AI & Multi-Cloud Architecture
Avance Consulting
Title- AI & Multi-Cloud Architecture Lead (Hands-On)
Location- Juno Beach, FL - Onsite
(Architecture + Enablement + Proof Delivery)
Role Summary
Responsible for defining and advancing a cloud-agnostic, AI-enabled architecture strategy that supports enterprise analytics, automation, and operational decision-making across multi-cloud environments. This role leads architecture standards and governance across AWS and GCP while actively delivering hands-on prototypes, data pipelines, and AI integrations to accelerate adoption.
Operating as a shared services architecture function, this role both guides and demonstrates best practices—bridging strategy and execution to ensure scalable, cost-efficient, and production-ready solutions aligned with ServiceNow CMDB/APM and Apptio models.
Core Role Identity
Dimension Expectation
Architecture Defines standards, patterns, governance
Delivery Builds POCs, pipelines, and AI integrations
Model Shared service / enterprise enablement
Authority Influences + demonstrates (not just advises)
Cloud Multi-cloud, cloud-agnostic mindset
Key Responsibilities
1. Multi-Cloud Architecture & Governance
• Define and implement cloud-agnostic architecture patterns across AWS and GCP
• Standardize GCP governance aligned to AWS controls
• Establish reusable reference architectures for data, AI, and infrastructure
• Promote abstraction via:
o Containers (Kubernetes)
o APIs
o Infrastructure as Code (Terraform)
2. Hands-On Enablement (POCs & Pipeline Delivery)
• Build proof-of-concept solutions to validate architecture patterns
• Develop and optimize data pipelines and integrations across systems (ServiceNow, Apptio, Jira)
• Implement AI-enabled workflows (model integration, automation)
• Provide hands-on support to delivery teams to accelerate adoption
• Translate architecture into working, scalable solutions
3. AI Integration & MLOps Enablement
• Design and implement AI-ready pipelines (structured + unstructured data)
• Support:
o Model integration into enterprise workflows
o MLOps lifecycle enablement (CI/CD, monitoring, governance)
o AI tool/vendor evaluation
• Mature organization from:
o POCs → Embedded AI → Governed enterprise AI
4. Data Architecture & Integration (CMDB/APM-Aligned)
• Architect data flows integrating:
o ServiceNow (CMDB/APM)
o Apptio (cost transparency)
o Jira (delivery data)
• Address key challenges:
o Data latency
o Data duplication
o Cost visibility gaps
• Enforce system-of-record and data ownership principles
5. Governance & FinOps (Advisory + Enablement)
• Define standards for:
o Cloud cost optimization (FinOps)
o AI governance and lifecycle management
o Data quality and pipeline SLAs
• Support KPI transparency:
o Cloud cost per application
o Data pipeline reliability
o AI ROI
• Guide teams while enabling them through working solutions
6. Platform Strategy & Shared Services Leadership
• Act as a central architecture leader and enabler
• Support teams through:
o Architecture reviews
o POC delivery
o Design guidance
• Build reusable enterprise assets:
o Patterns
o Templates
o Integration frameworks
Required Experience
• 7+ years in cloud architecture, data engineering, or infrastructure
• Proven experience in multi-cloud environments (AWS + GCP)
• Demonstrated ability to:
o Design architecture and deliver working solutions
o Build data pipelines and integrations
• Strong experience with:
o Python, SQL
o ETL/ELT pipelines
o Infrastructure as Code (Terraform preferred)
o Containers (Kubernetes)
AI & Modern Architecture Requirements
• Hands-on experience with:
o AI/ML integration into enterprise pipelines
o MLOps or AI lifecycle tooling
• Experience evaluating and implementing:
o AI platforms
o Automation tooling
Preferred Experience
• ServiceNow CMDB/APM integration
• Apptio (cost allocation / FinOps)
• Experience solving:
o Cross-system duplication
o Data lineage challenges
• Exposure to Generative AI integration
Success Metrics (Aligned to Your KPIs)
• Reduction in cloud cost per application
• Improvement in pipeline SLAs
• Reduction in duplicate data/integrations
• Increase in production AI-enabled workflows
• Adoption of multi-cloud architecture standards
• Number of successful POCs transitioned to production
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