Pipeline run
5de13144-e8d1-470e-9f0f-33d3fbe298be
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
Responsible for designing, building, testing and documenting new integrations. Collaborate cross-functionally with technical/non-technical stakeholders to gather and understand the requirements. Desig…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Workday Integration Consultant
domain · ERP — Other Platforms CASE DOMAINslug: workday-integration-consultant · id: 55 · source: db
Domain=ERP — Other Platforms; The JD is centered on designing and implementing integrations, ETL tools, web services, API management, and monitoring/alerting, which most closely matches a Workday integration-focused consultant role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
About Wells Fargo Wells Fargo & Company (NYSE: WFC) is a leading global financial services company headquartered in San Francisco (United States). Wells Fargo has offices in over 20 countries and territories. Our business outside of the U.S. mostly focuses on providing banking services for large corporate, government and financial institution clients. We have worldwide expertise and services to help our customers improve earnings, manage risk, and develop opportunities in the global marketplace. Our global reach offers many opportunities for you to develop a career with Wells Fargo. Join our diverse and inclusive team where you will feel valued and inspired to contribute your unique skills and experience. We are looking for talented people who will put our customers at the center of everything we do. Help us build a better Wells Fargo. It all begins with outstanding talent. It all begins with you. About The Role Market Job Description You will work as part of the India Office team to support and enhance Salesforce Financial Cloud Application. You will interact closely with multiples business partners. As an Integration Consultant, you will be responsible for building and/or testing integrations for many Business applications (Salesforce, Informatica, HOGAN, third party integrations etc). This will include rewriting/re-designing existing integrations through ETL, architecting endpoint APIs for reusability and building security to third party providers to access them. Flexibility to learn and adapt other integration technology such as Informatica, Mulesoft and work on the same. Responsibilities Responsible for designing, building, testing and documenting new integrations.Collaborate cross-functionally with technical/non-technical stakeholders to gather and understand the requirements.Design, code, test and implement integrations to meet project objectives and support new or expanding business objectives.Ensuring high-Performance integrations.Control integration quality and develop ways to detect and correct anomalies with data exchangeDevelop monitoring and alerting process while building the integrations for scale. Be a self-starter and team player with solid verbal and written communication skillsWork closely with functional leaders, organizational units, and subject matter experts in developing solutions Essential Qualifications 5+ years prior experience developing solutions on ETL tools.Familiarity with business applications; such as Oracle ERP, Salesforce, Mulesoft etc. Experience in design, developing, testing, implementation, and documentation using one or more ETL tools.Proficiency in building complex mappings.Proficiency in web service design.Experience in building common services framework for logging, error handling, configuration, authentication and authorization.Experience in Continuous integration and Continuous deployment. Desired Qualifications Exposure in Automation testing.Previous roles in a consulting or high growth, tech environment highly desired.Experience in implementing OAUTH authentication, SSL implementation is a plusExperience with different API Management tools is a plusExperience in working on Financial sector. Market Skills and Certifications We Value Diversity At Wells Fargo, we believe in diversity and inclusion in the workplace; accordingly, we welcome applications for employment from all qualified candidates, regardless of race, color, gender, national or ethnic origin, age, disability, religion, sexual orientation, gender identity or any other status protected by applicable law. We comply with all applicable laws in every jurisdiction in which we operate. 66919 Reference Number 66919BR-2
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
- Data Engineering Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Enterprise Resource Planning
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Salesforce (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Saas Platform
- Vendor
- Salesforce, Inc.
- License
- proprietary
- Year introduced
- 1999
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Salesforce appears in large volumes of enterprise job postings across sales, admin, and developer roles, and its AppExchange/ecosystem remains actively supported by the vendor.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 3633
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Vendor Product Families Catalog dimension db id 477
Library dimension (catalog)
Roles linked in library: Engineering Manager
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Vendor Product Families
vendor-product-families
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Integration Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Technologies
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Aliases — catalog
- logging (CANONICAL) primary
- Logging (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Observability Concept
- Confidence
- 0.92
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Logging is a standard requirement in most software JDs and observability stacks; it appears alongside metrics/tracing in mainstream tooling like ELK, Splunk, and CloudWatch rather than as a niche specialty.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 752
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Observability and Diagnostics Catalog dimension db id 287
Library dimension (catalog)
Roles linked in library: Go Backend Developer, Java Backend Developer, Python Backend Developer
-
Observability and Incident Response Catalog dimension db id 10
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer
-
Observability and Operations Catalog dimension db id 143
Library dimension (catalog)
Roles linked in library: Cloud Architect
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Observability and Diagnostics
observability-and-diagnostics
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Observability and Incident Response
observability-and-incident-response
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Observability and Operations
observability-and-operations
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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
|
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Infrastructure Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Authentication (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Authentication
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Authentication is a core requirement in most software JDs and security roles; it appears broadly across job postings and vendor docs for OAuth/OIDC, SSO, and MFA rather than as a niche specialty.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1211
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Authentication and Session Handling Catalog dimension db id 86
Library dimension (catalog)
Roles linked in library: Android Developer, Frontend Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Native Mobile Developer, Web Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Authentication and Session Handling
authentication-and-session-handling
|
✓ | — | 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
- Security Tools
- 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
- DevOps Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- DevOps Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- OAuth (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Protocol
- Sub-category
- Authorization Protocol
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: OAuth is widely listed in job descriptions for API/auth work and is a standard authorization protocol across major vendors; OAuth 2.0/OIDC are common requirements in modern identity stacks.
Skill profile (library / DB)
- Skill nature
- PROTOCOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 10
- Sub-category id
- 50
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Shopify APIs and Webhooks Catalog dimension db id 427
Library dimension (catalog)
Roles linked in library: Shopify Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Shopify APIs and Webhooks
shopify-apis-and-webhooks
|
✓ | — | 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
- Security Tools
- 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
- Integration Platforms
- Sub-category
- general
- Skill nature
- PRACTICE
- 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 |
|---|---|---|---|---|---|---|
| Salesforce | in_db |
Vendor Product Families
vendor-product-families
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Logging | in_db |
Observability and Diagnostics
observability-and-diagnostics
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Logging | in_db |
Observability and Incident Response
observability-and-incident-response
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Logging | in_db |
Observability and Operations
observability-and-operations
|
✓ | — | 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 |
| Authentication | in_db |
Authentication and Session Handling
authentication-and-session-handling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| OAuth | in_db |
Shopify APIs and Webhooks
shopify-apis-and-webhooks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | ETL | type=Data Engineering Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Oracle ERP | type=Enterprise Resource Planning subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | MuleSoft | 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 | Configuration | type=Infrastructure Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Authorization | type=Security Tools subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Continuous Integration | type=DevOps Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Continuous Deployment | type=DevOps Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Automation Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | SSL | type=Security Tools subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | API Management | type=Integration Platforms subtype=general nature=PRACTICE 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 |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Wells Fargo \u0026 Company (NYSE: WFC)",
"last_5_words": "outstanding talent. It all begins"
},
"text": "Wells Fargo \u0026 Company (NYSE: WFC) is a leading global financial services company headquartered in San Francisco (United States). Wells Fargo has offices in over 20 countries and territories. Our business outside of the U.S. mostly focuses on providing banking services for large corporate, government and financial institution clients. We have worldwide expertise and services to help our customers improve earnings, manage risk, and develop opportunities in the global marketplace. Our global reach offers many opportunities for you to develop a career with Wells Fargo. Join our diverse and inclusive team where you will feel valued and inspired to contribute your unique skills and experience. We are looking for talented people who will put our customers at the center of everything we do. Help us build a better Wells Fargo. It all begins with outstanding talent. It all begins with you.",
"word_count": 116
},
"certifications": [],
"company_name": "Wells Fargo \u0026 Company",
"ctc": null,
"domain": {
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"education": [],
"experience": {
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"raw": "5+ years prior experience developing solutions on ETL tools."
},
"job_locations": [
{
"aliases": [
"SF"
],
"city": "San Francisco",
"country": "United States",
"state": "California",
"work_mode": "null"
}
],
"role": "Integration Consultant",
"role_aliases": [
"Integration Engineer",
"ETL Consultant",
"Salesforce Integration Consultant"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Responsible for designing, building,",
"last_5_words": "in developing solutions."
},
"text": "Responsible for designing, building, testing and documenting new integrations.\nCollaborate cross-functionally with technical/non-technical stakeholders to gather and understand the requirements.\nDesign, code, test and implement integrations to meet project objectives and support new or expanding business objectives.\nEnsuring high-Performance integrations.\nControl integration quality and develop ways to detect and correct anomalies with data exchange.\nDevelop monitoring and alerting process while building the integrations for scale.\nBe a self-starter and team player with solid verbal and written communication skills.\nWork closely with functional leaders, organizational units, and subject matter experts in developing solutions.",
"word_count": 103
},
{
"bullet_count": 7,
"heading": "Essential Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "5+ years prior experience developing",
"last_5_words": "Continuous integration and Continuous deployment."
},
"text": "5+ years prior experience developing solutions on ETL tools.\nFamiliarity with business applications; such as Oracle ERP, Salesforce, Mulesoft etc.\nExperience in design, developing, testing, implementation, and documentation using one or more ETL tools.\nProficiency in building complex mappings.\nProficiency in web service design.\nExperience in building common services framework for logging, error handling, configuration, authentication and authorization.\nExperience in Continuous integration and Continuous deployment.",
"word_count": 91
},
{
"bullet_count": 5,
"heading": "Desired Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Exposure in Automation testing. Previous",
"last_5_words": "working on Financial sector."
},
"text": "Exposure in Automation testing.\nPrevious roles in a consulting or high growth, tech environment highly desired.\nExperience in implementing OAUTH authentication, SSL implementation is a plus.\nExperience with different API Management tools is a plus.\nExperience in working on Financial sector.",
"word_count": 56
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "ETL"
},
{
"is_primary": false,
"skill_name": "Oracle ERP"
},
{
"is_primary": false,
"skill_name": "Salesforce"
},
{
"is_primary": false,
"skill_name": "MuleSoft"
},
{
"is_primary": true,
"skill_name": "Web Services"
},
{
"is_primary": false,
"skill_name": "Logging"
},
{
"is_primary": false,
"skill_name": "Error Handling"
},
{
"is_primary": false,
"skill_name": "Configuration"
},
{
"is_primary": false,
"skill_name": "Authentication"
},
{
"is_primary": false,
"skill_name": "Authorization"
},
{
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"skill_name": "Continuous Integration"
},
{
"is_primary": true,
"skill_name": "Continuous Deployment"
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{
"is_primary": false,
"skill_name": "Automation Testing"
},
{
"is_primary": false,
"skill_name": "OAuth"
},
{
"is_primary": false,
"skill_name": "SSL"
},
{
"is_primary": false,
"skill_name": "API Management"
}
],
"jd_role": {
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"rationale": null,
"role_aliases": [
"Integration Engineer",
"ETL Consultant",
"Salesforce Integration Consultant"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Wells Fargo \u0026 Company (NYSE: WFC)",
"last_5_words": "outstanding talent. It all begins"
},
"text": "Wells Fargo \u0026 Company (NYSE: WFC) is a leading global financial services company headquartered in San Francisco (United States). Wells Fargo has offices in over 20 countries and territories. Our business outside of the U.S. mostly focuses on providing banking services for large corporate, government and financial institution clients. We have worldwide expertise and services to help our customers improve earnings, manage risk, and develop opportunities in the global marketplace. Our global reach offers many opportunities for you to develop a career with Wells Fargo. Join our diverse and inclusive team where you will feel valued and inspired to contribute your unique skills and experience. We are looking for talented people who will put our customers at the center of everything we do. Help us build a better Wells Fargo. It all begins with outstanding talent. It all begins with you.",
"word_count": 116
},
"certifications": [],
"company_name": "Wells Fargo \u0026 Company",
"ctc": null,
"domain": {
"primary": {
"aliases": [
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"Banking"
],
"domain": "Financial Services"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 5,
"raw": "5+ years prior experience developing solutions on ETL tools."
},
"job_locations": [
{
"aliases": [
"SF"
],
"city": "San Francisco",
"country": "United States",
"state": "California",
"work_mode": "null"
}
],
"role": "Integration Consultant",
"role_aliases": [
"Integration Engineer",
"ETL Consultant",
"Salesforce Integration Consultant"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Responsible for designing, building,",
"last_5_words": "in developing solutions."
},
"text": "Responsible for designing, building, testing and documenting new integrations.\nCollaborate cross-functionally with technical/non-technical stakeholders to gather and understand the requirements.\nDesign, code, test and implement integrations to meet project objectives and support new or expanding business objectives.\nEnsuring high-Performance integrations.\nControl integration quality and develop ways to detect and correct anomalies with data exchange.\nDevelop monitoring and alerting process while building the integrations for scale.\nBe a self-starter and team player with solid verbal and written communication skills.\nWork closely with functional leaders, organizational units, and subject matter experts in developing solutions.",
"word_count": 103
},
{
"bullet_count": 7,
"heading": "Essential Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "5+ years prior experience developing",
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},
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}
],
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},
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{
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{
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{
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{
"display_name": "Pega Developer",
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{
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],
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},
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"stage5_updates": {
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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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}
}
API 2 — extract-details
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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_skill": "Authentication",
"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": "Authorization",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Security Tools",
"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": "authorization",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Continuous Integration",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "DevOps Practices",
"skill_nature": "PRACTICE",
"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": "continuous-integration",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Continuous Deployment",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "DevOps Practices",
"skill_nature": "PRACTICE",
"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": "continuous-deployment",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Automation Testing",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Testing Tools",
"skill_nature": "PRACTICE",
"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": "automation-testing",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "OAuth",
"alias_type": "CANONICAL",
"id": 5768,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 10,
"display_name": "OAuth",
"id": 4066,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PROTOCOL",
"slug": "oauth",
"sub_category_id": 50,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Shopify APIs and Webhooks",
"id": 427,
"rationale": "Integration work that connects storefronts and apps to external business systems through Shopify interfaces. This cluster is central because Shopify Dev often wires store behavior to inventory, ERP, CRM, and fulfillment systems.",
"slug": "shopify-apis-and-webhooks",
"source": "db"
},
"input_skill": "OAuth",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Shopify Dev",
"id": 230,
"rationale": null,
"role_archetype": "Engineering",
"slug": "shopify-dev",
"source": "db"
}
]
}
],
"input_skill": "OAuth",
"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": "SSL",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Security Tools",
"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": "ssl",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "API Management",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Integration Platforms",
"skill_nature": "PRACTICE",
"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-management",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"ETL",
"Oracle ERP",
"MuleSoft",
"Web Services",
"Configuration",
"Authorization",
"Continuous Integration",
"Continuous Deployment",
"Automation Testing",
"SSL",
"API Management"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Workday Integration Consultant",
"id": 55,
"rationale": "Domain=ERP \u2014 Other Platforms; The JD is centered on designing and implementing integrations, ETL tools, web services, API management, and monitoring/alerting, which most closely matches a Workday integration-focused consultant role.",
"role_archetype": null,
"slug": "workday-integration-consultant",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "ETL",
"tag": "new"
},
{
"skill": "Oracle ERP",
"tag": "new"
},
{
"skill": "Salesforce",
"tag": "in_db"
},
{
"skill": "MuleSoft",
"tag": "new"
},
{
"skill": "Web Services",
"tag": "new"
},
{
"skill": "Logging",
"tag": "in_db"
},
{
"skill": "Error Handling",
"tag": "in_db"
},
{
"skill": "Configuration",
"tag": "new"
},
{
"skill": "Authentication",
"tag": "in_db"
},
{
"skill": "Authorization",
"tag": "new"
},
{
"skill": "Continuous Integration",
"tag": "new"
},
{
"skill": "Continuous Deployment",
"tag": "new"
},
{
"skill": "Automation Testing",
"tag": "new"
},
{
"skill": "OAuth",
"tag": "in_db"
},
{
"skill": "SSL",
"tag": "new"
},
{
"skill": "API Management",
"tag": "new"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 55,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Vendor Product Families",
"id": 477,
"rationale": "Coordinate usage, licensing, and architecture decisions for major vendor software and cloud product families.",
"slug": "vendor-product-families",
"source": "db"
},
"dimension_id": 477,
"input_skill": "Salesforce",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4632,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 55,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Observability and Diagnostics",
"id": 287,
"rationale": "Instrumentation and troubleshooting practices used to understand Java service behavior in production and lower environments. This cluster covers logs, metrics, traces, correlation IDs, and root-cause analysis from service telemetry.",
"slug": "observability-and-diagnostics",
"source": "db"
},
"dimension_id": 287,
"input_skill": "Logging",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1624,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 55,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Observability and Incident Response",
"id": 10,
"rationale": "Instrumentation and production troubleshooting practices used to keep backend services reliable. Includes logs, metrics, traces, alerting, dashboards, and incident diagnosis.",
"slug": "observability-and-incident-response",
"source": "db"
},
"dimension_id": 10,
"input_skill": "Logging",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": ".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": "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"
}
],
"skill_dimension_saved": true,
"skill_id": 1624,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 55,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Observability and Operations",
"id": 143,
"rationale": "Monitoring, logging, tracing, and operational readiness patterns used to keep cloud platforms supportable. Cloud Architects use this to define what telemetry and operational controls workloads must expose.",
"slug": "observability-and-operations",
"source": "db"
},
"dimension_id": 143,
"input_skill": "Logging",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Cloud Architect",
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"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1624,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 55,
"dimension": {
"difficulty_hint": "well_known",
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"id": 146,
"rationale": "Practices for evaluating solutions against target-state standards and documenting architectural choices. Cloud Architects use these artifacts to steer modernization, exceptions, and platform alignment.",
"slug": "architecture-review-and-decision-records",
"source": "db"
},
"dimension_id": 146,
"input_skill": "Error Handling",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Cloud Architect",
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"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
}
],
"skill_dimension_saved": false,
"skill_id": null,
"skill_tag": "new",
"skipped_reason": "skill_not_in_db_v3_proposed"
},
{
"chosen_role_id": 55,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Data Validation and Error Handling",
"id": 15,
"rationale": "Guardrails that keep backend request processing correct and predictable. Includes input validation, domain rules, exception handling, error mapping, and response semantics.",
"slug": "data-validation-and-error-handling",
"source": "db"
},
"dimension_id": 15,
"input_skill": "Error Handling",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
"role_dimension_saved": false,
"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",
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"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": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"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"
}
],
"skill_dimension_saved": false,
"skill_id": null,
"skill_tag": "new",
"skipped_reason": "skill_not_in_db_v3_proposed"
},
{
"chosen_role_id": 55,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Error Handling and Validation",
"id": 317,
"rationale": "Guardrails that keep Flutter app flows correct and predictable when requests fail, inputs are invalid, or platform APIs return edge cases. This cluster is coherent because client apps must surface usable feedback and recover gracefully.",
"slug": "error-handling-and-validation",
"source": "db"
},
"dimension_id": 317,
"input_skill": "Error Handling",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Flutter Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-developer",
"source": "db"
}
],
"skill_dimension_saved": false,
"skill_id": null,
"skill_tag": "new",
"skipped_reason": "skill_not_in_db_v3_proposed"
},
{
"chosen_role_id": 55,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Ruby Language and Syntax",
"id": 415,
"rationale": "Core Ruby implementation skills used to build backend business logic, helpers, and service internals. This is the primary coding surface for the role and includes idiomatic Ruby used in production codebases.",
"slug": "ruby-language-and-syntax",
"source": "db"
},
"dimension_id": 415,
"input_skill": "Error Handling",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Ruby Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": false,
"skill_id": null,
"skill_tag": "new",
"skipped_reason": "skill_not_in_db_v3_proposed"
},
{
"chosen_role_id": 55,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Authentication and Session Handling",
"id": 86,
"rationale": "Client-side identity flows and secure session management used to sign users in and keep them authenticated. This includes token handling, login UX, and protecting secrets on device.",
"slug": "authentication-and-session-handling",
"source": "db"
},
"dimension_id": 86,
"input_skill": "Authentication",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Android Developer",
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"role_archetype": null,
"slug": "android-engineer",
"source": "db"
},
{
"display_name": "Frontend Developer",
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"slug": "frontend-engineer",
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},
{
"display_name": "Fullstack Developer",
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"role_archetype": null,
"slug": "full-stack-engineer",
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},
{
"display_name": "Hybrid Mobile Developer",
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"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
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"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Native Mobile Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "native-mobile-developer",
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},
{
"display_name": "Web Developer",
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"rationale": null,
"role_archetype": null,
"slug": "web-developer",
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},
{
"display_name": "iOS Developer",
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"rationale": null,
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1608,
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},
{
"chosen_role_id": 55,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Shopify APIs and Webhooks",
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"rationale": "Integration work that connects storefronts and apps to external business systems through Shopify interfaces. This cluster is central because Shopify Dev often wires store behavior to inventory, ERP, CRM, and fulfillment systems.",
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"source": "db"
},
"dimension_id": 427,
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Shopify Dev",
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"role_archetype": "Engineering",
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}
],
"skill_dimension_saved": true,
"skill_id": 4066,
"skill_tag": "in_db",
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}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 4
},
"planner_output": null,
"run_id": "5de13144-e8d1-470e-9f0f-33d3fbe298be"
}