Pipeline run
eda5b100-482b-4fef-bcba-e430be3f4bdc
Pipeline LLM cost (USD)
API 1: $0.0042
API 2: $0.0000
API 3: $0.0000
Total: $0.0042
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature of work
· Solutions Engineer / Sales Engineer / Cloud Engineer
Work with customers and internal teams to shape scalable infrastructure solutions, run technical discovery and demos, build POCs/docs, and troubleshoot integrations while supporting pre-sales and partner enablement.
"Lead technical discovery sessions and translate business needs into actionable architecture."
Tech stack maturity
Modern Cloud Native
The skill set centers on Kubernetes, Docker, CI/CD, observability tooling (Prometheus, Grafana, ELK), and modern auth/protocols, which strongly aligns with a modern cloud-native stack.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.50 / 5
· Title match
✓ Has AI skill
· AI skill (primary)
✓ AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
ChatGPT
Frameworks (×2):
—
Models / concepts (×3):
AI, Generative AI
Evidence — skills matched in JD (21)
Kubernetes
Docker
REST
GraphQL
CI/CD
Python
Go
JavaScript
OIDC
SAML
OAuth2
WireGuard
IPSec
Grafana
Prometheus
ELK
AI infrastructure
data platforms
enterprise SaaS
open-source
technical writing
Skill cluster (13 dimension groups, role-scoped)
Integration Protocols & Standards
REST
OAuth2
Observability and Incident Triage
Grafana
Prometheus
API Integration and Data Fetching
GraphQL
Authentication and Identity Integration
SAML
CI/CD Pipeline Platforms
CI/CD
Cloud Platforms
enterprise SaaS
Container Orchestration Platforms
Kubernetes
Containerization and Image Builds
Docker
Crash Reporting and Observability
ELK
Go Language and Toolchain
Go
JavaScript and TypeScript
JavaScript
Python Programming
Python
Cross-cutting / unaligned
OIDC
WireGuard
IPSec
AI infrastructure
data platforms
open-source
technical writing
Show KRA description ↓
Collaborate with clients and internal teams to design scalable, secure, and high-performance solutions.
Lead technical discovery sessions and translate business needs into actionable architecture.
Build proofs-of-concept (POCs), demos, and technical documentation for customers and partners.
Work closely with engineering to ensure successful implementations and product fit.
Support pre-sales engagements by presenting technical capabilities and addressing customer requirements.
Troubleshoot integration issues and provide guidance on best practices.
Gather customer feedback and contribute to product roadmap discussions.
Deliver enablement sessions, workshops, and onboarding for partners or enterprise clients.
3+ years of experience in a DevOps, SRE, Solutions Engineer or Sales Engineer / Cloud Engineer role.
Strong technical understanding of modern infrastructure: Kubernetes, Docker, REST / GraphQL APIs, and CI/CD workflows.
Solid scripting or programming skills (Python, Go, JavaScript, or similar).
Excellent communication and presentation skills, with the ability to explain complex ideas clearly.
Ability to work autonomously in fast-moving startup or enterprise environments.
Experience with identity and access management (OIDC, SAML, OAuth2).
Understanding of networking, VPN (WireGuard, IPSec), or distributed systems.
Knowledge of observability tools (Grafana, Prometheus, ELK, etc.).
Prior work in AI infrastructure, data platforms, or enterprise SaaS solutions.
Contributions to open-source projects or technical writing (blogs, docs, etc.).
Signals
Skill
backend-engineer
0.43
Alias
devops-engineer
1.00
KRA
devops-engineer
0.49
Post-classification
Centroidupdated · n=27
Alias collision log—
New-role queue—
New skills captured9
New KRA captured—
Captured for admin review
OIDC
primary
↔
DevOps Engineer
pending
OAuth2
primary
↔
DevOps Engineer
pending
WireGuard
primary
↔
DevOps Engineer
pending
ELK
primary
↔
DevOps Engineer
pending
AI infrastructure
↔
DevOps Engineer
pending
data platforms
↔
DevOps Engineer
pending
enterprise SaaS
↔
DevOps Engineer
pending
open-source
↔
DevOps Engineer
pending
technical writing
↔
DevOps Engineer
pending
Status:
extract_from_jd_done
Created: 2026-05-19T11:29:26.827461Z
Updated: 2026-05-19T11:29:28.129862Z
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
No chosen role stored for this run.
Job description
About the job About NodeShift NodeShift is a fast-growing AI infrastructure startup headquartered in Al Maryah Island, Abu Dhabi, the UAE’s most prestigious innovation and financial district with a second office in Qatar Financial Centre (QFC), Doha. We design and operate sovereign cloud and generative AI platforms for governments, banks, and national enterprises that require full data control and compliance. Our customers include the Ministry of Economy of the UAE, the Qatar Development Bank, and the Central Bank of the UAE, among others. Our two flagship products: NodeShift Sovereign Cloud – a hyper-converged, air-gapped cloud operating system delivering compute, storage, networking, and GPU virtualization fully inside national data centers. It powers national cloud initiatives and internal enterprise clouds across the UAE, Saudi Arabia, and Qatar. NodeShift AI – an enterprise-grade, on-premise generative AI platform featuring 140+ Arabic and English models, built-in governance, and over 80 enterprise integrations, enabling organizations to create secure, private ChatGPT-like environments within their own infrastructure. Founded by a leadership team from Microsoft, X (formerly Twitter), Tesla, and Cisco, and built by a world-class engineering team including Oxford graduates, NodeShift combines global expertise with regional purpose. We’re expanding rapidly across the GCC, supporting central banks, ministries, telecoms, and data center operators and shaping the next era of sovereign AI and cloud computing in the region. Joining NodeShift means joining a team that’s building the infrastructure of national AI sovereignty - innovative, impactful, and proudly homegrown in the Gulf. Role Description We’re looking for a highly skilled DevOps Engineer to join our growing team. You’ll act as the bridge between our product, engineering, and customers - helping organizations design, deploy, and optimize technical solutions that leverage our platform. This is a hands-on, cross-functional role that requires a deep understanding of modern cloud architectures, APIs, and integration patterns. Key Responsibilities Collaborate with clients and internal teams to design scalable, secure, and high-performance solutions. Lead technical discovery sessions and translate business needs into actionable architecture. Build proofs-of-concept (POCs), demos, and technical documentation for customers and partners. Work closely with engineering to ensure successful implementations and product fit. Support pre-sales engagements by presenting technical capabilities and addressing customer requirements. Troubleshoot integration issues and provide guidance on best practices. Gather customer feedback and contribute to product roadmap discussions. Deliver enablement sessions, workshops, and onboarding for partners or enterprise clients. Required Qualifications 3+ years of experience in a DevOps, SRE, Solutions Engineer or Sales Engineer / Cloud Engineer role. Strong technical understanding of modern infrastructure: Kubernetes, Docker, REST / GraphQL APIs, and CI/CD workflows. Solid scripting or programming skills (Python, Go, JavaScript, or similar). Excellent communication and presentation skills, with the ability to explain complex ideas clearly. Ability to work autonomously in fast-moving startup or enterprise environments. Nice to Have Experience with identity and access management (OIDC, SAML, OAuth2). Understanding of networking, VPN (WireGuard, IPSec), or distributed systems. Knowledge of observability tools (Grafana, Prometheus, ELK, etc.). Prior work in AI infrastructure, data platforms, or enterprise SaaS solutions. Contributions to open-source projects or technical writing (blogs, docs, etc.). What do we have to offer you? Hybrid office / remote-working practices Competitive salary Learning and Development budget 24 days PTO Become part of the founding team Real career opportunities with the opportunity to grow quickly in seniority as the team scales Work colleagues that are as smart, hardworking and driven with backgrounds from FAANG companies and leading universities Transparent company culture, open to feedback where you can wear multiple hats at once
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Kubernetes
Primary
No API 2 row (run stopped after API 1 or history missing)
Docker
Primary
No API 2 row (run stopped after API 1 or history missing)
REST
Primary
No API 2 row (run stopped after API 1 or history missing)
GraphQL
Primary
No API 2 row (run stopped after API 1 or history missing)
CI/CD
Primary
No API 2 row (run stopped after API 1 or history missing)
Python
Primary
No API 2 row (run stopped after API 1 or history missing)
Go
Primary
No API 2 row (run stopped after API 1 or history missing)
JavaScript
Primary
No API 2 row (run stopped after API 1 or history missing)
OIDC
Primary
No API 2 row (run stopped after API 1 or history missing)
SAML
Primary
No API 2 row (run stopped after API 1 or history missing)
OAuth2
Primary
No API 2 row (run stopped after API 1 or history missing)
WireGuard
Primary
No API 2 row (run stopped after API 1 or history missing)
IPSec
Primary
No API 2 row (run stopped after API 1 or history missing)
Grafana
Primary
No API 2 row (run stopped after API 1 or history missing)
Prometheus
Primary
No API 2 row (run stopped after API 1 or history missing)
ELK
Primary
No API 2 row (run stopped after API 1 or history missing)
AI infrastructure
Secondary
No API 2 row (run stopped after API 1 or history missing)
data platforms
Secondary
No API 2 row (run stopped after API 1 or history missing)
enterprise SaaS
Secondary
No API 2 row (run stopped after API 1 or history missing)
open-source
Secondary
No API 2 row (run stopped after API 1 or history missing)
technical writing
Secondary
No API 2 row (run stopped after API 1 or history missing)
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleDevOps Engineer
CompanyNodeShift
Experience3+ years of experience in a DevOps, SRE, Solutions Engineer or Sales Engineer / Cloud Engineer role.
DomainIT Services & Consulting
Location
Abu Dhabi, UAE
(hybrid)
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "NodeShift is a fast-growing",
"last_5_words": "and proudly homegrown in the Gulf."
},
"text": "NodeShift is a fast-growing AI infrastructure startup headquartered in Al Maryah Island, Abu Dhabi, the UAE\u2019s most prestigious innovation and financial district with a second office in Qatar Financial Centre (QFC), Doha.\n\nWe design and operate sovereign cloud and generative AI platforms for governments, banks, and national enterprises that require full data control and compliance. Our customers include the Ministry of Economy of the UAE, the Qatar Development Bank, and the Central Bank of the UAE, among others.\n\nOur two flagship products:\nNodeShift Sovereign Cloud \u2013 a hyper-converged, air-gapped cloud operating system delivering compute, storage, networking, and GPU virtualization fully inside national data centers. It powers national cloud initiatives and internal enterprise clouds across the UAE, Saudi Arabia, and Qatar.\nNodeShift AI \u2013 an enterprise-grade, on-premise generative AI platform featuring 140+ Arabic and English models, built-in governance, and over 80 enterprise integrations, enabling organizations to create secure, private ChatGPT-like environments within their own infrastructure.\n\nFounded by a leadership team from Microsoft, X (formerly Twitter), Tesla, and Cisco, and built by a world-class engineering team including Oxford graduates, NodeShift combines global expertise with regional purpose.\n\nWe\u2019re expanding rapidly across the GCC, supporting central banks, ministries, telecoms, and data center operators and shaping the next era of sovereign AI and cloud computing in the region.\n\nJoining NodeShift means joining a team that\u2019s building the infrastructure of national AI sovereignty - innovative, impactful, and proudly homegrown in the Gulf.",
"word_count": 309
},
"certifications": [],
"company_name": "NodeShift",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Cloud Computing",
"AI Infrastructure"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 3,
"raw": "3+ years of experience in a DevOps, SRE, Solutions Engineer or Sales Engineer / Cloud Engineer role."
},
"job_locations": [
{
"aliases": [
"Al Maryah Island"
],
"city": "Abu Dhabi",
"country": "UAE",
"state": null,
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Doha",
"country": "Qatar",
"state": null,
"work_mode": "hybrid"
}
],
"role": "DevOps Engineer",
"role_aliases": [
"DevOps Engineer",
"SRE",
"Cloud Engineer"
],
"role_archetype": "DevOps",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Collaborate with clients and internal",
"last_5_words": "workshops, and onboarding for partners"
},
"text": "Collaborate with clients and internal teams to design scalable, secure, and high-performance solutions.\nLead technical discovery sessions and translate business needs into actionable architecture.\nBuild proofs-of-concept (POCs), demos, and technical documentation for customers and partners.\nWork closely with engineering to ensure successful implementations and product fit.\nSupport pre-sales engagements by presenting technical capabilities and addressing customer requirements.\nTroubleshoot integration issues and provide guidance on best practices.\nGather customer feedback and contribute to product roadmap discussions.\nDeliver enablement sessions, workshops, and onboarding for partners or enterprise clients.",
"word_count": 104
},
{
"bullet_count": 5,
"heading": "Required Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "3+ years of experience in",
"last_5_words": "in fast-moving startup or enterprise"
},
"text": "3+ years of experience in a DevOps, SRE, Solutions Engineer or Sales Engineer / Cloud Engineer role.\nStrong technical understanding of modern infrastructure: Kubernetes, Docker, REST / GraphQL APIs, and CI/CD workflows.\nSolid scripting or programming skills (Python, Go, JavaScript, or similar).\nExcellent communication and presentation skills, with the ability to explain complex ideas clearly.\nAbility to work autonomously in fast-moving startup or enterprise environments.",
"word_count": 66
},
{
"bullet_count": 5,
"heading": "Nice to Have",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Experience with identity and access",
"last_5_words": "projects or technical writing (blogs"
},
"text": "Experience with identity and access management (OIDC, SAML, OAuth2).\nUnderstanding of networking, VPN (WireGuard, IPSec), or distributed systems.\nKnowledge of observability tools (Grafana, Prometheus, ELK, etc.).\nPrior work in AI infrastructure, data platforms, or enterprise SaaS solutions.\nContributions to open-source projects or technical writing (blogs, docs, etc.).",
"word_count": 66
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Kubernetes"
},
{
"is_primary": true,
"skill_name": "Docker"
},
{
"is_primary": true,
"skill_name": "REST"
},
{
"is_primary": true,
"skill_name": "GraphQL"
},
{
"is_primary": true,
"skill_name": "CI/CD"
},
{
"is_primary": true,
"skill_name": "Python"
},
{
"is_primary": true,
"skill_name": "Go"
},
{
"is_primary": true,
"skill_name": "JavaScript"
},
{
"is_primary": true,
"skill_name": "OIDC"
},
{
"is_primary": true,
"skill_name": "SAML"
},
{
"is_primary": true,
"skill_name": "OAuth2"
},
{
"is_primary": true,
"skill_name": "WireGuard"
},
{
"is_primary": true,
"skill_name": "IPSec"
},
{
"is_primary": true,
"skill_name": "Grafana"
},
{
"is_primary": true,
"skill_name": "Prometheus"
},
{
"is_primary": true,
"skill_name": "ELK"
},
{
"is_primary": false,
"skill_name": "AI infrastructure"
},
{
"is_primary": false,
"skill_name": "data platforms"
},
{
"is_primary": false,
"skill_name": "enterprise SaaS"
},
{
"is_primary": false,
"skill_name": "open-source"
},
{
"is_primary": false,
"skill_name": "technical writing"
}
],
"jd_role": {
"display_name": "DevOps Engineer",
"rationale": null,
"role_archetype": "DevOps",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "NodeShift is a fast-growing",
"last_5_words": "and proudly homegrown in the Gulf."
},
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"word_count": 309
},
"certifications": [],
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"domain": {
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},
"education": [],
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},
{
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}
],
"role": "DevOps Engineer",
"role_aliases": [
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],
"role_archetype": "DevOps",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Key Responsibilities",
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"source_marker": {
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"word_count": 104
},
{
"bullet_count": 5,
"heading": "Required Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "3+ years of experience in",
"last_5_words": "in fast-moving startup or enterprise"
},
"text": "3+ years of experience in a DevOps, SRE, Solutions Engineer or Sales Engineer / Cloud Engineer role.\nStrong technical understanding of modern infrastructure: Kubernetes, Docker, REST / GraphQL APIs, and CI/CD workflows.\nSolid scripting or programming skills (Python, Go, JavaScript, or similar).\nExcellent communication and presentation skills, with the ability to explain complex ideas clearly.\nAbility to work autonomously in fast-moving startup or enterprise environments.",
"word_count": 66
},
{
"bullet_count": 5,
"heading": "Nice to Have",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Experience with identity and access",
"last_5_words": "projects or technical writing (blogs"
},
"text": "Experience with identity and access management (OIDC, SAML, OAuth2).\nUnderstanding of networking, VPN (WireGuard, IPSec), or distributed systems.\nKnowledge of observability tools (Grafana, Prometheus, ELK, etc.).\nPrior work in AI infrastructure, data platforms, or enterprise SaaS solutions.\nContributions to open-source projects or technical writing (blogs, docs, etc.).",
"word_count": 66
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "eda5b100-482b-4fef-bcba-e430be3f4bdc",
"stage3_signals": {
"alias_match_roles": [
{
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"matched_count": null,
"role_id": 10,
"score": 1.0,
"slug": "devops-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
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"role_id": 10,
"score": 0.4857,
"slug": "devops-engineer",
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},
{
"display_name": "Cloud Architect",
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"score": 0.4486,
"slug": "cloud-architect",
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},
{
"display_name": "Cybersecurity Engineer",
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"role_id": 5,
"score": 0.4485,
"slug": "cybersecurity-engineer",
"total_count": null
},
{
"display_name": "AR/VR Engineer",
"matched_count": null,
"role_id": 8,
"score": 0.4418,
"slug": "ar-vr-engineer",
"total_count": null
},
{
"display_name": "Backend Engineer",
"matched_count": null,
"role_id": 1,
"score": 0.4358,
"slug": "backend-engineer",
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}
],
"skill_match_roles": [
{
"display_name": "Backend Engineer",
"matched_count": 9,
"role_id": 1,
"score": 0.4286,
"slug": "backend-engineer",
"total_count": 21
},
{
"display_name": "Full Stack Engineer",
"matched_count": 5,
"role_id": 15,
"score": 0.2381,
"slug": "full-stack-engineer",
"total_count": 21
},
{
"display_name": "DevOps Engineer",
"matched_count": 5,
"role_id": 10,
"score": 0.2381,
"slug": "devops-engineer",
"total_count": 21
},
{
"display_name": "Cloud Architect",
"matched_count": 3,
"role_id": 9,
"score": 0.1429,
"slug": "cloud-architect",
"total_count": 21
},
{
"display_name": "Cybersecurity Engineer",
"matched_count": 3,
"role_id": 5,
"score": 0.1429,
"slug": "cybersecurity-engineer",
"total_count": 21
}
],
"stage35_ran": false
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"display_name": "DevOps Engineer",
"matched_count": null,
"role_id": 10,
"score": 1.0,
"slug": "devops-engineer",
"total_count": null
},
"confidence": 0.4857,
"llm2_fired": false,
"llm2_reasoning": null,
"queued": false,
"reasoning": "Stage 1 title \u0027DevOps Engineer\u0027 (name match, sim 1.00); KRA agrees (0.49)"
},
"stage5_updates": {
"centroid_n_after": 27,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 1130,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "OIDC",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1131,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "OAuth2",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1132,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "WireGuard",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1133,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "ELK",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 1134,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "AI infrastructure",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 1135,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "data platforms",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 1136,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "enterprise SaaS",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 1137,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "open-source",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 1138,
"role_display_name": "DevOps Engineer",
"role_slug": "devops-engineer",
"skill_name": "technical writing",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{}
API 3 — final-role-output
{}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.
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