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Pipeline run

e81de736-4a2c-41b5-a8b4-32f429be0f47

Pipeline LLM cost (USD)
API 1: $0.0129 API 2: $0.0005 API 3: $0.0000 Total: $0.0134

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
OVERLAP · web-developer role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Integration and event handling
Lead a Magento backend team building and maintaining Magento 1/2 sites, custom modules, and complex ERP/CRM/payment/shipping integrations; you’ll set standards, review code, tune performance, handle security/patches, and mentor developers. Also includes front-end web markup and scripting work.
"Design and lead the implementation of complex integrations with first-party and third-party systems"
Tech stack maturity
Mainstream Modern cache hit
The skill set centers on PHP, MySQL, jQuery, HTML, and CSS, which are widely used but generally associated with established, legacy-leaning web stacks rather than modern cloud-native or bleeding-edge architectures.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.40 / 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 (24)
Magento PHP JavaScript jQuery HTML CSS MySQL Database Design Magento Modules Magento Extensions Magento Theming Magento Customization Magento Architecture B2B B2C Multi-site Multi-country Integrations Code Reviews Security Patches Caching Code Profiling Performance Optimization Technical Documentation
Skill cluster (5 dimension groups, role-scoped)
Programming Languages
JavaScript
Relational Database Design
MySQL
Styling and Responsive Layout
CSS
Web UI & Integration Frameworks
jQuery
Cross-cutting / unaligned
Magento PHP HTML Database Design Magento Modules Magento Extensions Magento Theming Magento Customization Magento Architecture B2B B2C Multi-site Multi-country Integrations Code Reviews Security Patches Caching Code Profiling Performance Optimization Technical Documentation
Show KRA description ↓
• Provide technical leadership and guidance to a team of 10+ Magento developers, fostering a collaborative and high-performing environment. • Define and enforce backend development standards, coding conventions, and best practices within the team. • Architect scalable and robust backend solutions for Magento 1x and 2x platforms, considering performance, security, and maintainability. • Design and lead the implementation of complex integrations with first-party and third-party systems (e.g., ERP, CRM, payment gateways, shipping providers, marketing automation platforms). • Make critical technical decisions regarding platform architecture, database design, and system integrations. • Lead the development and configuration of Magento 1x and 2x e-commerce websites and applications, ensuring high-quality code and adherence to project requirements. • Oversee advanced Magento theming and customization, ensuring seamless integration of frontend designs with backend functionalities. • Drive the development of custom Magento modules and extensions to implement unique business logic and features. • Ensure the platform supports B2B, B2C, multi-site, and multi-country implementations, addressing specific requirements for each. • Lead the design and implementation of end-to-end integrations with various internal and external systems, ensuring seamless data flow and functionality. • Troubleshoot complex integration issues and work collaboratively with other teams to identify and resolve root causes. • Ensure the stability and reliability of all integrations. • Identify and implement strategies for optimizing Magento backend performance, including database query optimization, caching mechanisms, and code profiling. • Ensure the platform adheres to security best practices and implement necessary security patches and updates in a timely manner. • Conduct code reviews to ensure code quality, security, and adherence to standards. • Manage the workload and task assignments for the backend development team. • Mentor and guide junior and senior developers, fostering their technical growth and expertise in Magento. • Conduct performance evaluations and provide constructive feedback to team members. • Collaborate with project managers and other stakeholders to define project scope, timelines, and resource requirements for backend development tasks. • Ensure the backend development team delivers high-quality solutions within agreed-upon timelines and budgets. • Proactively identify and mitigate potential risks and issues that may impact backend development progress. • Oversee the maintenance of the Magento platform, including applying security patches, upgrading Magento versions, and ensuring compatibility with other systems. • Stay up-to-date with the latest Magento features, updates, and best practices. • Ensure the creation and maintenance of comprehensive technical documentation for backend architecture, code, integrations, and deployment processes. Mandatory : • 5+ years of hands-on experience in Magento (both 1x and 2x platforms). • Strong proficiency in PHP (both frontend and backend). • Solid understanding of JavaScript and jQuery. • Proficient in HTML and CSS. • Deep knowledge of MySQL and database design principles. • Proven experience in building and configuring Magento e-commerce websites and applications. • Advanced experience with Magento theming and customization. • Experience in designing and leading B2B, B2C, multi-site, and multi-country, end-to-end implementations of e-commerce platforms (with Magento focus). • Experience in building custom functionality and integrations with first- and third-party software. • Ability to develop and maintain code for custom Magento extensions. • Strong understanding of Magento's architecture, modules, and extension development. • Experience with troubleshooting integration issues. • Proven ability to apply website features and security patches effectively.

Signals

Skill drupal-dev
0.21
Alias backend-engineer
1.00
KRA backend-engineer
0.60

Post-classification

Centroidupdated · n=89
Alias collision log#170
New-role queue
New skills captured18
New KRA captured

Captured for admin review

Magento primary Backend Developer pending
Database Design primary Backend Developer pending
Magento Modules primary Backend Developer pending
Magento Extensions primary Backend Developer pending
Magento Theming primary Backend Developer pending
Magento Customization primary Backend Developer pending
Magento Architecture primary Backend Developer pending
B2B primary Backend Developer pending
B2C primary Backend Developer pending
Multi-site primary Backend Developer pending
Multi-country primary Backend Developer pending
Integrations primary Backend Developer pending
Code Reviews primary Backend Developer pending
Security Patches primary Backend Developer pending
Caching primary Backend Developer pending
Code Profiling primary Backend Developer pending
Performance Optimization primary Backend Developer pending
Technical Documentation primary Backend Developer pending
Status: extract_details_done Created: 2026-05-27T12:05:46.088934Z Updated: 2026-05-27T12:12:08.821566Z
Error: autochain (step2/step3) failed:
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

Backend Developer

CASE D

slug: backend-engineer · id: 1 · source: db

LLM2 picked backend-engineer (confidence 0.90)

Job description

Job Title: Full Stack Developer

Job Description

Our esteemed client is seeking a highly experienced and technically proficient Magento Backend Lead to spearhead the development and maintenance of their robust e-commerce platform.

As a Backend Lead, you will be responsible for the technical architecture, development standards, and overall quality of the Magento backend.

You will lead a team of developers, drive complex integrations, and ensure the platform is scalable, secure, and performs optimally to meet the needs of their growing business.

This role requires a deep understanding of Magento's architecture, strong coding skills in PHP and related technologies, and proven leadership abilities to guide a team of 10+ developers.

The ideal candidate will be comfortable working in a fast-paced environment and flexible with shifts to align with the PST time zone.

Responsibilities

• Provide technical leadership and guidance to a team of 10+ Magento developers, fostering a collaborative and high-performing environment.
• Define and enforce backend development standards, coding conventions, and best practices within the team.
• Architect scalable and robust backend solutions for Magento 1x and 2x platforms, considering performance, security, and maintainability.
• Design and lead the implementation of complex integrations with first-party and third-party systems (e.


, ERP, CRM, payment gateways, shipping providers, marketing automation platforms).

• Make critical technical decisions regarding platform architecture, database design, and system integrations.
• Lead the development and configuration of Magento 1x and 2x e-commerce websites and applications, ensuring high-quality code and adherence to project requirements.
• Oversee advanced Magento theming and customization, ensuring seamless integration of frontend designs with backend functionalities.
• Drive the development of custom Magento modules and extensions to implement unique business logic and features.
• Ensure the platform supports B2B, B2C, multi-site, and multi-country implementations, addressing specific requirements for each.
• Lead the design and implementation of end-to-end integrations with various internal and external systems, ensuring seamless data flow and functionality.
• Troubleshoot complex integration issues and work collaboratively with other teams to identify and resolve root causes.
• Ensure the stability and reliability of all integrations.
• Identify and implement strategies for optimizing Magento backend performance, including database query optimization, caching mechanisms, and code profiling.
• Ensure the platform adheres to security best practices and implement necessary security patches and updates in a timely manner.
• Conduct code reviews to ensure code quality, security, and adherence to standards.
• Manage the workload and task assignments for the backend development team.
• Mentor and guide junior and senior developers, fostering their technical growth and expertise in Magento.
• Conduct performance evaluations and provide constructive feedback to team members.
• Collaborate with project managers and other stakeholders to define project scope, timelines, and resource requirements for backend development tasks.
• Ensure the backend development team delivers high-quality solutions within agreed-upon timelines and budgets.
• Proactively identify and mitigate potential risks and issues that may impact backend development progress.
• Oversee the maintenance of the Magento platform, including applying security patches, upgrading Magento versions, and ensuring compatibility with other systems.
• Stay up-to-date with the latest Magento features, updates, and best practices.


Documentation

• Ensure the creation and maintenance of comprehensive technical documentation for backend architecture, code, integrations, and deployment processes.


Technical Skills

Mandatory :

• 5+ years of hands-on experience in Magento (both 1x and 2x platforms).
• Strong proficiency in PHP (both frontend and backend).
• Solid understanding of JavaScript and jQuery.
• Proficient in HTML and CSS.
• Deep knowledge of MySQL and database design principles.
• Proven experience in building and configuring Magento e-commerce websites and applications.
• Advanced experience with Magento theming and customization.
• Experience in designing and leading B2B, B2C, multi-site, and multi-country, end-to-end implementations of e-commerce platforms (with Magento focus).
• Experience in building custom functionality and integrations with first- and third-party software.
• Ability to develop and maintain code for custom Magento extensions.
• Strong understanding of Magento's architecture, modules, and extension development.
• Experience with troubleshooting integration issues.
• Proven ability to apply website features and security patches effectively


(ref:hirist.tech)

Skills from this JD

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

Magento Primary New / orchestrated 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
E-commerce Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
PHP Primary Library skill Existing skill (matched library)
Canonical: PHP id=2986 · php

Aliases — catalog

  • PHP (CANONICAL) primary

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Confidence
0.99
Version strategy
NOT_APPLICABLE

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)

  • PHP and Magento Extension Points Catalog dimension db id 391

    Library dimension (catalog)

    Roles linked in library: Magento Dev

  • PHP and WordPress Hooks Catalog dimension db id 326

    Library dimension (catalog)

    Roles linked in library: WordPress Dev

  • Programming Languages & Template Languages Catalog dimension db id 359

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

JavaScript Primary Library skill 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

  • 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

jQuery Primary Library skill 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

  • 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

HTML Primary Library skill 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

CSS Primary Library skill 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, 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

MySQL Primary Library skill Existing skill (matched library)
Canonical: MySQL id=17 · mysql

Aliases — catalog

  • MySQL (CANONICAL) primary

Context tags (catalog)

ACID ACID compliance Backup Data Warehousing Database Design ER Diagrams EXPLAIN Indexes InnoDB JOIN Joins MyISAM Normalization PHPMyAdmin Query Optimization Replication SQL SQL queries Stored Procedures Transactions Triggers backup backup and restore backup strategies data modeling data normalization database design database normalization database schema foreign keys indexes indexing joins master-slave normalization performance tuning query optimization read replicas replication schema design schema management sharding stored procedures transaction isolation transaction management transactions triggers

Stored enrichment (catalog DB)

Category
Datastore
Sub-category
Relational Database
Vendor
Oracle Corporation
License
gpl_v2
Year introduced
1995
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: MySQL appears in a large share of backend/DB job descriptions and remains a standard managed offering across AWS RDS, Cloud SQL, and Azure Database, indicating broad hiring-pipeline demand.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
3
Sub-category id
29
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Relational Data Modeling Catalog dimension db id 216

    Library dimension (catalog)

    Roles linked in library: Fullstack Developer, PHP Backend Developer

  • Relational Database Design Catalog dimension db id 4

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer

  • Relational Database Usage Catalog dimension db id 371

    Library dimension (catalog)

    Roles linked in library: Go Backend Developer

Database Design Primary Library skill Existing skill (matched library)
Canonical: schema design id=19 · schema-design

Aliases — catalog

  • schema design (CANONICAL) primary
  • Schema Design (CANONICAL)

Context tags (catalog)

ACID DDL ER modeling ERD NoSQL SQL cardinality constraints data governance data integrity data lineage data model data modeling data normalization data types data warehouse database design database normalization database optimization database schema denormalization dimensional modeling entity relationship entity-relationship entity-relationship diagram foreign key foreign keys indexes indexing metadata management normalization primary key primary keys query optimization relational relational databases relational model relational schema schema evolution schema migration snowflake schema star schema

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Database Schema Design
Confidence
0.84
Version strategy
NOT_APPLICABLE

Maturity reasoning: Schema design is a standard requirement in backend/data JDs and appears across SQL, data engineering, and SaaS roles; it’s a core interview topic rather than a niche specialty.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2479
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Relational Data Modeling Catalog dimension db id 216

    Library dimension (catalog)

    Roles linked in library: Fullstack Developer, PHP Backend Developer

  • Relational Database Design Catalog dimension db id 4

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer

Magento Modules Primary Library skill Existing skill (matched library)
Canonical: Magento 2 modules id=3659 · magento-2-modules

Aliases — catalog

  • Magento 2 (VERSION)
  • Magento 2 module (VERSION)
  • Magento 2 modules (VERSION)
  • Magento 2.x (VERSION)
  • Magento2 (VERSION)

Context tags (catalog)

API integration Composer Magento 2 Magento 2 architecture Magento Admin Magento CLI Magento Marketplace Magento themes OOP principles PHTML XML configuration custom modules eCommerce extensions modules

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Ecommerce Extension Framework
Vendor
Adobe
License
other_open
Year introduced
2015
Confidence
0.90
Version strategy
SEPARATE_ENTITY
Version tag
2

Maturity reasoning: Magento 2 module work appears in e-commerce platform JDs, but far less often than mainstream web stacks; Adobe has also shifted focus toward Adobe Commerce, indicating a specialized market rather than broad hiring demand.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
2929
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • PHP and Magento Extension Points Catalog dimension db id 391

    Library dimension (catalog)

    Roles linked in library: Magento Dev

Magento Extensions Primary New / orchestrated 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
E-commerce Platforms
Sub-category
Plugins
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Magento Theming Primary New / orchestrated 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
E-commerce Platforms
Sub-category
Design
Skill nature
PRACTICE
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Magento Customization Primary New / orchestrated 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
E-commerce Platforms
Sub-category
Development
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Magento Architecture Primary New / orchestrated 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
E-commerce Platforms
Sub-category
Design
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
B2B Primary New / orchestrated 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
Business Models
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
B2C Primary New / orchestrated 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
Business Models
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Multi-site Primary New / orchestrated 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
E-commerce Platforms
Sub-category
Configuration
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Multi-country Primary New / orchestrated 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
E-commerce Platforms
Sub-category
Configuration
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Integrations Primary New / orchestrated 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
E-commerce Platforms
Sub-category
Development
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Code Reviews Primary Library skill Existing skill (matched library)
Canonical: Code Review id=516 · code-review

Aliases — catalog

  • Code Review (CANONICAL)

Context tags (catalog)

Bitbucket GitHub GitLab PR review approval workflow branch protection code quality diff inline comments linting merge request pair programming pull request review checklist static analysis

Stored enrichment (catalog DB)

Category
SoftSkill
Sub-category
Code Review
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.

Skill profile (library / DB)

Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
58
Sub-category id
364
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

Security Patches Primary New / orchestrated 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
E-commerce Platforms
Sub-category
Maintenance
Skill nature
PRACTICE
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Caching Primary Library skill Existing skill (matched library)
Canonical: response caching id=1285 · response-caching

Aliases — catalog

  • response caching (CANONICAL) primary

Context tags (catalog)

CDN HTTP caching Memcached Redis TTL Varnish cache hit cache invalidation cache miss data persistence load balancing performance optimization proxy caching scalability session storage

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Caching Tool
Vendor
Varnish Software
License
bsd
Year introduced
2006
Confidence
0.67
Version strategy
NOT_APPLICABLE

Maturity reasoning: Commonly requested in JDs for web/API performance via CDNs, reverse proxies, and app caches; vendor docs and cloud offerings (Cloudflare, Redis, Varnish) show broad production adoption.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
1010
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Latency and Cost Optimization Catalog dimension db id 205

    Library dimension (catalog)

    Roles linked in library: AI Engineer

Code Profiling Primary New / orchestrated 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Performance Optimization Primary New / orchestrated 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
E-commerce Platforms
Sub-category
Performance
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Technical Documentation Primary New / orchestrated 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
Documentation
Sub-category
general
Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleMagento Backend Lead
CompanyOur esteemed client
Experience5+ years of hands-on experience in Magento (both 1x and 2x platforms)
DomainE-commerce
JD type pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
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        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
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        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3593,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "B2C",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3594,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Multi-site",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3595,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Multi-country",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3596,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Integrations",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3597,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Code Reviews",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3598,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Security Patches",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3599,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Caching",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3600,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Code Profiling",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3601,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Performance Optimization",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3602,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Technical Documentation",
        "status": "pending"
      }
    ],
    "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": 4444,
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      "matched_canonical": {
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        "display_name": "PHP",
        "id": 2986,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "php",
        "sub_category_id": 96,
        "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": 1028,
      "existing_alias_text": "JavaScript",
      "input_term": "JavaScript",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "JavaScript",
        "id": 607,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "javascript",
        "sub_category_id": 96,
        "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": 2986,
      "existing_alias_text": "jQuery",
      "input_term": "jQuery",
      "matched_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"
      },
      "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": {
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        "display_name": "HTML",
        "id": 1657,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "html",
        "sub_category_id": 1467,
        "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",
        "slug": "css",
        "sub_category_id": 486,
        "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": 134,
      "existing_alias_text": "MySQL",
      "input_term": "MySQL",
      "matched_canonical": {
        "category_id": 3,
        "display_name": "MySQL",
        "id": 17,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "mysql",
        "sub_category_id": 29,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 5581,
      "existing_alias_text": "Schema Design",
      "input_term": "Database Design",
      "matched_canonical": {
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        "display_name": "schema design",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "schema-design",
        "sub_category_id": 2479,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "embedding_alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 5271,
      "existing_alias_text": "Magento 2 modules",
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        "display_name": "Magento 2 modules",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "magento-2-modules",
        "sub_category_id": 2929,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "embedding_alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 864,
      "existing_alias_text": "Code Review",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "embedding_alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 1921,
      "existing_alias_text": "response caching",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
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        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
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      "matched_via": "embedding_alias"
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  ],
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      "rationale": null,
      "role_archetype": "Engineering",
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    },
    {
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      "rationale": null,
      "role_archetype": "Engineering",
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      "source": "db"
    },
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      "display_name": "Drupal Dev",
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      "rationale": null,
      "role_archetype": "Engineering",
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      "source": "db"
    },
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      "display_name": "Hybrid Mobile Developer",
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      "rationale": null,
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      "slug": "hybrid-mobile-developer",
      "source": "db"
    },
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      "rationale": null,
      "role_archetype": "Engineering",
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      "source": "db"
    },
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      "role_archetype": null,
      "slug": "frontend-engineer",
      "source": "db"
    },
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      "display_name": "Ionic Developer",
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      "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",
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      "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"
    },
    {
      "display_name": "Pega Developer",
      "id": 24,
      "rationale": null,
      "role_archetype": null,
      "slug": "pega-developer",
      "source": "db"
    },
    {
      "display_name": "Backend Developer",
      "id": 1,
      "rationale": null,
      "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
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    {
      "display_name": "Fullstack Developer",
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      "rationale": null,
      "role_archetype": null,
      "slug": "full-stack-engineer",
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    },
    {
      "display_name": "Sitecore Dev",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
      "source": "db"
    },
    {
      "display_name": "Shopify Dev",
      "id": 230,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "shopify-dev",
      "source": "db"
    },
    {
      "display_name": "PHP Backend Developer",
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      "rationale": null,
      "role_archetype": "Engineering",
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    {
      "display_name": ".NET Backend Developer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "dotnet-backend-developer",
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      "display_name": "Kotlin Backend Developer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "kotlin-server-backend-developer",
      "source": "db"
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "python-backend-developer",
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    },
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "ruby-backend-developer",
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    },
    {
      "display_name": "Scala Backend Developer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "scala-backend-developer",
      "source": "db"
    },
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      "display_name": "Go Backend Developer",
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      "rationale": null,
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      "slug": "go-backend-developer",
      "source": "db"
    },
    {
      "display_name": "AI Engineer",
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      "rationale": null,
      "role_archetype": null,
      "slug": "ai-engineer",
      "source": "db"
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  ],
  "chosen_role": {
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    "rationale": "LLM2 picked backend-engineer (confidence 0.90)",
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        "source": "db"
      },
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    },
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    },
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      ]
    },
    {
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        "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.",
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        "source": "db"
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      "input_skill": "JavaScript",
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    },
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        "source": "db"
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    },
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        "rationale": "Client-side scripting used to enhance WordPress themes, blocks, and admin/editor interactions. This includes modern JavaScript patterns as they apply to WordPress-specific behavior rather than standalone frontend applications.",
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    },
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        "source": "db"
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    },
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        "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
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          "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"
          },
          "input_skill": "Code Reviews",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Code Reviews",
      "matched_via": "embedding_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": "Security Patches",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "E-commerce Platforms",
          "skill_nature": "PRACTICE",
          "sub_category": "Maintenance",
          "typical_lifespan": "SHORT_LIVED",
          "version_strategy": "VERSIONED",
          "volatility": "FAST"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "security-patches",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "response caching",
          "alias_type": "CANONICAL",
          "id": 1921,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 13,
        "display_name": "response caching",
        "id": 1285,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "response-caching",
        "sub_category_id": 1010,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Latency and Cost Optimization",
            "id": 205,
            "rationale": "Techniques for making AI features fast and affordable enough for production use. This cluster is coherent because model choice, prompt length, caching, batching, and routing directly affect user experience and unit economics.",
            "slug": "latency-and-cost-optimization",
            "source": "db"
          },
          "input_skill": "Caching",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "AI Engineer",
              "id": 13,
              "rationale": null,
              "role_archetype": null,
              "slug": "ai-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Caching",
      "matched_via": "embedding_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": "Code Profiling",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "code-profiling",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Performance Optimization",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "E-commerce Platforms",
          "skill_nature": "PRACTICE",
          "sub_category": "Performance",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "performance-optimization",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Technical Documentation",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Documentation",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "technical-documentation",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Magento",
    "Magento Extensions",
    "Magento Theming",
    "Magento Customization",
    "Magento Architecture",
    "B2B",
    "B2C",
    "Multi-site",
    "Multi-country",
    "Integrations",
    "Security Patches",
    "Code Profiling",
    "Performance Optimization",
    "Technical Documentation"
  ]
}
API 3 — final-role-output
{}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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