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Pipeline run

e9441c5a-1cf4-4c23-9a72-7cc90d4df5a6

Pipeline LLM cost (USD)
API 1: $0.0046 API 2: $0.0004 API 3: $0.0000 Total: $0.0050

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Cloud operations / SRE
Troubleshoot production incidents, handle upgrades/patches and change requests, and improve cloud service reliability through automation, monitoring, runbooks, and operational tooling.
""troubleshooting production issues and handling change management requests for upgrades, patches or modifications""
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (15)
Ksplice Oracle Linux YUM Service OS Management Hub Linux Shell scripting Slack Automation Monitoring Alerting Capacity planning Demand forecasting Software performance analysis System tuning Service telemetry Runbooks
Skill cluster (3 dimension groups, role-scoped)
Observability and Incident Response
Alerting
Observability and Operations
Runbooks
Cross-cutting / unaligned
Ksplice Oracle Linux YUM Service OS Management Hub Linux Shell scripting Slack Automation Monitoring Capacity planning Demand forecasting Software performance analysis System tuning Service telemetry
Show KRA description ↓
Join a fun and flexible workplace where you’ll enhance your skills and build a solid professional foundation. As a Cloud Operations Engineer in our Global Production Services you will contribute to an exciting team working on some of the hottest cloud services such as Ksplice, Oracle Linux YUM Service, OS Management Hub, and more. As a Cloud Operations Engineer, you will use your skills to learn how to constantly deliver and improve on these tremendous cloud services. Operations work will include troubleshooting production issues and handling change management requests for upgrades, patches or modifications. When not working on operations you will be working on software engineering tasks such as review of incidents to drive improvement of services, tools or runbooks to increase our reliability, scalability and reduce operational overhead through automation, training, documentation, service enhancement, or process improvement. This position has the opportunity to leverage and learn the ins and outs of current cloud service architecture, deployment, monitoring and operational technologies. There are many useful and desirable skills which will be acquired if not already present. See below for the many cool and current technologies in play. The ideal candidate has some of the skills, but key is the motivation and ability to learn quickly as well as a passion for an excellent customer experience. • Improve monitoring, notifications, configuration and deployment of our services. • Perform proactive service checks and monitor/triage and address incoming system/application alerts to ensure appropriate priority and response. • Triage and troubleshoot service impacting events from multiple signals including phone, email, service telemetry and alerting. • Perform change management activities for services such as upgrades and patching. • Identify and work with engineering to implement opportunities for automation, signal noise reduction, recurring issues and other actions to reduce time to mitigate service impacting events and increase the productivity of cloud operations and development resources. • Coordinate, document and track critical incidents ensuring rapid and complete issue resolution and an appropriate closed loop to customers and other key stakeholders. • Improve the availability, scalability, latency, ease of use, and efficiency of service control plans and operational tooling. • Modify /enhance monitoring infrastructure for the services. • Participate in service capacity planning and demand forecasting, software performance analysis and system tuning. • Potentially participate in regular rotations as a central part of the 24x7 operations team. We are hiring in multiple time zones to ensure 24x7 coverage in India to the USA. • Need to be reliable in terms of working scheduled hours. • Need to be motivated quick learners. • BE/BTech or ME/MTech in Computer Science, or equivalent. • 1+ years of work experience as a software, site reliability or customer support engineer. • Ability to work independently and across teams to guide other engineers through technical operations. • Good technical writing and communication skills. Engineers will need to be able to clearly write descriptions of operational issues and corrective actions for incidents. • Slack skills and being comfortable coordinating with others online. • Basic Linux system administration knowledge and experience. • Shell scripting, at least basic things, recursive search, output redirection, etc. • Very strong analytical skills to identify problem root causes. • Systematic problem-solving approach, combined with a strong sense of ownership and drive in resolving operations issues. • Candidates will have the opportunity to develop many of the following skills. Current Possession Of Some Of These Skills Is a Bonus.

Signals

Skill
Alias devops-engineer
1.00
KRA devops-engineer
0.59
Status: completed Created: 2026-05-27T17:22:33.988896Z Updated: 2026-05-27T17:23:21.266055Z API 3 duration: 3764 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Cloud Architect

Cloud Engineer

sub-role · 0.95 CASE A

slug: cloud-architect · id: 9 · source: db · sub-role slug: cloud-engineer

Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: Cloud Engineer

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

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

Job description

This job is with Oracle, an inclusive employer and a member of myGwork – the largest global platform for the LGBTQ+ business community. Please do not contact the recruiter directly. 

Cloud Operations Engineer

Career level: IC2

Job Description

Oracle is leading the digital revolution. We are empowering nearly half a million businesses across the globe to turn untapped potential into real business value. Oracle Cloud Infrastructure (OCI) is a deep and broad platform of public cloud services that enables customers to build and run a wide range of applications in a scalable, secure, highly available, and high-performance environment. Kick-start your career with some real responsibility and an incredible learning experience working on cloud services in OCI. You will play an instrumental role in delivering the cloud experience that is changing lives across the globe. Your versatility will be your greatest asset as you turn your hand to deployment, operations and execution. You’ll have the opportunity to collaborate with the brightest minds in the industry and bring fresh insight to everything you do. Deliver fascinating, high scale services and solutions and enjoy extraordinary career growth at a company that wants to see you thrive. We are building a Global Operations team which can provide you the opportunity to build and operate a suite of massive scale, integrated cloud services in a broadly distributed, multi-tenant cloud environment. OCI is committed to providing the best in cloud services that meet the needs of our customers who are tackling some of the worlds biggest challenges. We oHer unique opportunities for smart, hands-on engineers with the expertise and passion to solve diHicult problems in distributed highly available services and

virtualized infrastructure. At every level, our engineers have a significant technical and business impact operating and building innovative new systems to power our customers 'business critical applications.

What You’ll Do

Join a fun and flexible workplace where you’ll enhance your skills and build a solid professional foundation. As a Cloud Operations Engineer in our Global Production Services you will contribute to an exciting team working on some of the hottest cloud services such as Ksplice, Oracle Linux YUM Service, OS Management Hub, and more. As a Cloud Operations Engineer, you will use your skills to learn how to constantly deliver and improve on these tremendous cloud services. Operations work will include troubleshooting production issues and handling change management requests for upgrades, patches or

modifications. When not working on operations you will be working on software engineering tasks such as review of incidents to drive improvement of services, tools or runbooks to increase our reliability, scalability and reduce operational overhead through automation, training, documentation, service enhancement, or process improvement. This position has the opportunity to leverage and learn the ins and outs of current cloud service architecture, deployment, monitoring and operational technologies. There are many useful and desirable skills which will be acquired if not

already present. See below for the many cool and current technologies in play. The ideal candidate has some of the skills, but key is the motivation and ability to learn quickly as well as a passion for an excellent customer experience.

Engineers Will

• Improve monitoring, notifications, configuration and deployment of our services.
• Perform proactive service checks and monitor/triage and address incoming system/application alerts to ensure appropriate priority and response.
• Triage and troubleshoot service impacting events from multiple signals including phone, email, service telemetry and alerting.
• Perform change management activities for services such as upgrades and patching.
• Identify and work with engineering to implement opportunities for automation, signal noise reduction, recurring issues and other actions to reduce time to mitigate service impacting events and increase the productivity of cloud operations and development resources.
• Coordinate, document and track critical incidents ensuring rapid and complete issue resolution and an appropriate closed loop to customers and other key


stakeholders.

• Improve the availability, scalability, latency, ease of use, and eHiciency of service control plans and operational tooling.
• Modify /enhance monitoring infrastructure for the services
• Participate in service capacity planning and demand forecasting, software performance analysis and system tuning
• Potentially participate in regular rotations as a central part of the 24x7 operations team. We are hiring in multiple time zones to ensure 24x7 coverage in India to the USA.
• Need to be reliable in terms of working scheduled hours.
• Need to be motivated quick learners.


Desired Skills Include

• BE/BTech or ME/MTech in Computer Science, or equivalent.
• 1+ years of work experience as a software, site reliability or customer support engineer
• Ability to work independently and across teams to guide other engineers through technical operations
• Good technical writing and communication skills. Engineers will need to be able to clearly write descriptions of operational issues and corrective actions for incidents.
• Slack skills and being comfortable coordinating with others online.
• Basic Linux system administration knowledge and experience
• Shell scripting, at least basic things, recursive search, output redirection, etc.
• Very strong analytical skills to identify problem root causes.
• Systematic problem-solving approach, combined with a strong sense of ownership and drive in resolving operations issues.
• Candidates will have the opportunity to develop many of the following skills. Current


Possession Of Some Of These Skills Is a Bonus.

• Knowledge of Linux OS internals and administration including network services, TCP/IP, NFS, SSH, NTP, bonding, vlans, tuning, systems diagnosis


skills, systemd, kernel modules, user management, storage components

• Experience working under pressure to mitigate customer issues aHecting service reliability, data integrity, and overall customer experience.
• Monitoring, management, analysis and troubleshooting of large-scale, distributed systems.
• Experience with IaaS, PaaS and SaaS architectures
• Experience in building and managing virtualized and containerized systems (KVM, Containers/Docker/Kubernetes, Helm, Puppet, Chef).
• Understanding and experience with Micro-services architecture, Oracle database, MySQL, Oracle WebLogic servers
• Experience with cloud, development and build technologies: Python, Bash, Ansible, Terraform, Hadoop, Kafka, Solr, Redis, Git, Intellij, Jenkins and Maven
• Familiarity with identity, security and encryption technologies and following security best practices.


Career Level - IC2

As a member of the software engineering division, you will apply basic to intermediate knowledge of software architecture to perform software development tasks associated with developing, debugging or designing software applications or operating systems according to provided design specifications. Build enhancements within an existing software architecture and occasionally suggest improvements to the architecture.

As a world leader in cloud solutions, Oracle uses tomorrow’s technology to tackle today’s problems. True innovation starts with diverse perspectives and various abilities and backgrounds.

When everyone’s voice is heard, we’re inspired to go beyond what’s been done before. It’s why we’re committed to expanding our inclusive workforce that promotes diverse insights and perspectives.

We’ve partnered with industry-leaders in almost every sector—and continue to thrive after 40+ years of change by operating with integrity.

Oracle careers open the door to global opportunities where work-life balance flourishes. We offer a highly competitive suite of employee benefits designed on the principles of parity and consistency. We put our people first with flexible medical, life insurance and retirement options. We also encourage employees to give back to their communities through our volunteer programs.

We’re committed to including people with disabilities at all stages of the employment process. If you require accessibility assistance or accommodation for a disability at any point, let us know by calling +1 888 404 2494, option one.

Disclaimer

Oracle is an Equal Employment Opportunity Employer*. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, national origin, sexual orientation, gender identity, disability and protected veterans’ status, or any other characteristic protected by law. Oracle will consider for employment qualified applicants with arrest and conviction records pursuant to applicable law.

• Which includes being a United States Affirmative Action Employer

Skills from this JD

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

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

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Software Tools
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Oracle Linux YUM Service Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Software Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
OS Management Hub Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Software Tools
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Linux Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Operating Systems
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Shell scripting Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Programming Languages
Sub-category
general
Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Slack Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Communication Tools
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Automation Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Software Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Monitoring Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Monitoring id=1218 · monitoring

Aliases — catalog

  • Monitoring (CANONICAL)

Context tags (catalog)

ELK Stack Grafana Prometheus SLI SLO alerting anomaly detection dashboards health checks incident response logging metrics monitoring as code observability tracing

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Observability Monitoring
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: Monitoring is a standard requirement in most SRE/DevOps job descriptions and is bundled into major platforms like AWS CloudWatch, Datadog, and Prometheus, indicating broad market adoption.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
924
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Observability and Incident Triage Catalog dimension db id 155

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Observability and Incident Triage
observability-and-incident-triage
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Alerting Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: alerting id=882 · alerting

Aliases — catalog

  • alerting (CANONICAL) primary

Context tags (catalog)

Grafana SLA SLA compliance SLAs SLIs SLOs alert fatigue alert management alert prioritization alerting frameworks alerting policies alerting rules alerting systems alertmanager anomaly detection dashboard dashboards escalation policies grafana incident response log analysis metrics monitoring notifications observability prometheus real-time alerts root cause analysis thresholds webhooks

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Alerting
Confidence
0.90
Version strategy
NOT_APPLICABLE

Maturity reasoning: Alerting is a standard SRE/DevOps requirement and appears in many JDs alongside Prometheus, Grafana, PagerDuty, and Datadog; vendors actively market alerting features rather than sunsetting them.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
3472
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Backend Observability, Logging, and Diagnostics Catalog dimension db id 388

    Library dimension (catalog)

    Roles linked in library: Kotlin Backend Developer, Scala 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 Incident Triage Catalog dimension db id 155

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Backend Observability, Logging, and Diagnostics
backend-observability-logging-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 Incident Triage
observability-and-incident-triage
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Capacity planning Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: capacity planning id=4564 · capacity-planning

Aliases — catalog

  • capacity planning (CANONICAL) primary

Context tags (catalog)

business continuity cost optimization demand forecasting inventory control operational efficiency performance metrics production scheduling resource allocation risk assessment scalability service level agreements supply chain throughput analysis utilization rates workload management

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Capacity Planning
Confidence
0.95
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common in SRE/infra JDs and cloud ops roles; employers routinely ask for forecasting, scaling, and resource-sizing experience, and vendors like AWS/Azure provide capacity/autoscaling guidance rather than replacing the practice.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3598
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Capacity and Staffing Planning Catalog dimension db id 464

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Capacity and Staffing Planning
capacity-and-staffing-planning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Demand forecasting Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Business Analysis
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Software performance analysis Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Software Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
System tuning Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
System Management
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Service telemetry Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Monitoring Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Runbooks Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Runbooks id=408 · runbooks

Aliases — catalog

  • Runbooks (CANONICAL) primary
  • runbooks (CANONICAL)

Context tags (catalog)

ITIL SOP SRE automation best practices change management checklist deployment documentation escalation escalation matrix incident response knowledge base maintenance window monitoring on-call operational excellence operational procedures playbook postmortem process improvement process mapping rollback runbook as code runbook automation service desk service reliability service restoration standard operating procedure troubleshooting workflow

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Operational Procedure
Confidence
0.84
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common SRE/ops requirement in incident-response JDs and vendor docs (e.g., PagerDuty, Atlassian) for documented operational procedures; widely used across production teams.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
243
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Incident Response and Coordination Catalog dimension db id 74

    Library dimension (catalog)

    Roles linked in library: Cloud Security Engineer, Cyber Security Engineer

  • Observability and Operations Catalog dimension db id 143

    Library dimension (catalog)

    Roles linked in library: Cloud Architect

  • Operational Automation and Runbooks Catalog dimension db id 222

    Library dimension (catalog)

    Roles linked in library: MLOps Engineer

  • Release Documentation and Runbooks Catalog dimension db id 158

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Incident Response and Coordination
incident-response-and-coordination
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Observability and Operations
observability-and-operations
Existing dimension (library) · Role↔dimension saved
Operational Automation and Runbooks
operational-automation-and-runbooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Release Documentation and Runbooks
release-documentation-and-runbooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

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
Monitoring in_db
Observability and Incident Triage
observability-and-incident-triage
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Alerting in_db
Backend Observability, Logging, and Diagnostics
backend-observability-logging-and-diagnostics
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Alerting in_db
Observability and Incident Response
observability-and-incident-response
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Alerting in_db
Observability and Incident Triage
observability-and-incident-triage
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Capacity planning in_db
Capacity and Staffing Planning
capacity-and-staffing-planning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Runbooks in_db
Incident Response and Coordination
incident-response-and-coordination
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Runbooks in_db
Observability and Operations
observability-and-operations
Existing dimension (library) · Role↔dimension saved
Runbooks in_db
Operational Automation and Runbooks
operational-automation-and-runbooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Runbooks in_db
Release Documentation and Runbooks
release-documentation-and-runbooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Ksplice | type=Software Tools subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed Oracle Linux YUM Service | type=Software Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed OS Management Hub | type=Software Tools subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed Linux | type=Operating Systems subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Shell scripting | type=Programming Languages subtype=general nature=LANGUAGE lifespan=EVERGREEN
canonical_skill_proposed Slack | type=Communication Tools subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Automation | type=Software Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Demand forecasting | type=Business Analysis subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Software performance analysis | type=Software Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed System tuning | type=System Management subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Service telemetry | type=Monitoring Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleCloud Operations Engineer
CompanyOracle
Experience1+ years of work experience as a software, site reliability or customer support engineer
DomainIT Services & Consulting
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Oracle is leading the digital",
      "last_5_words": "through our volunteer programs."
    },
    "text": "Oracle is leading the digital revolution. We are empowering nearly half a million businesses across the globe to turn untapped potential into real business value. Oracle Cloud Infrastructure (OCI) is a deep and broad platform of public cloud services that enables customers to build and run a wide range of applications in a scalable, secure, highly available, and high-performance environment. Kick-start your career with some real responsibility and an incredible learning experience working on cloud services in OCI. You will play an instrumental role in delivering the cloud experience that is changing lives across the globe. Your versatility will be your greatest asset as you turn your hand to deployment, operations and execution. You\u2019ll have the opportunity to collaborate with the brightest minds in the industry and bring fresh insight to everything you do. Deliver fascinating, high scale services and solutions and enjoy extraordinary career growth at a company that wants to see you thrive. We are building a Global Operations team which can provide you the opportunity to build and operate a suite of massive scale, integrated cloud services in a broadly distributed, multi-tenant cloud environment. OCI is committed to providing the best in cloud services that meet the needs of our customers who are tackling some of the worlds biggest challenges. We offer a highly competitive suite of employee benefits designed on the principles of parity and consistency. We put our people first with flexible medical, life insurance and retirement options. We also encourage employees to give back to their communities through our volunteer programs.",
    "word_count": 295
  },
  "certifications": [],
  "company_name": "Oracle",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO",
        "Tech Consulting"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or equivalent)",
      "raw": "BE/BTech or ME/MTech in Computer Science, or equivalent.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 1,
    "raw": "1+ years of work experience as a software, site reliability or customer support engineer"
  },
  "job_locations": [],
  "role": "Cloud Operations Engineer",
  "role_aliases": [
    "Cloud Engineer",
    "Operations Engineer",
    "Site Reliability Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
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API 1 — extract-from-jd click to toggle
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API 2 — extract-details
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      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Software 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": "software-performance-analysis",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "System tuning",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "System Management",
          "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": "system-tuning",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Service telemetry",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Monitoring Tools",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "service-telemetry",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Runbooks",
          "alias_type": "CANONICAL",
          "id": 2460,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "runbooks",
          "alias_type": "CANONICAL",
          "id": 724,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Runbooks",
        "id": 408,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "runbooks",
        "sub_category_id": 243,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Incident Response and Coordination",
            "id": 74,
            "rationale": "Processes and artifacts used to investigate, contain, and coordinate response to security events. This is a coherent cluster because the role must move from detection to containment, communication, and remediation tracking.",
            "slug": "incident-response-and-coordination",
            "source": "db"
          },
          "input_skill": "Runbooks",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Security Engineer",
              "id": 23,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-security-engineer",
              "source": "db"
            },
            {
              "display_name": "Cyber Security Engineer",
              "id": 5,
              "rationale": null,
              "role_archetype": null,
              "slug": "cybersecurity-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "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"
          },
          "input_skill": "Runbooks",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Architect",
              "id": 9,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-architect",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Operational Automation and Runbooks",
            "id": 222,
            "rationale": "Automation patterns, runbooks, and procedures used to keep model operations repeatable and recoverable. This cluster covers the day-to-day operational glue that turns release policy into executable steps.",
            "slug": "operational-automation-and-runbooks",
            "source": "db"
          },
          "input_skill": "Runbooks",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "MLOps Engineer",
              "id": 16,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-ops-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Release Documentation and Runbooks",
            "id": 158,
            "rationale": "Operational documents that explain how to deploy, recover, and hand off systems safely. This is a coherent dimension because DevOps work depends on repeatable procedures and clear escalation paths.",
            "slug": "release-documentation-and-runbooks",
            "source": "db"
          },
          "input_skill": "Runbooks",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "DevOps Engineer",
              "id": 10,
              "rationale": null,
              "role_archetype": null,
              "slug": "devops-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Runbooks",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Ksplice",
    "Oracle Linux YUM Service",
    "OS Management Hub",
    "Linux",
    "Shell scripting",
    "Slack",
    "Automation",
    "Demand forecasting",
    "Software performance analysis",
    "System tuning",
    "Service telemetry"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Cloud Architect",
    "id": 9,
    "rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: Cloud Engineer",
    "role_archetype": null,
    "slug": "cloud-architect",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Ksplice",
      "tag": "new"
    },
    {
      "skill": "Oracle Linux YUM Service",
      "tag": "new"
    },
    {
      "skill": "OS Management Hub",
      "tag": "new"
    },
    {
      "skill": "Linux",
      "tag": "new"
    },
    {
      "skill": "Shell scripting",
      "tag": "new"
    },
    {
      "skill": "Slack",
      "tag": "new"
    },
    {
      "skill": "Automation",
      "tag": "new"
    },
    {
      "skill": "Monitoring",
      "tag": "in_db"
    },
    {
      "skill": "Alerting",
      "tag": "in_db"
    },
    {
      "skill": "Capacity planning",
      "tag": "in_db"
    },
    {
      "skill": "Demand forecasting",
      "tag": "new"
    },
    {
      "skill": "Software performance analysis",
      "tag": "new"
    },
    {
      "skill": "System tuning",
      "tag": "new"
    },
    {
      "skill": "Service telemetry",
      "tag": "new"
    },
    {
      "skill": "Runbooks",
      "tag": "in_db"
    }
  ],
  "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": 9,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Observability and Incident Triage",
          "id": 155,
          "rationale": "Telemetry, alerting, and troubleshooting practices used to diagnose failed builds, broken deployments, and unhealthy release environments. This is a coherent cluster because delivery reliability depends on quickly identifying where the workflow failed.",
          "slug": "observability-and-incident-triage",
          "source": "db"
        },
        "dimension_id": 155,
        "input_skill": "Monitoring",
        "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": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1218,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 9,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Backend Observability, Logging, and Diagnostics",
          "id": 388,
          "rationale": "Instrumentation and troubleshooting practices used to understand and improve backend service behavior in production and lower environments. This includes logs, metrics, traces, alerting, dashboards, structured logging, distributed tracing, health checks, and root-cause analysis using ecosystem-specific tools such as SLF4J, Logback, Micrometer, OpenTelemetry, Prometheus, Grafana, ILogger, Serilog, and Application Insights.",
          "slug": "backend-observability-logging-and-diagnostics",
          "source": "db"
        },
        "dimension_id": 388,
        "input_skill": "Alerting",
        "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": "Kotlin Backend Developer",
            "id": 84,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "kotlin-server-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": true,
        "skill_id": 882,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 9,
        "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": "Alerting",
        "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": 882,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 9,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Observability and Incident Triage",
          "id": 155,
          "rationale": "Telemetry, alerting, and troubleshooting practices used to diagnose failed builds, broken deployments, and unhealthy release environments. This is a coherent cluster because delivery reliability depends on quickly identifying where the workflow failed.",
          "slug": "observability-and-incident-triage",
          "source": "db"
        },
        "dimension_id": 155,
        "input_skill": "Alerting",
        "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": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 882,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 9,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Capacity and Staffing Planning",
          "id": 464,
          "rationale": "Balances team capacity against roadmap demand and adjusts staffing plans accordingly. This is a coherent managerial cluster because it links delivery commitments to headcount, allocation, and sustainable pace.",
          "slug": "capacity-and-staffing-planning",
          "source": "db"
        },
        "dimension_id": 464,
        "input_skill": "Capacity planning",
        "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": 4564,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 9,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Incident Response and Coordination",
          "id": 74,
          "rationale": "Processes and artifacts used to investigate, contain, and coordinate response to security events. This is a coherent cluster because the role must move from detection to containment, communication, and remediation tracking.",
          "slug": "incident-response-and-coordination",
          "source": "db"
        },
        "dimension_id": 74,
        "input_skill": "Runbooks",
        "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 Security Engineer",
            "id": 23,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-security-engineer",
            "source": "db"
          },
          {
            "display_name": "Cyber Security Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 408,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 9,
        "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": "Runbooks",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Cloud Architect",
            "id": 9,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-architect",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 408,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 9,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Operational Automation and Runbooks",
          "id": 222,
          "rationale": "Automation patterns, runbooks, and procedures used to keep model operations repeatable and recoverable. This cluster covers the day-to-day operational glue that turns release policy into executable steps.",
          "slug": "operational-automation-and-runbooks",
          "source": "db"
        },
        "dimension_id": 222,
        "input_skill": "Runbooks",
        "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": "MLOps Engineer",
            "id": 16,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-ops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 408,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 9,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Release Documentation and Runbooks",
          "id": 158,
          "rationale": "Operational documents that explain how to deploy, recover, and hand off systems safely. This is a coherent dimension because DevOps work depends on repeatable procedures and clear escalation paths.",
          "slug": "release-documentation-and-runbooks",
          "source": "db"
        },
        "dimension_id": 158,
        "input_skill": "Runbooks",
        "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": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 408,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "e9441c5a-1cf4-4c23-9a72-7cc90d4df5a6"
}