Pipeline run
281ba5ad-06d5-4f51-ac5e-8f538c3e2d46
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
- Good communication, collaboration, and team-building skills with proficiency in grasping new technical concepts quickly. - Extensively worked on Anypoint Studio and used it to interface application…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
MuleSoft Developer
CASE Aslug: mulesoft-developer · id: 113 · source: db
Exact alias hit on mulesoft-developer (1.0) — no other alias at this confidence; skill_top absent does not contradict
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
We are looking for Mulesoft Developer for Bangalore (Remote) location, who can join us immediately. Role: Mulesoft Developer Location: Bangalore(Remote) Experience: 4+ years Job Description : - Good communication, collaboration, and team-building skills with proficiency in grasping new technical concepts quickly. - Extensively worked on Anypoint Studio and used it to interface application services by utilizing connectors, components, transformers, filters, flow Control message routing, ActiveMQ, JMS, and Error Handling. - Experienced in integrating Mule with Cloud technologies such as Google Cloud, Snowflake, etc. - RAML specifications/build experience with Mule soft utilizing Mule features like Data weave, API designer, and various connectors to ensure robust and loosely coupled integration layers. - Experienced in developing Mule ESB flows and integrations, RAML design, Mule Dataweave, connectors, and Exception Handling. - Strong knowledge in REST API development, Web service development will be a big plus. - Experience in deployment frameworks. - Experienced to integrate MuleSoft with IBM MQ. Note: Looking for someone who can join immediately or within 20 days. About Us : Infometry is a leading Advanced Data Analytics product solutions and global services company headquartered in Silicon Valley, California, and Bangalore, India. Infometry products include InfoFiscus & Informatica Cloud Connectors. InfoFiscus is a Prebuilt Cloud Analytics solution for Finance, Supply Chain, Sales, and Marketing. It's been featured and listed on Informatica Marketplace. Informatica Cloud Connectors are built for Google Sheets, Google Drive, Google Ads, Google Pub/Sub, Google Big Table, HubSpot, and Adaptive Insights. In addition to products, Infometry helps customers with Enterprise Data Strategy, Cloud Data Orchestration, Enterprise Service Bus, Snowflake Migration, Data Quality, MDM, Informatica PowerCenter to Cloud Migration, Salesforce Implementation, Big Data, and AI/ML Analytics. We are an engineering partner for multiple Data companies such as Informatica, Matillion, Snowflake, GCP, Tableau, Looker, Talend, Pentaho, Dell Boomi .. etc. We are growing at a rapid pace of 200% every year and we are looking for passionate members for our team. If you feel you are the one? Follow Us on LinkedIn and check our website for regular job updates. For more details, you can visit the company website: www.infometry.net
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Development Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Integration Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- components (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Ui Component Concept
- Confidence
- 0.82
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: UI components are a standard hiring-pipeline topic across React, Vue, Angular, and design-system JDs; component-based architecture is the default in modern frontend stacks.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1990
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Angular Component Model and Templates Catalog dimension db id 303
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Angular Component Model and Templates
angular-component-model-and-templates
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Integration Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- filters (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Search Filter Concept
- Confidence
- 0.84
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Search filters are a standard product/search concept and appear broadly in JDs for e-commerce, SaaS, and data apps; they’re a common requirement rather than a niche specialty.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 3163
- 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
-
Search and Navigation Experience Catalog dimension db id 399
Library dimension (catalog)
Roles linked in library: Magento Dev, Shopify Dev
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) |
|
Search and Navigation Experience
search-and-navigation-experience
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Integration Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Integration Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- ActiveMQ (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Message Broker Tool
- Vendor
- Apache Software Foundation
- License
- apache_2
- Year introduced
- 2004
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: ActiveMQ still appears in some enterprise JDs, but far less than Kafka/RabbitMQ; market demand is concentrated in legacy JMS integrations rather than new greenfield systems.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 1880
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Asynchronous Messaging and Event Streaming Catalog dimension db id 297
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Asynchronous Messaging and Event Streaming
asynchronous-messaging-and-event-streaming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Messaging Protocols
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- exception handling (CANONICAL) primary
- Exception Handling (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Exception Handling
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Exception handling is a core programming concept listed across most language JDs and interview screens; it’s built into mainstream languages like Java, Python, C#, and JavaScript rather than a niche or sunset tool.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 3498
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Architecture Review and Decision Records Catalog dimension db id 146
Library dimension (catalog)
Roles linked in library: Cloud Architect
-
Data Validation and Error Handling Catalog dimension db id 15
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Go Backend Developer, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Error Handling and Validation Catalog dimension db id 317
Library dimension (catalog)
Roles linked in library: Flutter Developer
-
Ruby Language and Syntax Catalog dimension db id 415
Library dimension (catalog)
Roles linked in library: Ruby Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Architecture Review and Decision Records
architecture-review-and-decision-records
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Data Validation and Error Handling
data-validation-and-error-handling
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Error Handling and Validation
error-handling-and-validation
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Ruby Language and Syntax
ruby-language-and-syntax
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Aliases — catalog
- Google Cloud Platform (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Cloud Platform
- Vendor
- License
- other_open
- Year introduced
- 2008
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: GCP appears in many cloud-engineering job descriptions alongside AWS/Azure, and Google continues expanding managed services and certifications, indicating broad hiring demand rather than niche use.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 46
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cloud & Hosting Providers Catalog dimension db id 414
Library dimension (catalog)
Roles linked in library: PHP Backend Developer
-
Cloud Provider Platforms Catalog dimension db id 131
Library dimension (catalog)
Roles linked in library: Cloud Architect, Cloud Security Engineer
-
Cloud Security Posture Tools Catalog dimension db id 64
Library dimension (catalog)
Roles linked in library: Cloud Security Engineer, Cyber Security Engineer
-
Vendor Product Families Catalog dimension db id 477
Library dimension (catalog)
Roles linked in library: Engineering Manager
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud & Hosting Providers
cloud-hosting-providers
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Cloud Provider Platforms
cloud-provider-platforms
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Cloud Security Posture Tools
cloud-security-posture-tools
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Vendor Product Families
vendor-product-families
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Aliases — catalog
- Snowflake (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Data Cloud Platform
- Vendor
- Snowflake Inc.
- License
- proprietary
- Year introduced
- 2012
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Snowflake appears frequently in data/analytics job postings and is a standard cloud data warehouse platform alongside BigQuery and Redshift.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 113
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cloud Data Warehouses Catalog dimension db id 22
Library dimension (catalog)
Roles linked in library: Data Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud Data Warehouses
cloud-data-warehouses
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- API Specification
- Sub-category
- general
- Skill nature
- LANGUAGE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Integration Tools
- Sub-category
- general
- Skill nature
- LANGUAGE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Development Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Integration Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- REST APIs (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Protocol
- Sub-category
- Rest Api Architecture Style
- Year introduced
- 2000
- Confidence
- 0.78
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: REST APIs are a standard requirement in many software JDs and API platform docs; they remain the default web service style alongside OpenAPI/JSON over HTTP, with no vendor sunset or replacement trend.
Skill profile (library / DB)
- Skill nature
- PROTOCOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 10
- Sub-category id
- 3376
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Integration and Data Fetching Catalog dimension db id 127
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
API Interface and Contract Design Catalog dimension db id 289
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Asynchronous Data Fetching Catalog dimension db id 323
Library dimension (catalog)
Roles linked in library: Flutter Developer
-
Client API Integration Catalog dimension db id 377
Library dimension (catalog)
Roles linked in library: Ionic Developer
-
External System Integrations Catalog dimension db id 14
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Drupal Dev, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Magento Integration Adapters Catalog dimension db id 401
Library dimension (catalog)
Roles linked in library: Magento Dev
-
Mobile Client Networking and API Integration Catalog dimension db id 309
Library dimension (catalog)
Roles linked in library: Flutter Developer, React Native Developer
-
Networking and API Integration Catalog dimension db id 84
Library dimension (catalog)
Roles linked in library: Android Developer, Hybrid Mobile Developer, Native Mobile Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Integration and Data Fetching
api-integration-and-data-fetching
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
API Interface and Contract Design
api-interface-and-contract-design
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Asynchronous Data Fetching
asynchronous-data-fetching
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Client API Integration
client-api-integration
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
External System Integrations
external-system-integrations
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Magento Integration Adapters
magento-integration-adapters
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Mobile Client Networking and API Integration
mobile-client-networking-and-api-integration
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Networking and API Integration
networking-and-api-integration
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Technologies
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Messaging Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- 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 |
|---|---|---|---|---|---|---|
| Components | in_db |
Angular Component Model and Templates
angular-component-model-and-templates
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Filters | in_db |
ASP.NET Core Web Frameworks
asp-net-core-web-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Filters | in_db |
Search and Navigation Experience
search-and-navigation-experience
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| ActiveMQ | in_db |
Asynchronous Messaging and Event Streaming
asynchronous-messaging-and-event-streaming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Error Handling | new |
Architecture Review and Decision Records
architecture-review-and-decision-records
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Error Handling | new |
Data Validation and Error Handling
data-validation-and-error-handling
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Error Handling | new |
Error Handling and Validation
error-handling-and-validation
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Error Handling | new |
Ruby Language and Syntax
ruby-language-and-syntax
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Google Cloud | new |
Cloud & Hosting Providers
cloud-hosting-providers
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Google Cloud | new |
Cloud Provider Platforms
cloud-provider-platforms
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Google Cloud | new |
Cloud Security Posture Tools
cloud-security-posture-tools
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Google Cloud | new |
Vendor Product Families
vendor-product-families
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Snowflake | in_db |
Cloud Data Warehouses
cloud-data-warehouses
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST API | new |
API Integration and Data Fetching
api-integration-and-data-fetching
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
API Interface and Contract Design
api-interface-and-contract-design
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
Asynchronous Data Fetching
asynchronous-data-fetching
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
Client API Integration
client-api-integration
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
External System Integrations
external-system-integrations
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
Magento Integration Adapters
magento-integration-adapters
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
Mobile Client Networking and API Integration
mobile-client-networking-and-api-integration
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| REST API | new |
Networking and API Integration
networking-and-api-integration
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | MuleSoft | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Anypoint Studio | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Connectors | type=Integration Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Transformers | type=Integration Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Flow Control | type=Integration Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Message Routing | type=Integration Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | JMS | type=Messaging Protocols subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | RAML | type=API Specification subtype=general nature=LANGUAGE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | DataWeave | type=Integration Tools subtype=general nature=LANGUAGE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | API Designer | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Mule ESB | type=Integration Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Web Services | type=Web Technologies subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | IBM MQ | type=Messaging Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Error Handling ↔ Architecture Review and Decision Records | |
| dimension_skill_link_proposed | Error Handling ↔ Data Validation and Error Handling | |
| dimension_skill_link_proposed | Error Handling ↔ Error Handling and Validation | |
| dimension_skill_link_proposed | Error Handling ↔ Ruby Language and Syntax | |
| dimension_skill_link_proposed | Google Cloud ↔ Cloud & Hosting Providers | |
| dimension_skill_link_proposed | Google Cloud ↔ Cloud Provider Platforms | |
| dimension_skill_link_proposed | Google Cloud ↔ Cloud Security Posture Tools | |
| dimension_skill_link_proposed | Google Cloud ↔ Vendor Product Families | |
| dimension_skill_link_proposed | REST API ↔ API Integration and Data Fetching | |
| dimension_skill_link_proposed | REST API ↔ API Interface and Contract Design | |
| dimension_skill_link_proposed | REST API ↔ Asynchronous Data Fetching | |
| dimension_skill_link_proposed | REST API ↔ Client API Integration | |
| dimension_skill_link_proposed | REST API ↔ External System Integrations | |
| dimension_skill_link_proposed | REST API ↔ Magento Integration Adapters | |
| dimension_skill_link_proposed | REST API ↔ Mobile Client Networking and API Integration | |
| dimension_skill_link_proposed | REST API ↔ Networking and API Integration |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Infometry is a leading Advanced",
"last_5_words": "members for our team."
},
"text": "Infometry is a leading Advanced Data Analytics product solutions and global services company headquartered in Silicon Valley, California, and Bangalore, India. Infometry products include InfoFiscus \u0026 Informatica Cloud Connectors.\n\nInfoFiscus is a Prebuilt Cloud Analytics solution for Finance, Supply Chain, Sales, and Marketing. It\u0027s been featured and listed on Informatica Marketplace.\n\nInformatica Cloud Connectors are built for Google Sheets, Google Drive, Google Ads, Google Pub/Sub, Google Big Table, HubSpot, and Adaptive Insights.\n\nIn addition to products, Infometry helps customers with Enterprise Data Strategy, Cloud Data Orchestration, Enterprise Service Bus, Snowflake Migration, Data Quality, MDM, Informatica PowerCenter to Cloud Migration, Salesforce Implementation, Big Data, and AI/ML Analytics.\n\nWe are an engineering partner for multiple Data companies such as Informatica, Matillion, Snowflake, GCP, Tableau, Looker, Talend, Pentaho, Dell Boomi .. etc. We are growing at a rapid pace of 200% every year and we are looking for passionate members for our team.",
"word_count": 186
},
"certifications": [],
"company_name": "Infometry",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 4,
"raw": "4+ years"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": "remote"
}
],
"role": "Mulesoft Developer",
"role_aliases": [
"Mulesoft Engineer",
"Mulesoft Integration Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Job Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Good communication, collaboration, and",
"last_5_words": "MuleSoft with IBM MQ."
},
"text": "- Good communication, collaboration, and team-building skills with proficiency in grasping new technical concepts quickly.\n\n- Extensively worked on Anypoint Studio and used it to interface application services by utilizing connectors, components, transformers, filters, flow Control message routing, ActiveMQ, JMS, and Error Handling.\n\n- Experienced in integrating Mule with Cloud technologies such as Google Cloud, Snowflake, etc.\n\n- RAML specifications/build experience with Mule soft utilizing Mule features like Data weave, API designer, and various connectors to ensure robust and loosely coupled integration layers.\n\n- Experienced in developing Mule ESB flows and integrations, RAML design, Mule Dataweave, connectors, and Exception Handling.\n\n- Strong knowledge in REST API development, Web service development will be a big plus.\n\n- Experience in deployment frameworks.\n\n- Experienced to integrate MuleSoft with IBM MQ.",
"word_count": 174
}
],
"urls": [
{
"type": "website",
"url": "http://www.infometry.net"
},
{
"type": "linkedin",
"url": "https://www.linkedin.com/company/infometry"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "MuleSoft"
},
{
"is_primary": true,
"skill_name": "Anypoint Studio"
},
{
"is_primary": true,
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},
{
"is_primary": false,
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},
{
"is_primary": false,
"skill_name": "Transformers"
},
{
"is_primary": false,
"skill_name": "Filters"
},
{
"is_primary": false,
"skill_name": "Flow Control"
},
{
"is_primary": false,
"skill_name": "Message Routing"
},
{
"is_primary": false,
"skill_name": "ActiveMQ"
},
{
"is_primary": false,
"skill_name": "JMS"
},
{
"is_primary": false,
"skill_name": "Error Handling"
},
{
"is_primary": false,
"skill_name": "Google Cloud"
},
{
"is_primary": false,
"skill_name": "Snowflake"
},
{
"is_primary": true,
"skill_name": "RAML"
},
{
"is_primary": true,
"skill_name": "DataWeave"
},
{
"is_primary": false,
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},
{
"is_primary": true,
"skill_name": "Mule ESB"
},
{
"is_primary": true,
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},
{
"is_primary": false,
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},
{
"is_primary": false,
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}
],
"jd_role": {
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"role_aliases": [
"Mulesoft Engineer",
"Mulesoft Integration Developer"
],
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},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
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"last_5_words": "members for our team."
},
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"word_count": 186
},
"certifications": [],
"company_name": "Infometry",
"ctc": null,
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"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
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},
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},
"education": [],
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"raw": "4+ years"
},
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{
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"Bengaluru"
],
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"state": null,
"work_mode": "remote"
}
],
"role": "Mulesoft Developer",
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"Mulesoft Engineer",
"Mulesoft Integration Developer"
],
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{
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"heading_was_present": true,
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"last_5_words": "MuleSoft with IBM MQ."
},
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"word_count": 174
}
],
"urls": [
{
"type": "website",
"url": "http://www.infometry.net"
},
{
"type": "linkedin",
"url": "https://www.linkedin.com/company/infometry"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "281ba5ad-06d5-4f51-ac5e-8f538c3e2d46",
"stage3_signals": {
"alias_found": true,
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{
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}
],
"kra_match_roles": [
{
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{
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"similarity": 0.5121
},
{
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},
{
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}
],
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},
{
"display_name": "Ionic Developer",
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{
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{
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},
{
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}
],
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},
{
"display_name": ".NET Backend Developer",
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{
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},
{
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},
{
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}
],
"matched_count": null,
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"score": 0.4208,
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},
{
"display_name": "AI Engineer",
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{
"kra_text": "Integrates AI model API responses with application business logic, database writes, event publishing, and downstream service orchestration.",
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"similarity": 0.4767
},
{
"kra_text": "Integrates AI model API responses with application business logic, database writes, event publishing, and downstream service orchestration.",
"sentence": "Experienced in integrating Mule with Cloud technologies such as Google Cloud, Snowflake, etc. - RAML specifications/build experience with Mule soft utilizing Mule features like Data weave, API designer, and various connectors to ensure robust and loosely coupled integration layers.",
"similarity": 0.398
},
{
"kra_text": "Integrates AI model API responses with application business logic, database writes, event publishing, and downstream service orchestration.",
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"similarity": 0.3793
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 13,
"score": 0.418,
"slug": "ai-engineer",
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},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "external system integration implementation",
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},
{
"kra_text": "external system integration implementation",
"sentence": "Experienced in integrating Mule with Cloud technologies such as Google Cloud, Snowflake, etc. - RAML specifications/build experience with Mule soft utilizing Mule features like Data weave, API designer, and various connectors to ensure robust and loosely coupled integration layers.",
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},
{
"kra_text": "external system integration implementation",
"sentence": "Extensively worked on Anypoint Studio and used it to interface application services by utilizing connectors, components, transformers, filters, flow Control message routing, ActiveMQ, JMS, and Error Handling.",
"similarity": 0.4063
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.4175,
"slug": "pega-developer",
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}
],
"skill_match_roles": []
},
"stage4_decision": {
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"case": "A",
"chosen_role": {
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},
"confidence": 1.0,
"is_new_role": false,
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"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Exact alias hit on mulesoft-developer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 1,
"centroid_updated": true,
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"new_kra_attached": {
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"r_and_r_preview": "- Good communication, collaboration, and team-building skills with proficiency in grasping new technical concepts quickly.\n\n- Extensively worked on Anypoint Studio and used it to interface application",
"role_display_name": "MuleSoft Developer",
"role_slug": "mulesoft-developer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 20052,
"role_display_name": "MuleSoft Developer",
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},
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},
{
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"role_display_name": "MuleSoft Developer",
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},
{
"is_primary": false,
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"role_display_name": "MuleSoft Developer",
"role_slug": "mulesoft-developer",
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},
{
"is_primary": false,
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"role_display_name": "MuleSoft Developer",
"role_slug": "mulesoft-developer",
"skill_name": "Message Routing",
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},
{
"is_primary": false,
"queue_id": 20058,
"role_display_name": "MuleSoft Developer",
"role_slug": "mulesoft-developer",
"skill_name": "JMS",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 20059,
"role_display_name": "MuleSoft Developer",
"role_slug": "mulesoft-developer",
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},
{
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"queue_id": 20060,
"role_display_name": "MuleSoft Developer",
"role_slug": "mulesoft-developer",
"skill_name": "Google Cloud",
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},
{
"is_primary": true,
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"role_display_name": "MuleSoft Developer",
"role_slug": "mulesoft-developer",
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},
{
"is_primary": true,
"queue_id": 20062,
"role_display_name": "MuleSoft Developer",
"role_slug": "mulesoft-developer",
"skill_name": "DataWeave",
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},
{
"is_primary": false,
"queue_id": 20063,
"role_display_name": "MuleSoft Developer",
"role_slug": "mulesoft-developer",
"skill_name": "API Designer",
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},
{
"is_primary": true,
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},
{
"is_primary": true,
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"role_display_name": "MuleSoft Developer",
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"skill_name": "REST API",
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},
{
"is_primary": false,
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"role_display_name": "MuleSoft Developer",
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},
{
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"role_display_name": "MuleSoft Developer",
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}
],
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"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
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{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 4022,
"existing_alias_text": "components",
"input_term": "Components",
"matched_canonical": {
"category_id": 2,
"display_name": "components",
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "components",
"sub_category_id": 1990,
"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": 4796,
"existing_alias_text": "filters",
"input_term": "Filters",
"matched_canonical": {
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"display_name": "filters",
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
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"sub_category_id": 3163,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
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"matched_canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "TOOL",
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"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": 5665,
"existing_alias_text": "Exception Handling",
"input_term": "Error Handling",
"matched_canonical": {
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"is_extractable": true,
"skill_nature": "CONCEPT",
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"typical_lifespan": "EVERGREEN",
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},
"matched_via": "embedding_alias"
},
{
"alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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"existing_alias_id": 741,
"existing_alias_text": "Google Cloud Platform",
"input_term": "Google Cloud",
"matched_canonical": {
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},
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},
{
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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"input_term": "REST API",
"matched_canonical": {
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},
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],
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{
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{
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"aliases_in_db": [
{
"alias_text": "Google Cloud Platform",
"alias_type": "CANONICAL",
"id": 741,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 9,
"display_name": "Google Cloud Platform",
"id": 425,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "google-cloud-platform",
"sub_category_id": 46,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud \u0026 Hosting Providers",
"id": 414,
"rationale": "Knowledge of major cloud and hosting vendor platforms for deploying and managing PHP applications.",
"slug": "cloud-hosting-providers",
"source": "db"
},
"input_skill": "Google Cloud",
"llm_role": null,
"roles_from_db": [
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Provider Platforms",
"id": 131,
"rationale": "Major cloud platforms and their core service ecosystems used to design target-state architectures, choose deployment boundaries, and evaluate managed capabilities. This is the primary substrate for cloud architecture decisions.",
"slug": "cloud-provider-platforms",
"source": "db"
},
"input_skill": "Google Cloud",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
},
{
"display_name": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Security Posture Tools",
"id": 64,
"rationale": "Cloud-native security platforms used to assess misconfiguration, workload exposure, and cloud control coverage. This dimension includes the major CNAPP/CSPM/CWPP vendors and cloud security services the role reviews and tunes.",
"slug": "cloud-security-posture-tools",
"source": "db"
},
"input_skill": "Google Cloud",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"source": "db"
},
{
"display_name": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Vendor Product Families",
"id": 477,
"rationale": "Coordinate usage, licensing, and architecture decisions for major vendor software and cloud product families.",
"slug": "vendor-product-families",
"source": "db"
},
"input_skill": "Google Cloud",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
]
}
],
"input_skill": "Google Cloud",
"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": [
{
"alias_text": "Snowflake",
"alias_type": "CANONICAL",
"id": 299,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 9,
"display_name": "Snowflake",
"id": 105,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "snowflake",
"sub_category_id": 113,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Data Warehouses",
"id": 22,
"rationale": "Managed analytical storage and compute platforms used for curated datasets, reporting, and downstream analytics. These systems are central to data modeling, performance tuning, and cost-aware query design.",
"slug": "cloud-data-warehouses",
"source": "db"
},
"input_skill": "Snowflake",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
}
]
}
],
"input_skill": "Snowflake",
"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": "RAML",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "API Specification",
"skill_nature": "LANGUAGE",
"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": "raml",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "DataWeave",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Integration Tools",
"skill_nature": "LANGUAGE",
"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": "dataweave",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "API Designer",
"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": "api-designer",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Mule ESB",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Integration Platforms",
"skill_nature": "PLATFORM",
"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": "mule-esb",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "REST APIs",
"alias_type": "CANONICAL",
"id": 783,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 10,
"display_name": "REST APIs",
"id": 457,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PROTOCOL",
"slug": "rest-apis",
"sub_category_id": 3376,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "API Integration and Data Fetching",
"id": 127,
"rationale": "Client-side integration with backend endpoints and third-party services, including request shaping, response handling, and synchronization with UI state. This is central to frontend work because most screens depend on remote data.",
"slug": "api-integration-and-data-fetching",
"source": "db"
},
"input_skill": "REST API",
"llm_role": null,
"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": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"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": "API Interface and Contract Design",
"id": 289,
"rationale": "Designing backend service interfaces and contracts that other systems consume, including endpoint and operation shape, request/response payloads, schema and validation, pagination, filtering, idempotency, versioning, status codes, and backward compatibility across REST, GraphQL, gRPC, and OpenAPI-based APIs.",
"slug": "api-interface-and-contract-design",
"source": "db"
},
"input_skill": "REST API",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Asynchronous Data Fetching",
"id": 323,
"rationale": "Client-side integration with external APIs and data sources, including request shaping, response parsing, and synchronization with UI state. Flutter developers need this to connect app flows to backend and third-party services.",
"slug": "asynchronous-data-fetching",
"source": "db"
},
"input_skill": "REST API",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Flutter Developer",
"id": 74,
"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Client API Integration",
"id": 377,
"rationale": "Client-side HTTP communication with backend services, including request construction, response parsing, retries, and error handling. Ionic developers use this to connect shared app flows to service endpoints without owning server logic.",
"slug": "client-api-integration",
"source": "db"
},
"input_skill": "REST API",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "External System Integrations",
"id": 14,
"rationale": "Connecting backend services to third-party APIs and internal enterprise systems. This includes client libraries, webhooks, retries, data mapping, and integration failure handling.",
"slug": "external-system-integrations",
"source": "db"
},
"input_skill": "REST API",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-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.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Magento Integration Adapters",
"id": 401,
"rationale": "Connecting Magento to external commerce systems and services. This cluster covers API clients, webhooks, message-driven adapters, and data mapping needed to synchronize storefront behavior with surrounding platforms.",
"slug": "magento-integration-adapters",
"source": "db"
},
"input_skill": "REST API",
"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": "Mobile Client Networking and API Integration",
"id": 309,
"rationale": "Client-side communication with backend services and third-party APIs from mobile apps, including request construction, response parsing, error handling, retries, interceptors, pagination, multipart uploads, and WebSocket clients. This covers integrating app features with remote REST/HTTP services while keeping service calls aligned with UI state, using platform-appropriate libraries such as Flutter/Dio/http or Android/Retrofit/OkHttp.",
"slug": "mobile-client-networking-and-api-integration",
"source": "db"
},
"input_skill": "REST API",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Flutter Developer",
"id": 74,
"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-developer",
"source": "db"
},
{
"display_name": "React Native Developer",
"id": 73,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Networking and API Integration",
"id": 84,
"rationale": "Client-side HTTP communication with backend services, including request construction, response parsing, retries, and error handling. iOS engineers use this to connect native screens to server-owned APIs.",
"slug": "networking-and-api-integration",
"source": "db"
},
"input_skill": "REST API",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Android Developer",
"id": 4,
"rationale": null,
"role_archetype": null,
"slug": "android-engineer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Native Mobile Developer",
"id": 75,
"rationale": null,
"role_archetype": "Engineering",
"slug": "native-mobile-developer",
"source": "db"
},
{
"display_name": "iOS Developer",
"id": 6,
"rationale": null,
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
}
]
}
],
"input_skill": "REST API",
"matched_via": "embedding_display_name",
"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": "Web Services",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web Technologies",
"skill_nature": "CONCEPT",
"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": "web-services",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "IBM MQ",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Messaging Platforms",
"skill_nature": "PLATFORM",
"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": "ibm-mq",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"MuleSoft",
"Anypoint Studio",
"Connectors",
"Transformers",
"Flow Control",
"Message Routing",
"JMS",
"RAML",
"DataWeave",
"API Designer",
"Mule ESB",
"Web Services",
"IBM MQ"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "MuleSoft Developer",
"id": 113,
"rationale": "Exact alias hit on mulesoft-developer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"role_archetype": null,
"slug": "mulesoft-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "MuleSoft",
"tag": "new"
},
{
"skill": "Anypoint Studio",
"tag": "new"
},
{
"skill": "Connectors",
"tag": "new"
},
{
"skill": "Components",
"tag": "in_db"
},
{
"skill": "Transformers",
"tag": "new"
},
{
"skill": "Filters",
"tag": "in_db"
},
{
"skill": "Flow Control",
"tag": "new"
},
{
"skill": "Message Routing",
"tag": "new"
},
{
"skill": "ActiveMQ",
"tag": "in_db"
},
{
"skill": "JMS",
"tag": "new"
},
{
"skill": "Error Handling",
"tag": "in_db"
},
{
"skill": "Google Cloud",
"tag": "in_db"
},
{
"skill": "Snowflake",
"tag": "in_db"
},
{
"skill": "RAML",
"tag": "new"
},
{
"skill": "DataWeave",
"tag": "new"
},
{
"skill": "API Designer",
"tag": "new"
},
{
"skill": "Mule ESB",
"tag": "new"
},
{
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{
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{
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{
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{
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},
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],
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{
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