: $0.0083 API 2: $0.0002 API 3: $0.0000 Total: $0.0084

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Maintenance & Security
Maintain and update Salesforce Commerce Cloud B2C sites, improving code quality, security, and stability across varied client projects. Day to day you’ll work in an existing codebase with JavaScript/Node.js, SFRA, and web tech to deliver fixes and enhancements under tight deadlines.
""keeping our customers' websites sustainable and up to date based on today’s standards""
Tech stack maturity
Mainstream Modern
Salesforce development with Apex/LWC and JavaScript-based web skills aligns with a widely adopted, current enterprise platform stack rather than bleeding-edge or legacy technology.
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 (10)
Salesforce Commerce Cloud B2C Agile JavaScript Node.js HTML CSS AJAX jQuery MVC SFRA
Skill cluster (5 dimension groups, role-scoped)
JavaScript and TypeScript
JavaScript Node.js
Application Architecture and Code Organization
MVC
Application Frameworks & Libraries
jQuery
Styling and Responsive Layout
CSS
Cross-cutting / unaligned
Salesforce Commerce Cloud B2C Agile HTML AJAX SFRA
Show KRA description ↓
As a Salesforce Commerce Cloud Developer, you will continuously put effort into keeping our customers' websites sustainable and up to date based on today’s standards. We take maintenance & security very seriously and set as a high standard for all our clients. You will be working in a fast-paced work environment catered to our client needs and at the same time on a range of different projects, both big and small. If you enjoy a dynamic work atmosphere where no day is the same and love improving the quality of the code and services we provide to our clients then this is the role for you. The ideal candidate will have: • An excellent understanding of the spoken and written English language; • Proven track record of working effectively with global teams, understanding cultural nuances and communication styles; • Solid experience in Agile methodologies, with the ability to foster an environment of continuous improvement and adaptability; • Exceptional decision-making capabilities, with a focus on delivering results under tight deadlines; • Strong communication skills, both written and verbal, with the ability to engage stakeholders across various levels; • A proactive approach to problem-solving and project management, anticipating challenges and addressing them efficiently; • Flexibility to work in European time zones, including participation in pager duty or a 24/7 rotation. • Have at least 5 years of experience with Salesforce Commerce Cloud B2C; • Completed at least one Salesforce Commerce Cloud B2C project in the past; • Are comfortable working in an existing codebase and can adapt your coding style to it; • Are a web developer with knowledge of JavaScript / NodeJS; • Have a good experience with web technologies like JavaScript, HTML, CSS, AJAX, and jQuery; • Have experience with MVC design patterns; • Have SFRA experience and understand how to use it; • Have basic knowledge of process modelling and software architecture.

Signals

Skill fullstack-developer
0.40
Alias
KRA full-stack-engineer
0.49

Post-classification

Centroidupdated · n=6
Alias collision log
New-role queue
New skills captured3
New KRA capturedyes

Captured for admin review

Salesforce Commerce Cloud B2C primary Salesforce Developer (Apex/LWC) pending
AJAX primary Salesforce Developer (Apex/LWC) pending
SFRA primary Salesforce Developer (Apex/LWC) pending
R&R fragment (sim 0.00) Salesforce Developer (Apex/LWC) pending

As a Salesforce Commerce Cloud Developer, you will continuously put effort into keeping our customers' websites sustainable and up to date based on today’s standards. We take maintenance & security ve…

Status: completed Created: 2026-05-27T15:24:23.570170Z Updated: 2026-06-12T16:31:31.938663Z API 3 duration: 51343 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Salesforce Developer (Apex/LWC)

domain · Salesforce CASE DOMAIN

slug: salesforce-developer-apex-lwc · id: 109 · source: db

Domain=Salesforce; The JD is for a hands-on Salesforce Commerce Cloud B2C web developer with JavaScript, SFRA, MVC, and maintenance/security responsibilities, which best aligns with a Salesforce developer role rather than admin, consultant, or architect.

Matched skills

Salesforce Commerce Cloud B2CJavaScriptNodeJSHTMLCSSAJAXjQueryMVCSFRAAgile methodologiesprocess modellingsoftware architecturepager duty

Matched dimensions

E-commerce web developmentPlatform maintenance and securityAgile delivery and continuous improvementStakeholder communicationGlobal team collaborationProblem-solving and project management

Matched KRAs

Keeping customers' websites sustainable and up to dateWorking in a fast-paced work environmentImprove the quality of the code and servicesDelivering results under tight deadlinesAdapt your coding style to an existing codebaseHave SFRA experience and understand how to use itParticipation in pager duty or a 24/7 rotation

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

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

Job description

This position sits within our Experience & Engineering business unit as part of a new International Delivery Centre. We primarily deliver large-scale website design and build projects, combining our skills in developing future-ready technical solutions with our expertise in creating beautiful designs to help clients including Google, TikTok, eBay, ASOS, Zoopla, Twitch, Patagonia and many, many more.

We are currently in the process of creating a new International Delivery Centre in India, focussed on delivering award winning work for a range of global clients. We are looking for a number of experts who can help set the standard in the new centre whilst starting to work on a range of exciting digital projects. The role will require some shift working to accommodate working with our global teams.

Job Purpose

As a Salesforce Commerce Cloud Developer, you will continuously put effort into keeping our customers' websites sustainable and up to date based on today’s standards. We take maintenance & security very seriously and set as a high standard for all our clients.

You will be working in a fast-paced work environment catered to our client needs and at the same time on a range of different projects, both big and small. If you enjoy a dynamic work atmosphere where no day is the same and love improving the quality of the code and services we provide to our clients then this is the role for you.

What We Are Looking For

The ideal candidate will have:

• An excellent understanding of the spoken and written English language;
• Proven track record of working effectively with global teams, understanding cultural nuances and communication styles;
• Solid experience in Agile methodologies, with the ability to foster an environment of continuous improvement and adaptability;
• Exceptional decision-making capabilities, with a focus on delivering results under tight deadlines;
• Strong communication skills, both written and verbal, with the ability to engage stakeholders across various levels;
• A proactive approach to problem-solving and project management, anticipating challenges and addressing them efficiently;
• Flexibility to work in European time zones, including participation in pager duty or a 24/7 rotation.



Technical Skills

• Have at least 5 years of experience with Salesforce Commerce Cloud B2C;
• Completed at least one Salesforce Commerce Cloud B2C project in the past;
• Are comfortable working in an existing codebase and can adapt your coding style to it;
• Are a web developer with knowledge of JavaScript / NodeJS;
• Have a good experience with web technologies like JavaScript, HTML, CSS, AJAX, and jQuery;
• Have experience with MVC design patterns;
• Have SFRA experience and understand how to use it;
• Have basic knowledge of process modelling and software architecture.



WHO ARE WE?

We are pioneers at heart. What does that mean? We are always looking forward, thinking of what we can create tomorrow that does not exist today. We were born digital and we are a new model of agency, with a deep skillset in tech and marketing. That’s why we hire curious, self-driven, talented people who never stop innovating.

Our culture is big enough to cope and small enough to care. With people across 30+ countries, we’re big enough to provide you with the best tools, global opportunities, and benefits that help you thrive. While acting small by investing in you, your growth, and your team, and giving you the autonomy to solve our client's problems, no matter where you are in the world.

DEPT® is committed to making a positive impact on the planet and since 2021 has been Climate Neutral and B Corporation certified.

DIVERSITY, EQUITY & INCLUSION

At DEPT®, we take pride in creating an inclusive workplace where everyone has an equal opportunity to thrive. We actively seek to recruit, develop, nurture, and retain talented individuals from diverse backgrounds, with varying skills and perspectives.

Not sure you meet all qualifications? Apply, and let us decide! Research shows that women and members of underrepresented groups tend not to apply for jobs when they think they may not meet every requirement, when in fact they do. We believe in giving everyone a fair chance to shine.

We also encourage you to reach out to us and discuss any reasonable adjustments we can make to support you throughout the recruitment process and your time with us.

Want to know more about our dedication to diversity, equity, and inclusion? Check out our efforts here.

Skills from this JD

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

Salesforce Commerce Cloud B2C Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Agile Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3594
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: JavaScript id=607 · javascript

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)

AJAX Angular Babel DOM DOM manipulation ES6 Express JSON Node.js REST RESTful React TypeScript Vue Vue.js Webpack async/await asynchronous callback callback functions closure event-driven jQuery npm promises

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)
Node.js Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Node.js id=1564 · node-js

Aliases — catalog

  • Node.js (CANONICAL) primary
  • Node 20 LTS (VERSION)
  • Node 20.x (VERSION)
  • Node.js 20 (VERSION)
  • Node.js 20 LTS (VERSION)
  • Node.js 20.x (VERSION)
  • node (VERSION)
  • node 10 (VERSION)
  • node 12 (VERSION)
  • node 14 (VERSION)
  • node 16 (VERSION)
  • node 18 (VERSION)
  • node 20 (VERSION)
  • node v10 (VERSION)
  • node v12 (VERSION)
  • node v14 (VERSION)
  • node v16 (VERSION)
  • node v18 (VERSION)
  • node v20 (VERSION)
  • node.js (VERSION)
  • node.js 10 (VERSION)
  • node.js 12 (VERSION)
  • node.js 14 (VERSION)
  • node.js 16 (VERSION)
  • node.js 18 (VERSION)
  • node.js 20 (VERSION)
  • nodejs (VERSION)
  • nodejs 10 (VERSION)
  • nodejs 12 (VERSION)
  • nodejs 14 (VERSION)
  • nodejs 16 (VERSION)
  • nodejs 18 (VERSION)
  • nodejs 20 (VERSION)

Context tags (catalog)

API Asynchronous Event-driven Express GraphQL JavaScript Jest Koa Microservices Middleware Mocha MongoDB Mongoose NestJS RESTful Socket.io TypeScript npm

Stored enrichment (catalog DB)

Category
Runtime
Sub-category
Javascript Runtime
Vendor
OpenJS Foundation
License
mit
Year introduced
2009
Confidence
0.99
Version strategy
SEPARATE_ENTITY
Version tag
20

Maturity reasoning: Node.js appears in high-volume job postings across backend/full-stack roles and is a standard runtime in major cloud/vendor docs and ecosystem tooling, indicating broad hiring-pipeline adoption.

Skill profile (library / DB)

Skill nature
RUNTIME
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
67
Sub-category id
1872
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • 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

  • Web Application Frameworks Catalog dimension db id 2

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer, Java Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Web Application Frameworks
web-application-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
HTML Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: HTML id=1657 · html

Aliases — catalog

  • HTML (CANONICAL) primary

Context tags (catalog)

ARIA CSS DOM HTML5 JavaScript SEO SVG W3C W3C standards canvas forms front-end development markup validation meta tags microdata responsive design semantic markup web accessibility web components

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)
CSS Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: CSS id=623 · css

Aliases — catalog

  • CSS (CANONICAL) primary

Context tags (catalog)

Animations BEM Bootstrap Box Model CSS Modules CSS Variables Flexbox Frameworks Grid LESS Less Media Queries Positioning PostCSS Preprocessors Pseudo-classes Responsive Design SCSS SMACSS Sass Selectors Styling Tailwind CSS Transitions Z-index animation media queries pseudo-elements responsive design styled-components

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

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Web Frameworks
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
jQuery Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: jQuery id=1968 · jquery

Aliases — catalog

  • jQuery (CANONICAL) primary

Context tags (catalog)

$.ajax() $.getJSON() AJAX DOM manipulation JSON JSON parsing UI components animations callback functions chaining cross-browser deferred deferred objects deferreds event handling jQuery Mobile jQuery UI lightweight minification mobile support mobile-first plugins responsive design selecting elements selectors

Stored enrichment (catalog DB)

Category
Library
Sub-category
Javascript Library
Vendor
jQuery Foundation
License
mit
Year introduced
2006
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: jQuery still appears in legacy JDs, but modern frontend stacks have largely replaced it with React/Vue/Angular and native DOM APIs; greenfield demand is low and declining.

Skill profile (library / DB)

Skill nature
LIBRARY
Volatility
DEPRECATED
Typical lifespan
EVERGREEN
Category id
7
Sub-category id
1470
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Application Frameworks & Libraries Catalog dimension db id 451

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Frameworks & Libraries Catalog dimension db id 360

    Library dimension (catalog)

    Roles linked in library: Drupal Dev, Engineering Manager

  • JavaScript Checkout Behavior Catalog dimension db id 393

    Library dimension (catalog)

    Roles linked in library: Magento Dev

  • Storefront JavaScript and DOM Behavior Catalog dimension db id 422

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

  • Web UI & Integration Frameworks Catalog dimension db id 268

    Library dimension (catalog)

    Roles linked in library: Pega Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Application Frameworks & Libraries
application-frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Frameworks & Libraries
frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript Checkout Behavior
javascript-checkout-behavior
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)
Web UI & Integration Frameworks
web-ui-integration-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
MVC Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: MVC id=505 · mvc

Aliases — catalog

  • MVC (CANONICAL) primary

Context tags (catalog)

ASP.NET ASP.NET MVC Angular Backend Controller Data binding Dependency injection Express.js Flask Frontend Laravel Model Model-View-Controller RESTful Rails React Routing Ruby on Rails Separation of concerns Spring MVC UI components View action methods controller data binding dependency injection event handling layout pages model partial views routing separation of concerns state management template engine templating view

Stored enrichment (catalog DB)

Category
Architecture
Sub-category
Model View Controller
Year introduced
1979
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: MVC remains a standard web/app architecture in many job descriptions and frameworks (e.g., ASP.NET MVC, Spring MVC, Rails), with no vendor sunset or replacement making it obsolete.

Skill profile (library / DB)

Skill nature
PATTERN
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
1
Sub-category id
2462
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • ASP.NET Core Web Frameworks Catalog dimension db id 363

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer

  • App Architecture and Dependency Injection Catalog dimension db id 94

    Library dimension (catalog)

    Roles linked in library: Android Developer, iOS Developer

  • Application Architecture and Code Organization Catalog dimension db id 220

    Library dimension (catalog)

    Roles linked in library: Fullstack Developer, Fullstack Developer

  • Native Mobile App Architecture and Dependency Injection Catalog dimension db id 273

    Library dimension (catalog)

    Roles linked in library: Native Mobile Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
ASP.NET Core Web Frameworks
asp-net-core-web-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Application Architecture and Code Organization
application-architecture-and-code-organization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SFRA Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Web Frameworks
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

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
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Cross-Platform App Languages
cross-platform-app-languages
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JavaScript in_db
JavaScript and TypeScript
javascript-and-typescript
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JavaScript in_db
JavaScript for WordPress
javascript-for-wordpress
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JavaScript in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
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JavaScript in_db
Programming Languages
programming-languages
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JavaScript in_db
Programming Languages & DSLs
programming-languages-dsls
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JavaScript in_db
Programming Languages & Template Languages
programming-languages-template-languages
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JavaScript in_db
Sitecore Development Languages
sitecore-development-languages
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JavaScript in_db
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
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Node.js in_db
JavaScript and TypeScript
javascript-and-typescript
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Node.js in_db
Web Application Frameworks
web-application-frameworks
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HTML in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
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HTML in_db
Programming Languages & Template Languages
programming-languages-template-languages
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HTML in_db
React Frontend Development
d_init_01
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HTML in_db
Sitecore Development Languages
sitecore-development-languages
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CSS in_db
CSS Architecture and Styling
css-architecture-and-styling
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CSS in_db
Programming Languages & Template Languages
programming-languages-template-languages
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CSS in_db
Sitecore Development Languages
sitecore-development-languages
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CSS in_db
Storefront Styling and Responsive Layout
storefront-styling-and-responsive-layout
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CSS in_db
Styling and Responsive Layout
styling-and-responsive-layout
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jQuery in_db
Application Frameworks & Libraries
application-frameworks-libraries
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jQuery in_db
Frameworks & Libraries
frameworks-libraries
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JavaScript Checkout Behavior
javascript-checkout-behavior
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jQuery in_db
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storefront-javascript-and-dom-behavior
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Web UI & Integration Frameworks
web-ui-integration-frameworks
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MVC in_db
ASP.NET Core Web Frameworks
asp-net-core-web-frameworks
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MVC in_db
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
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MVC in_db
Application Architecture and Code Organization
application-architecture-and-code-organization
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Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
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Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Salesforce Commerce Cloud B2C | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed AJAX | type=Web Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed SFRA | type=Web Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSalesforce Commerce Cloud Developer
CompanyDEPT®
Experienceat least 5 years of experience with Salesforce Commerce Cloud B2C
DomainIT Services & Consulting
Location India (hybrid)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "We are pioneers at heart.",
      "last_5_words": "Climate Neutral and B Corporation certified."
    },
    "text": "We are pioneers at heart. What does that mean? We are always looking forward, thinking of what we can create tomorrow that does not exist today. We were born digital and we are a new model of agency, with a deep skillset in tech and marketing. That\u2019s why we hire curious, self-driven, talented people who never stop innovating.\n\nOur culture is big enough to cope and small enough to care. With people across 30+ countries, we\u2019re big enough to provide you with the best tools, global opportunities, and benefits that help you thrive. While acting small by investing in you, your growth, and your team, and giving you the autonomy to solve our client\u0027s problems, no matter where you are in the world.\n\nDEPT\u00ae is committed to making a positive impact on the planet and since 2021 has been Climate Neutral and B Corporation certified.",
    "word_count": 164
  },
  "certifications": [],
  "company_name": "DEPT\u00ae",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "Tech Consulting",
        "Digital Agency"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": 5,
    "raw": "at least 5 years of experience with Salesforce Commerce Cloud B2C"
  },
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    {
      "aliases": [],
      "city": null,
      "country": "India",
      "state": null,
      "work_mode": "hybrid"
    }
  ],
  "role": "Salesforce Commerce Cloud Developer",
  "role_aliases": [
    "Salesforce Developer",
    "Commerce Cloud Developer",
    "B2C Developer"
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  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Job Purpose",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "As a Salesforce Commerce Cloud",
        "last_5_words": "code and services we provide"
      },
      "text": "As a Salesforce Commerce Cloud Developer, you will continuously put effort into keeping our customers\u0027 websites sustainable and up to date based on today\u2019s standards. We take maintenance \u0026 security very seriously and set as a high standard for all our clients.\n\nYou will be working in a fast-paced work environment catered to our client needs and at the same time on a range of different projects, both big and small. If you enjoy a dynamic work atmosphere where no day is the same and love improving the quality of the code and services we provide to our clients then this is the role for you.",
      "word_count": 104
    },
    {
      "bullet_count": 7,
      "heading": "What We Are Looking For",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "The ideal candidate will have:",
        "last_5_words": "participation in pager duty or"
      },
      "text": "The ideal candidate will have:\n\n\u2022 An excellent understanding of the spoken and written English language;\n\u2022 Proven track record of working effectively with global teams, understanding cultural nuances and communication styles;\n\u2022 Solid experience in Agile methodologies, with the ability to foster an environment of continuous improvement and adaptability;\n\u2022 Exceptional decision-making capabilities, with a focus on delivering results under tight deadlines;\n\u2022 Strong communication skills, both written and verbal, with the ability to engage stakeholders across various levels;\n\u2022 A proactive approach to problem-solving and project management, anticipating challenges and addressing them efficiently;\n\u2022 Flexibility to work in European time zones, including participation in pager duty or a 24/7 rotation.",
      "word_count": 104
    },
    {
      "bullet_count": 8,
      "heading": "Technical Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Have at least 5 years",
        "last_5_words": "process modelling and software architecture."
      },
      "text": "\u2022 Have at least 5 years of experience with Salesforce Commerce Cloud B2C;\n\u2022 Completed at least one Salesforce Commerce Cloud B2C project in the past;\n\u2022 Are comfortable working in an existing codebase and can adapt your coding style to it;\n\u2022 Are a web developer with knowledge of JavaScript / NodeJS;\n\u2022 Have a good experience with web technologies like JavaScript, HTML, CSS, AJAX, and jQuery;\n\u2022 Have experience with MVC design patterns;\n\u2022 Have SFRA experience and understand how to use it;\n\u2022 Have basic knowledge of process modelling and software architecture.",
      "word_count": 104
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Salesforce Commerce Cloud B2C"
    },
    {
      "is_primary": true,
      "skill_name": "Agile"
    },
    {
      "is_primary": true,
      "skill_name": "JavaScript"
    },
    {
      "is_primary": true,
      "skill_name": "Node.js"
    },
    {
      "is_primary": true,
      "skill_name": "HTML"
    },
    {
      "is_primary": true,
      "skill_name": "CSS"
    },
    {
      "is_primary": true,
      "skill_name": "AJAX"
    },
    {
      "is_primary": true,
      "skill_name": "jQuery"
    },
    {
      "is_primary": true,
      "skill_name": "MVC"
    },
    {
      "is_primary": true,
      "skill_name": "SFRA"
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  ],
  "jd_role": {
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        "first_5_words": "We are pioneers at heart.",
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      },
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      "word_count": 164
    },
    "certifications": [],
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    "role": "Salesforce Commerce Cloud Developer",
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Job Purpose",
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        "source_marker": {
          "first_5_words": "As a Salesforce Commerce Cloud",
          "last_5_words": "code and services we provide"
        },
        "text": "As a Salesforce Commerce Cloud Developer, you will continuously put effort into keeping our customers\u0027 websites sustainable and up to date based on today\u2019s standards. We take maintenance \u0026 security very seriously and set as a high standard for all our clients.\n\nYou will be working in a fast-paced work environment catered to our client needs and at the same time on a range of different projects, both big and small. If you enjoy a dynamic work atmosphere where no day is the same and love improving the quality of the code and services we provide to our clients then this is the role for you.",
        "word_count": 104
      },
      {
        "bullet_count": 7,
        "heading": "What We Are Looking For",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "The ideal candidate will have:",
          "last_5_words": "participation in pager duty or"
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        "text": "The ideal candidate will have:\n\n\u2022 An excellent understanding of the spoken and written English language;\n\u2022 Proven track record of working effectively with global teams, understanding cultural nuances and communication styles;\n\u2022 Solid experience in Agile methodologies, with the ability to foster an environment of continuous improvement and adaptability;\n\u2022 Exceptional decision-making capabilities, with a focus on delivering results under tight deadlines;\n\u2022 Strong communication skills, both written and verbal, with the ability to engage stakeholders across various levels;\n\u2022 A proactive approach to problem-solving and project management, anticipating challenges and addressing them efficiently;\n\u2022 Flexibility to work in European time zones, including participation in pager duty or a 24/7 rotation.",
        "word_count": 104
      },
      {
        "bullet_count": 8,
        "heading": "Technical Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Have at least 5 years",
          "last_5_words": "process modelling and software architecture."
        },
        "text": "\u2022 Have at least 5 years of experience with Salesforce Commerce Cloud B2C;\n\u2022 Completed at least one Salesforce Commerce Cloud B2C project in the past;\n\u2022 Are comfortable working in an existing codebase and can adapt your coding style to it;\n\u2022 Are a web developer with knowledge of JavaScript / NodeJS;\n\u2022 Have a good experience with web technologies like JavaScript, HTML, CSS, AJAX, and jQuery;\n\u2022 Have experience with MVC design patterns;\n\u2022 Have SFRA experience and understand how to use it;\n\u2022 Have basic knowledge of process modelling and software architecture.",
        "word_count": 104
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "a6926444-63b7-4c0e-bf50-e46049e291a4",
  "stage3_signals": {
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            "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.",
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          },
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            "kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
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        "slug": "frontend-engineer",
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      },
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": [
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            "kra_text": "backend code refactoring and maintenance",
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            "kra_text": "service interface design and implementation",
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      },
      {
        "display_name": "Go Backend Developer",
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        "score": 0.4309,
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      {
        "display_name": "Pega Developer",
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          }
        ],
        "matched_count": null,
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        "role_id": 24,
        "score": 0.4254,
        "slug": "pega-developer",
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    ],
    "skill_match_roles": [
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        "display_name": "Fullstack Developer",
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        "matched_count": 4,
        "matched_skills": [
          "CSS",
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          "Node.js"
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        "role_id": 435,
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        "slug": "fullstack-developer",
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        "matched_skills": [
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          "jQuery"
        ],
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        "matched_skills": [
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          "JavaScript",
          "jQuery"
        ],
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        "score": 0.4,
        "slug": "drupal-dev",
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      },
      {
        "display_name": "Pega Developer",
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        "matched_count": 3,
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          "HTML",
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        "score": 0.3,
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  "stage4_decision": {
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      "matched_count": null,
      "matched_skills": null,
      "role_id": 109,
      "score": 0.92,
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    },
    "confidence": 0.92,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "E-commerce web development",
      "Platform maintenance and security",
      "Agile delivery and continuous improvement",
      "Stakeholder communication",
      "Global team collaboration",
      "Problem-solving and project management"
    ],
    "matched_kras": [
      "Keeping customers\u0027 websites sustainable and up to date",
      "Working in a fast-paced work environment",
      "Improve the quality of the code and services",
      "Delivering results under tight deadlines",
      "Adapt your coding style to an existing codebase",
      "Have SFRA experience and understand how to use it",
      "Participation in pager duty or a 24/7 rotation"
    ],
    "matched_skills": [
      "Salesforce Commerce Cloud B2C",
      "JavaScript",
      "NodeJS",
      "HTML",
      "CSS",
      "AJAX",
      "jQuery",
      "MVC",
      "SFRA",
      "Agile methodologies",
      "process modelling",
      "software architecture",
      "pager duty"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Salesforce; The JD is for a hands-on Salesforce Commerce Cloud B2C web developer with JavaScript, SFRA, MVC, and maintenance/security responsibilities, which best aligns with a Salesforce developer role rather than admin, consultant, or architect.",
    "sub_role": null
  },
  "stage5_updates": {
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    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 972,
      "r_and_r_preview": "As a Salesforce Commerce Cloud Developer, you will continuously put effort into keeping our customers\u0027 websites sustainable and up to date based on today\u2019s standards. We take maintenance \u0026 security ve",
      "role_display_name": "Salesforce Developer (Apex/LWC)",
      "role_slug": "salesforce-developer-apex-lwc",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 14150,
        "role_display_name": "Salesforce Developer (Apex/LWC)",
        "role_slug": "salesforce-developer-apex-lwc",
        "skill_name": "Salesforce Commerce Cloud B2C",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14152,
        "role_display_name": "Salesforce Developer (Apex/LWC)",
        "role_slug": "salesforce-developer-apex-lwc",
        "skill_name": "AJAX",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14153,
        "role_display_name": "Salesforce Developer (Apex/LWC)",
        "role_slug": "salesforce-developer-apex-lwc",
        "skill_name": "SFRA",
        "status": "pending"
      }
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    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
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    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [
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          "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",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Frontend Developer",
              "id": 7,
              "rationale": null,
              "role_archetype": null,
              "slug": "frontend-engineer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 435,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "fullstack-developer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
              "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",
              "slug": "svelte-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Vue Frontend Developer",
              "id": 91,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "vue-frontend-developer",
              "source": "db"
            },
            {
              "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",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Drupal Dev",
              "id": 228,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "drupal-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Sitecore Development Languages",
            "id": 438,
            "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.",
            "slug": "sitecore-development-languages",
            "source": "db"
          },
          "input_skill": "CSS",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Sitecore Dev",
              "id": 233,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "sitecore-dev",
              "source": "db"
            }
          ]
        },
        {
          "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",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Shopify Dev",
              "id": 230,
              "rationale": null,
              "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",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Angular Frontend Developer",
              "id": 90,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "angular-frontend-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "CSS",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "AJAX",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Frameworks",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "ajax",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "jQuery",
          "alias_type": "CANONICAL",
          "id": 2986,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 7,
        "display_name": "jQuery",
        "id": 1968,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LIBRARY",
        "slug": "jquery",
        "sub_category_id": 1470,
        "typical_lifespan": "EVERGREEN",
        "volatility": "DEPRECATED"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Application Frameworks \u0026 Libraries",
            "id": 451,
            "rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
            "slug": "application-frameworks-libraries",
            "source": "db"
          },
          "input_skill": "jQuery",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Sitecore Dev",
              "id": 233,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "sitecore-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Frameworks \u0026 Libraries",
            "id": 360,
            "rationale": "Manage adoption, integration, and best practices around key software frameworks and libraries.",
            "slug": "frameworks-libraries",
            "source": "db"
          },
          "input_skill": "jQuery",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Drupal Dev",
              "id": 228,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "drupal-dev",
              "source": "db"
            },
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "JavaScript Checkout Behavior",
            "id": 393,
            "rationale": "Client-side behavior used to customize Magento storefront interactions, especially checkout and account flows. This includes Magento\u0027s browser-side component model and form behavior where commerce logic is implemented in the UI.",
            "slug": "javascript-checkout-behavior",
            "source": "db"
          },
          "input_skill": "jQuery",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Magento Dev",
              "id": 231,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "magento-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Storefront JavaScript and DOM Behavior",
            "id": 422,
            "rationale": "Client-side behavior used to enhance Shopify storefront interactions beyond static theme rendering. This includes interactive UI logic, event handling, and progressive enhancement within theme constraints.",
            "slug": "storefront-javascript-and-dom-behavior",
            "source": "db"
          },
          "input_skill": "jQuery",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Shopify Dev",
              "id": 230,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "shopify-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Web UI \u0026 Integration Frameworks",
            "id": 268,
            "rationale": "Client-side and integration frameworks and libraries used to extend Pega solutions.",
            "slug": "web-ui-integration-frameworks",
            "source": "db"
          },
          "input_skill": "jQuery",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Pega Developer",
              "id": 24,
              "rationale": null,
              "role_archetype": null,
              "slug": "pega-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "jQuery",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "MVC",
          "alias_type": "CANONICAL",
          "id": 831,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 1,
        "display_name": "MVC",
        "id": 505,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PATTERN",
        "slug": "mvc",
        "sub_category_id": 2462,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "ASP.NET Core Web Frameworks",
            "id": 363,
            "rationale": "Server-side web frameworks and hosting models used to build HTTP APIs, middleware, filters, and request pipelines. This cluster is coherent because it defines how backend services receive, process, and return requests.",
            "slug": "asp-net-core-web-frameworks",
            "source": "db"
          },
          "input_skill": "MVC",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": ".NET Backend Developer",
              "id": 83,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "dotnet-backend-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "App Architecture and Dependency Injection",
            "id": 94,
            "rationale": "Structural patterns used to organize iOS code into testable, maintainable feature modules and layers. iOS engineers use these patterns to separate UI, state, and service integration concerns.",
            "slug": "app-architecture-and-dependency-injection",
            "source": "db"
          },
          "input_skill": "MVC",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Android Developer",
              "id": 4,
              "rationale": null,
              "role_archetype": null,
              "slug": "android-engineer",
              "source": "db"
            },
            {
              "display_name": "iOS Developer",
              "id": 6,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Application Architecture and Code Organization",
            "id": 220,
            "rationale": "Structural patterns for organizing product code into maintainable modules, layers, and feature boundaries. Full stack engineers need this to keep cross-layer feature work understandable as the product grows.",
            "slug": "application-architecture-and-code-organization",
            "source": "db"
          },
          "input_skill": "MVC",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Fullstack Developer",
              "id": 435,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "fullstack-developer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Native Mobile App Architecture and Dependency Injection",
            "id": 273,
            "rationale": "Structural patterns for organizing native mobile application code into maintainable, testable modules, layers, and feature boundaries. This includes app architecture patterns such as MVVM, MVC, MVI, VIPER, and Clean Architecture; dependency injection frameworks and patterns such as Hilt, Dagger, and Koin; and code organization techniques such as modularization, feature modules, repository pattern, and use-case layering to separate UI, state, data, and platform concerns across a growing codebase.",
            "slug": "native-mobile-app-architecture-and-dependency-injection",
            "source": "db"
          },
          "input_skill": "MVC",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Native Mobile Developer",
              "id": 75,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "native-mobile-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "MVC",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "SFRA",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Frameworks",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "sfra",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Salesforce Commerce Cloud B2C",
    "AJAX",
    "SFRA"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Salesforce Developer (Apex/LWC)",
    "id": 109,
    "rationale": "Domain=Salesforce; The JD is for a hands-on Salesforce Commerce Cloud B2C web developer with JavaScript, SFRA, MVC, and maintenance/security responsibilities, which best aligns with a Salesforce developer role rather than admin, consultant, or architect.",
    "role_archetype": null,
    "slug": "salesforce-developer-apex-lwc",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Salesforce Commerce Cloud B2C",
      "tag": "new"
    },
    {
      "skill": "Agile",
      "tag": "in_db"
    },
    {
      "skill": "JavaScript",
      "tag": "in_db"
    },
    {
      "skill": "Node.js",
      "tag": "in_db"
    },
    {
      "skill": "HTML",
      "tag": "in_db"
    },
    {
      "skill": "CSS",
      "tag": "in_db"
    },
    {
      "skill": "AJAX",
      "tag": "new"
    },
    {
      "skill": "jQuery",
      "tag": "in_db"
    },
    {
      "skill": "MVC",
      "tag": "in_db"
    },
    {
      "skill": "SFRA",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 109,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Agile",
        "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": [],
        "skill_dimension_saved": true,
        "skill_id": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 109,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Software Concepts, Patterns \u0026 Practices",
          "id": 478,
          "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
          "slug": "software-concepts-patterns-practices",
          "source": "db"
        },
        "dimension_id": 478,
        "input_skill": "Agile",
        "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": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 109,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cross-Platform App Languages",
          "id": 167,
          "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
          "slug": "cross-platform-app-languages",
          "source": "db"
        },
        "dimension_id": 167,
        "input_skill": "JavaScript",
        "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": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 109,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "JavaScript and TypeScript",
          "id": 114,
          "rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
          "slug": "javascript-and-typescript",
          "source": "db"
        },
        "dimension_id": 114,
        "input_skill": "JavaScript",
        "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": "Angular Frontend Developer",
            "id": 90,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "angular-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Frontend Developer",
            "id": 7,
            "rationale": null,
            "role_archetype": null,
            "slug": "frontend-engineer",
            "source": "db"
          },
          {
            "display_name": "Ionic Developer",
            "id": 434,
            "rationale": null,
            "role_archetype": null,
            "slug": "ionic-developer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "React Frontend Developer",
            "id": 89,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "React Native Developer",
            "id": 73,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-native-developer",
            "source": "db"
          },
          {
            "display_name": "Svelte Frontend Developer",
            "id": 92,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "svelte-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Vue Frontend Developer",
            "id": 91,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "vue-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
            "id": 25,
            "rationale": null,
            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          }
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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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