Pipeline run
ef08fdbb-c24b-4356-aecc-7faf42d372a1
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
• Developing test cases based on feature design and code changes. • Working in an Agile team and collaborating closely with developers. • Building and using object-oriented automation frameworks. • Pr…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
SDET
domain · Testing & Quality CASE DOMAINslug: sdet · id: 66 · source: db
Domain=Testing & Quality; The JD is centered on SDET work: test case design, automation frameworks, API automation, code review, debugging, and collaboration with developers in an Agile team.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Job Description Would you enjoy testing, design and production of technology solutions? Are you excited to solve complex internet problems? Join our unique Edge Technology Group Akamai's Delivery Product Engineering team seeks a skilled, self-driven software engineer. The role focuses on testing and validating core features of Akamai's delivery products and servers. Partner with the best The Edge Technology Group powers digital innovation with high performance, scale, and simplicity. Its mission is to build a reliable global platform that drives innovation with usability and transparency. As a Software Development Engineer in Test II, you will be responsible for: • Developing test cases based on feature design and code changes. • Working in an Agile team and collaborating closely with developers. • Building and using object-oriented automation frameworks. • Programming in Python or Java, with Python as an advantage. • Automating REST/Open APIs across projects. • Bringing industry best practices to the team and projects. • Reviewing developers' code and investigating root causes of technical issues. • Documenting defects and tracking/testing status regularly. Do What You Love To be successful in this role you will: • Have a degree in Computer Science or equivalent. • Have experience programming in Python and working with APIs. • Have 2+ years of experience as a QA engineer, working with server and network-related technologies. • Have meticulous attention to detail and excellent debugging/troubleshooting skills. • Have experience in Linux and Exposure to networking concepts and web technologies such as HTTP, DNS, TCP/IP. • Have 1+ year of hands-on experience working in a Linux environment. • Have a good understanding of testing methodologies: white box, black box, functional, automated, and performance testing. Work in a way that works for you FlexBase, Akamai's Global Flexible Working Program, is based on the principles that are helping us create the best workplace in the world. When our colleagues said that flexible working was important to them, we listened. We also know flexible working is important to many of the incredible people considering joining Akamai. FlexBase, gives 95% of employees the choice to work from their home, their office, or both (in the country advertised). This permanent workplace flexibility program is consistent and fair globally, to help us find incredible talent, virtually anywhere. We are happy to discuss working options for this role and encourage you to speak with your recruiter in more detail when you apply. Learn what makes Akamai a great place to work Connect with us on social and see what life at Akamai is like! We power and protect life online, by solving the toughest challenges, together. At Akamai, we're curious, innovative, collaborative and tenacious. We celebrate diversity of thought and we hold an unwavering belief that we can make a meaningful difference. Our teams use their global perspectives to put customers at the forefront of everything they do, so if you are people-centric, you'll thrive here. Working for you Benefits At Akamai, we will provide you with opportunities to grow, flourish, and achieve great things. Our benefit options are designed to meet your individual needs for today and in the future. We provide benefits surrounding all aspects of your life: • Your health • Your finances • Your family • Your time at work • Your time pursuing other endeavors Our benefit plan options are designed to meet your individual needs and budget, both today and in the future. About Us Akamai powers and protects life online. Leading companies worldwide choose Akamai to build, deliver, and secure their digital experiences helping billions of people live, work, and play every day. With the world's most distributed compute platform from cloud to edge we make it easy for customers to develop and run applications, while we keep experiences closer to users and threats farther away. Join us Are you seeking an opportunity to make a real difference in a company with a global reach and exciting services and clients? Come join us and grow with a team of people who will energize and inspire you!
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- Python (CANONICAL) primary
- Python 2 (VERSION)
- Python 2.x (VERSION)
- Python 3 (VERSION)
- Python 3.10 (VERSION)
- Python 3.11 (VERSION)
- Python 3.12 (VERSION)
- Python 3.x (VERSION)
- py (VERSION)
- py2 (VERSION)
- py3 (VERSION)
- python 3 (VERSION)
- python 3.x (VERSION)
- python2 (VERSION)
- python3 (VERSION)
- python3.x (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- PSF
- License
- mit
- Year introduced
- 1991
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 3
Maturity reasoning: Python appears in a very high volume of job descriptions across data, backend, automation, and ML roles, and remains a default hiring-pipeline language on major job boards and tech stacks.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cloud Security Scripting & DSL Languages Catalog dimension db id 248
Library dimension (catalog)
Roles linked in library: Cloud Security Engineer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
Programming Languages & DSLs Catalog dimension db id 475
Library dimension (catalog)
Roles linked in library: Engineering Manager
-
Programming Languages and Scripting Catalog dimension db id 59
Library dimension (catalog)
Roles linked in library: Cyber Security Engineer
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
-
Programming Languages for ML Systems Catalog dimension db id 39
Library dimension (catalog)
Roles linked in library: ML Engineer, MLOps Engineer
-
Programming Languages for XR Catalog dimension db id 97
Library dimension (catalog)
Roles linked in library: AR/VR Engineer
-
Python Programming Catalog dimension db id 290
Library dimension (catalog)
Roles linked in library: Python Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud Security Scripting & DSL Languages
cloud-security-scripting-dsl-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages and Scripting
programming-languages-and-scripting
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Python Programming
python-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Java (CANONICAL) primary
- JDK (VERSION)
- JDK 10 (VERSION)
- JDK 11 (VERSION)
- JDK 12 (VERSION)
- JDK 13 (VERSION)
- JDK 14 (VERSION)
- JDK 15 (VERSION)
- JDK 16 (VERSION)
- JDK 17 (VERSION)
- JDK 18 (VERSION)
- JDK 19 (VERSION)
- JDK 20 (VERSION)
- JDK 21 (VERSION)
- JDK 5 (VERSION)
- JDK 6 (VERSION)
- JDK 7 (VERSION)
- JDK 8 (VERSION)
- JDK 9 (VERSION)
- Java 1.0 (VERSION)
- Java 1.1 (VERSION)
- Java 1.2 (VERSION)
- Java 1.3 (VERSION)
- Java 1.4 (VERSION)
- Java 1.5 (VERSION)
- Java 1.6 (VERSION)
- Java 1.7 (VERSION)
- Java 1.8 (VERSION)
- Java 10 (VERSION)
- Java 11 (VERSION)
- Java 12 (VERSION)
- Java 13 (VERSION)
- Java 14 (VERSION)
- Java 15 (VERSION)
- Java 16 (VERSION)
- Java 17 (VERSION)
- Java 18 (VERSION)
- Java 19 (VERSION)
- Java 20 (VERSION)
- Java 21 (VERSION)
- Java 5 (VERSION)
- Java 6 (VERSION)
- Java 7 (VERSION)
- Java 8 (VERSION)
- Java 9 (VERSION)
- Java11 (VERSION)
- Java17 (VERSION)
- Java21 (VERSION)
- Java8 (VERSION)
- OpenJDK 11 (VERSION)
- OpenJDK 17 (VERSION)
- OpenJDK 21 (VERSION)
- OpenJDK 8 (VERSION)
- java 11 (VERSION)
- java 17 (VERSION)
- java 21 (VERSION)
- java 4 (VERSION)
- java 5 (VERSION)
- java 6 (VERSION)
- java 7 (VERSION)
- java 8 (VERSION)
- java lts (VERSION)
- java-11 (VERSION)
- java-17 (VERSION)
- java-21 (VERSION)
- java-4 (VERSION)
- java-5 (VERSION)
- java-6 (VERSION)
- java-7 (VERSION)
- java-8 (VERSION)
- java11 (VERSION)
- java17 (VERSION)
- java21 (VERSION)
- java4 (VERSION)
- java5 (VERSION)
- java6 (VERSION)
- java7 (VERSION)
- java8 (VERSION)
- jdk 11 (VERSION)
- jdk 17 (VERSION)
- jdk 21 (VERSION)
- jdk 4 (VERSION)
- jdk 5 (VERSION)
- jdk 6 (VERSION)
- jdk 7 (VERSION)
- jdk 8 (VERSION)
- jdk11 (VERSION)
- jdk17 (VERSION)
- jdk21 (VERSION)
- jdk4 (VERSION)
- jdk5 (VERSION)
- jdk6 (VERSION)
- jdk7 (VERSION)
- jdk8 (VERSION)
- jvm21 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Oracle
- License
- other_open
- Year introduced
- 1995
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 21
Maturity reasoning: Java is a hiring-pipeline staple with very high JD volume across enterprise backend, Android, and cloud roles; it remains widely supported by major vendors and frameworks like Spring.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Java Language and JVM Catalog dimension db id 279
Library dimension (catalog)
Roles linked in library: Java Backend Developer, Kotlin Backend Developer, Scala Backend Developer
-
Kotlin and Java Catalog dimension db id 161
Library dimension (catalog)
Roles linked in library: Android Developer
-
Native Mobile Languages Catalog dimension db id 274
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
Programming Languages & DSLs Catalog dimension db id 475
Library dimension (catalog)
Roles linked in library: Engineering Manager
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Native Mobile Languages
native-mobile-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Agile (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 3594
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Software Concepts, Patterns & Practices Catalog dimension db id 478
Library dimension (catalog)
Roles linked in library: Engineering Manager
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Conceptual Paradigms
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Aliases — catalog
- REST (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Api Architecture Style
- Year introduced
- 2000
- Confidence
- 0.88
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2122
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Design and Contracts Catalog dimension db id 3
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
API Interface and Contract Design Catalog dimension db id 289
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Integration Protocols & Standards Catalog dimension db id 271
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Standards, Protocols & Compliance Catalog dimension db id 452
Library dimension (catalog)
Roles linked in library: Engineering Manager, Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Standards, Protocols & Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- OpenAPI (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Standard
- Sub-category
- Api Specification Standard
- Vendor
- OpenAPI Initiative
- License
- apache_2
- Year introduced
- 2016
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: OpenAPI is widely listed in API/backend job descriptions and is the de facto standard for REST API contracts, with strong vendor support from Swagger/Redoc and broad tooling adoption across CI, docs, and codegen.
Skill profile (library / DB)
- Skill nature
- STANDARD
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 12
- Sub-category id
- 1098
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Design and Contracts Catalog dimension db id 3
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
API Interface and Contract Design Catalog dimension db id 289
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
REST API Implementation Catalog dimension db id 280
Library dimension (catalog)
Roles linked in library: Java Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
REST API Implementation
rest-api-implementation
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Code Review (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- SoftSkill
- Sub-category
- Code Review
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PRACTICE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 58
- Sub-category id
- 364
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Operating Systems
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Aliases — catalog
- HTTP (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Protocol
- Sub-category
- Application Protocol
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: HTTP is a foundational web protocol present in nearly all backend/frontend JDs and cloud docs; it underpins REST APIs and browser traffic, with no successor replacing it.
Skill profile (library / DB)
- Skill nature
- PROTOCOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 10
- Sub-category id
- 710
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
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 |
|---|---|---|---|
|
Networking and API Integration
networking-and-api-integration
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- DNS (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Protocol
- Sub-category
- Name Resolution Protocol
- Vendor
- IETF
- License
- other_open
- Year introduced
- 1983
- Confidence
- 0.90
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: DNS is a foundational internet protocol and appears routinely in SRE, network, and cloud job descriptions; major vendors still document and support it as core infrastructure.
Skill profile (library / DB)
- Skill nature
- PROTOCOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 10
- Sub-category id
- 561
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cloud Networking and Connectivity Catalog dimension db id 153
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
Cloud Networking and Edge Connectivity Catalog dimension db id 136
Library dimension (catalog)
Roles linked in library: Cloud Architect
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud Networking and Connectivity
cloud-networking-and-connectivity
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Cloud Networking and Edge Connectivity
cloud-networking-and-edge-connectivity
|
✓ | — | 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
- Networking Protocols
- 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
- Testing Strategies
- 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 Strategies
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Integration testing (CANONICAL) primary
- integration testing (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Testing Methodology
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Integration testing is a standard QA skill in job descriptions across backend, frontend, and DevOps roles; it’s commonly paired with CI/CD and tools like Jest, Cypress, and Testcontainers.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 44
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Testing and Defect Resolution Catalog dimension db id 262
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Testing and Quality Assurance Catalog dimension db id 12
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Testing and Defect Resolution
testing-and-defect-resolution
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Testing and Quality Assurance
testing-and-quality-assurance
|
— | — |
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
- Testing Strategies
- 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 Strategies
- 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 |
|---|---|---|---|---|---|---|
| Python | in_db |
Cloud Security Scripting & DSL Languages
cloud-security-scripting-dsl-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages and Scripting
programming-languages-and-scripting
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Python Programming
python-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Native Mobile Languages
native-mobile-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
Standards, Protocols & Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| OpenAPI | in_db |
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| OpenAPI | in_db |
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| OpenAPI | in_db |
REST API Implementation
rest-api-implementation
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Code Review | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTTP | in_db |
Networking and API Integration
networking-and-api-integration
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DNS | in_db |
Cloud Networking and Connectivity
cloud-networking-and-connectivity
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DNS | in_db |
Cloud Networking and Edge Connectivity
cloud-networking-and-edge-connectivity
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Functional Testing | new |
Testing and Defect Resolution
testing-and-defect-resolution
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Functional Testing | new |
Testing and Quality Assurance
testing-and-quality-assurance
|
— | — | 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 | Object-Oriented Programming | type=Conceptual Paradigms subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Linux | type=Operating Systems subtype=general nature=TOOL lifespan=EVERGREEN | |
| canonical_skill_proposed | TCP/IP | type=Networking Protocols subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | White Box Testing | type=Testing Strategies subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Black Box Testing | type=Testing Strategies subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Automated Testing | type=Testing Strategies subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Performance Testing | type=Testing Strategies subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Functional Testing ↔ Testing and Defect Resolution | |
| dimension_skill_link_proposed | Functional Testing ↔ Testing and Quality Assurance |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Akamai powers and protects life",
"last_5_words": "users and threats farther away."
},
"text": "Akamai powers and protects life online. Leading companies worldwide choose Akamai to build, deliver, and secure their digital experiences helping billions of people live, work, and play every day. With the world\u0027s most distributed compute platform from cloud to edge we make it easy for customers to develop and run applications, while we keep experiences closer to users and threats farther away.",
"word_count": 64
},
"certifications": [],
"company_name": "Akamai",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Tech Consulting",
"Cloud Services"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or equivalent)",
"raw": "Have a degree in Computer Science or equivalent.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 2,
"raw": "2+ years of experience as a QA engineer"
},
"job_locations": [],
"role": "Software Development Engineer in Test II",
"role_aliases": [
"SDET",
"QA Engineer",
"Test Engineer"
],
"role_archetype": "QA",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "As a Software Development Engineer in Test II, you will be responsible for:",
"heading_was_present": true,
"source_marker": {
"first_5_words": "As a Software Development Engineer",
"last_5_words": "tracking/testing status regularly."
},
"text": "\u2022 Developing test cases based on feature design and code changes.\n\u2022 Working in an Agile team and collaborating closely with developers.\n\u2022 Building and using object-oriented automation frameworks.\n\u2022 Programming in Python or Java, with Python as an advantage.\n\u2022 Automating REST/Open APIs across projects.\n\u2022 Bringing industry best practices to the team and projects.\n\u2022 Reviewing developers\u0027 code and investigating root causes of technical issues.\n\u2022 Documenting defects and tracking/testing status regularly.",
"word_count": 88
},
{
"bullet_count": 7,
"heading": "To be successful in this role you will:",
"heading_was_present": true,
"source_marker": {
"first_5_words": "To be successful in this",
"last_5_words": "automated, and performance testing."
},
"text": "\u2022 Have a degree in Computer Science or equivalent.\n\u2022 Have experience programming in Python and working with APIs.\n\u2022 Have 2+ years of experience as a QA engineer, working with server and network-related technologies.\n\u2022 Have meticulous attention to detail and excellent debugging/troubleshooting skills.\n\u2022 Have experience in Linux and Exposure to networking concepts and web technologies such as HTTP, DNS, TCP/IP.\n\u2022 Have 1+ year of hands-on experience working in a Linux environment.\n\u2022 Have a good understanding of testing methodologies: white box, black box, functional, automated, and performance testing.",
"word_count": 104
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Python"
},
{
"is_primary": false,
"skill_name": "Java"
},
{
"is_primary": true,
"skill_name": "Agile"
},
{
"is_primary": true,
"skill_name": "Object-Oriented Programming"
},
{
"is_primary": true,
"skill_name": "REST"
},
{
"is_primary": true,
"skill_name": "OpenAPI"
},
{
"is_primary": false,
"skill_name": "Code Review"
},
{
"is_primary": true,
"skill_name": "Linux"
},
{
"is_primary": true,
"skill_name": "HTTP"
},
{
"is_primary": true,
"skill_name": "DNS"
},
{
"is_primary": true,
"skill_name": "TCP/IP"
},
{
"is_primary": true,
"skill_name": "White Box Testing"
},
{
"is_primary": true,
"skill_name": "Black Box Testing"
},
{
"is_primary": true,
"skill_name": "Functional Testing"
},
{
"is_primary": true,
"skill_name": "Automated Testing"
},
{
"is_primary": true,
"skill_name": "Performance Testing"
}
],
"jd_role": {
"display_name": "Software Development Engineer in Test II",
"rationale": null,
"role_aliases": [
"SDET",
"QA Engineer",
"Test Engineer"
],
"role_archetype": "QA",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Akamai powers and protects life",
"last_5_words": "users and threats farther away."
},
"text": "Akamai powers and protects life online. Leading companies worldwide choose Akamai to build, deliver, and secure their digital experiences helping billions of people live, work, and play every day. With the world\u0027s most distributed compute platform from cloud to edge we make it easy for customers to develop and run applications, while we keep experiences closer to users and threats farther away.",
"word_count": 64
},
"certifications": [],
"company_name": "Akamai",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Tech Consulting",
"Cloud Services"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or equivalent)",
"raw": "Have a degree in Computer Science or equivalent.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 2,
"raw": "2+ years of experience as a QA engineer"
},
"job_locations": [],
"role": "Software Development Engineer in Test II",
"role_aliases": [
"SDET",
"QA Engineer",
"Test Engineer"
],
"role_archetype": "QA",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "As a Software Development Engineer in Test II, you will be responsible for:",
"heading_was_present": true,
"source_marker": {
"first_5_words": "As a Software Development Engineer",
"last_5_words": "tracking/testing status regularly."
},
"text": "\u2022 Developing test cases based on feature design and code changes.\n\u2022 Working in an Agile team and collaborating closely with developers.\n\u2022 Building and using object-oriented automation frameworks.\n\u2022 Programming in Python or Java, with Python as an advantage.\n\u2022 Automating REST/Open APIs across projects.\n\u2022 Bringing industry best practices to the team and projects.\n\u2022 Reviewing developers\u0027 code and investigating root causes of technical issues.\n\u2022 Documenting defects and tracking/testing status regularly.",
"word_count": 88
},
{
"bullet_count": 7,
"heading": "To be successful in this role you will:",
"heading_was_present": true,
"source_marker": {
"first_5_words": "To be successful in this",
"last_5_words": "automated, and performance testing."
},
"text": "\u2022 Have a degree in Computer Science or equivalent.\n\u2022 Have experience programming in Python and working with APIs.\n\u2022 Have 2+ years of experience as a QA engineer, working with server and network-related technologies.\n\u2022 Have meticulous attention to detail and excellent debugging/troubleshooting skills.\n\u2022 Have experience in Linux and Exposure to networking concepts and web technologies such as HTTP, DNS, TCP/IP.\n\u2022 Have 1+ year of hands-on experience working in a Linux environment.\n\u2022 Have a good understanding of testing methodologies: white box, black box, functional, automated, and performance testing.",
"word_count": 104
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "ef08fdbb-c24b-4356-aecc-7faf42d372a1",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
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"matched_skills": null,
"role_id": 66,
"score": 1.0,
"slug": "sdet",
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}
],
"kra_match_roles": [
{
"display_name": "Drupal Dev",
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{
"kra_text": "site troubleshooting and defect fixes",
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"similarity": 0.5779
},
{
"kra_text": "site troubleshooting and defect fixes",
"sentence": "Reviewing developers\u0027 code and investigating root causes of technical issues.",
"similarity": 0.5609
},
{
"kra_text": "site troubleshooting and defect fixes",
"sentence": "Have meticulous attention to detail and excellent debugging/troubleshooting skills.",
"similarity": 0.5527
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 228,
"score": 0.5638,
"slug": "drupal-dev",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Reviewing developers\u0027 code and investigating root causes of technical issues.",
"similarity": 0.6123
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Working in an Agile team and collaborating closely with developers.",
"similarity": 0.5602
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Developing test cases based on feature design and code changes.",
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}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5546,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Ruby Backend Developer",
"kra_matches": [
{
"kra_text": "backend defect diagnosis and fixes",
"sentence": "Documenting defects and tracking/testing status regularly.",
"similarity": 0.6226
},
{
"kra_text": "backend defect diagnosis and fixes",
"sentence": "Reviewing developers\u0027 code and investigating root causes of technical issues.",
"similarity": 0.5321
},
{
"kra_text": "backend defect diagnosis and fixes",
"sentence": "Have meticulous attention to detail and excellent debugging/troubleshooting skills.",
"similarity": 0.5006
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 85,
"score": 0.5518,
"slug": "ruby-backend-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Working in an Agile team and collaborating closely with developers.",
"similarity": 0.5684
},
{
"kra_text": "defect diagnosis and fixes",
"sentence": "Documenting defects and tracking/testing status regularly.",
"similarity": 0.5597
},
{
"kra_text": "code review and refactoring",
"sentence": "Reviewing developers\u0027 code and investigating root causes of technical issues.",
"similarity": 0.5178
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5486,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "code review and testing support",
"sentence": "Reviewing developers\u0027 code and investigating root causes of technical issues.",
"similarity": 0.5607
},
{
"kra_text": "defect investigation and resolution",
"sentence": "Documenting defects and tracking/testing status regularly.",
"similarity": 0.5482
},
{
"kra_text": "code review and testing support",
"sentence": "Developing test cases based on feature design and code changes.",
"similarity": 0.5145
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.5412,
"slug": "go-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"OpenAPI",
"Python",
"REST"
],
"role_id": 15,
"score": 0.2143,
"slug": "full-stack-engineer",
"total_count": 14
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"OpenAPI",
"Python",
"REST"
],
"role_id": 435,
"score": 0.2143,
"slug": "fullstack-developer",
"total_count": 14
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"OpenAPI",
"Python",
"REST"
],
"role_id": 80,
"score": 0.2143,
"slug": "python-backend-developer",
"total_count": 14
},
{
"display_name": "Engineering Manager",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"Agile",
"Python",
"REST"
],
"role_id": 121,
"score": 0.2143,
"slug": "engineering-manager",
"total_count": 14
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"OpenAPI",
"Python",
"REST"
],
"role_id": 1,
"score": 0.2143,
"slug": "backend-engineer",
"total_count": 14
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "SDET",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 66,
"score": 0.98,
"slug": "sdet",
"total_count": null
},
"confidence": 0.98,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Test Automation Engineering",
"API Test Automation",
"Agile QA Collaboration",
"Debugging and Root Cause Analysis",
"Linux and Networking Fundamentals",
"Testing Methodology Coverage"
],
"matched_kras": [
"Developing test cases based on feature design and code changes",
"Working in an Agile team and collaborating closely with developers",
"Building and using object-oriented automation frameworks",
"Automating REST/Open APIs across projects",
"Reviewing developers\u0027 code and investigating root causes of technical issues",
"Documenting defects and tracking/testing status regularly"
],
"matched_skills": [
"Python",
"Java",
"object-oriented automation frameworks",
"REST/Open APIs",
"Agile",
"Linux",
"HTTP",
"DNS",
"TCP/IP",
"white box",
"black box",
"functional testing",
"automated testing",
"performance testing"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Testing \u0026 Quality; The JD is centered on SDET work: test case design, automation frameworks, API automation, code review, debugging, and collaboration with developers in an Agile team.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 15,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1424,
"r_and_r_preview": "\u2022 Developing test cases based on feature design and code changes.\n\u2022 Working in an Agile team and collaborating closely with developers.\n\u2022 Building and using object-oriented automation frameworks.\n\u2022 Pr",
"role_display_name": "SDET",
"role_slug": "sdet",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 19300,
"role_display_name": "SDET",
"role_slug": "sdet",
"skill_name": "Object-Oriented Programming",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 19301,
"role_display_name": "SDET",
"role_slug": "sdet",
"skill_name": "Linux",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 19302,
"role_display_name": "SDET",
"role_slug": "sdet",
"skill_name": "TCP/IP",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 19303,
"role_display_name": "SDET",
"role_slug": "sdet",
"skill_name": "White Box Testing",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 19304,
"role_display_name": "SDET",
"role_slug": "sdet",
"skill_name": "Black Box Testing",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 19305,
"role_display_name": "SDET",
"role_slug": "sdet",
"skill_name": "Functional Testing",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 19306,
"role_display_name": "SDET",
"role_slug": "sdet",
"skill_name": "Automated Testing",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 19307,
"role_display_name": "SDET",
"role_slug": "sdet",
"skill_name": "Performance Testing",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 67,
"existing_alias_text": "Python",
"input_term": "Python",
"matched_canonical": {
"category_id": 6,
"display_name": "Python",
"id": 5,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "python",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1,
"existing_alias_text": "Java",
"input_term": "Java",
"matched_canonical": {
"category_id": 6,
"display_name": "Java",
"id": 1,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "java",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 868,
"existing_alias_text": "Agile",
"input_term": "Agile",
"matched_canonical": {
"category_id": 8,
"display_name": "Agile",
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},
{
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}
]
},
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},
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{
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}
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},
{
"aliases_in_db": [],
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"new_alias_persisted": false,
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},
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},
{
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],
"canonical": {
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},
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{
"dimension": {
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},
"input_skill": "HTTP",
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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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},
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{
"dimension": {
"difficulty_hint": "well_known",
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"slug": "cloud-networking-and-connectivity",
"source": "db"
},
"input_skill": "DNS",
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{
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}
]
},
{
"dimension": {
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"slug": "cloud-networking-and-edge-connectivity",
"source": "db"
},
"input_skill": "DNS",
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"roles_from_db": [
{
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}
]
}
],
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},
{
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"new_alias_persisted": false,
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},
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"skill_id": "tcp-ip",
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},
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},
{
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"input_skill": "White Box Testing",
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"new_alias_persisted": false,
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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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{
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},
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}
]
},
{
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},
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},
{
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},
{
"display_name": "Node.js Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
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},
{
"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": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Functional Testing",
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"new_skill_meta": null,
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"was_in_llm_skills": true
},
{
"aliases_in_db": [],
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"input_skill": "Automated Testing",
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},
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},
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},
{
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"input_skill": "Performance Testing",
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"new_alias_persisted": false,
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},
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}
],
"unmatched_skills": [
"Object-Oriented Programming",
"Linux",
"TCP/IP",
"White Box Testing",
"Black Box Testing",
"Automated Testing",
"Performance Testing"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "SDET",
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