... planning Experience negotiating technical roadmaps with platform or infrastructure teams Background in technical and financial decision-making (TCO modeling, cost optimization)
... planning Experience negotiating technical roadmaps with platform or infrastructure teams Background in technical and financial decision-making (TCO modeling, cost optimization)
... infrastructure metrics Experience with FinOps, capacity planning, cloud cost management, or IT governance Knowledge of Django/Postgres Love for open-ended "go figure it out and build it" projects ...
... infrastructure metrics Experience with FinOps, capacity planning, cloud cost management, or IT governance Knowledge of Django/Postgres Love for open-ended "go figure it out and build it" projects ...
... capacity planning Experience negotiating technical roadmaps with platform or infrastructure teams Background in technical and financial decision-making (TCO modeling, cost optimization) Minimum ...
... capacity planning Experience negotiating technical roadmaps with platform or infrastructure teams Background in technical and financial decision-making (TCO modeling, cost optimization) Minimum ...
Director, Technical Program Management, ML Infrastructure Deployment
Mountain View, CA · On-site
$281 - $392/hr
Bachelor's degree in Engineering or equivalent practical experience * 15 years of experience in ML infrastructure planning or deployment - in NPI or production Preferred qualifications: * Master ...
Director, Technical Program Management, ML Infrastructure Deployment
Mountain View, CA · On-site
$281 - $392/hr
Bachelor's degree in Engineering or equivalent practical experience * 15 years of experience in ML infrastructure planning or deployment - in NPI or production Preferred qualifications: * Master ...
ML Compute Efficiency Automation Engineer, Infrastructure & Planning
Cupertino, CA · On-site
$132K - $174K/yr
... infrastructure metrics Experience with FinOps, capacity planning, cloud cost management, or IT governance Knowledge of Django/Postgres Love for open-ended "go figure it out and build it" projects
ML Compute Efficiency Automation Engineer, Infrastructure & Planning
Cupertino, CA · On-site
$132K - $174K/yr
... infrastructure metrics Experience with FinOps, capacity planning, cloud cost management, or IT governance Knowledge of Django/Postgres Love for open-ended "go figure it out and build it" projects
DIR OF PLANNING & DEVELOPMENT
Indio, CA · On-site
Minimum 5-7 years of progressively responsible professional experience in planning, communication development, land use infrastructure planning, environmental coordination, economic development, or ...
DIR OF PLANNING & DEVELOPMENT
Indio, CA · On-site
Minimum 5-7 years of progressively responsible professional experience in planning, communication development, land use infrastructure planning, environmental coordination, economic development, or ...
DIR OF PLANNING & DEVELOPMENT
Indio, CA · On-site
Minimum 5-7 years of progressively responsible professional experience in planning, communication development, land use infrastructure planning, environmental coordination, economic development, or ...
DIR OF PLANNING & DEVELOPMENT
Indio, CA · On-site
Minimum 5-7 years of progressively responsible professional experience in planning, communication development, land use infrastructure planning, environmental coordination, economic development, or ...
DIR OF PLANNING & DEVELOPMENT
Indio, CA · On-site
Minimum 5-7 years of progressively responsible professional experience in planning, communication development, land use infrastructure planning, environmental coordination, economic development, or ...
DIR OF PLANNING & DEVELOPMENT
Indio, CA · On-site
Minimum 5-7 years of progressively responsible professional experience in planning, communication development, land use infrastructure planning, environmental coordination, economic development, or ...
Partner with vendors and cloud providers as needed * Assist with infrastructure planning related to scaling customer demand and new product launches Qualifications * Experience working with cloud ...
Partner with vendors and cloud providers as needed * Assist with infrastructure planning related to scaling customer demand and new product launches Qualifications * Experience working with cloud ...
Solutions Architect, AI Compute and Storage Infrastructure Solutions
Fremont, CA · On-site
$130K - $160K/yr
Partner with customers on roadmap alignment, infrastructure planning, and future datacenter architectures * Develop technical proposals, architecture presentations, solution specifications, and ...
Solutions Architect, AI Compute and Storage Infrastructure Solutions
Fremont, CA · On-site
$130K - $160K/yr
Partner with customers on roadmap alignment, infrastructure planning, and future datacenter architectures * Develop technical proposals, architecture presentations, solution specifications, and ...
Senior Manager, Infrastructure Data Science
San Francisco, CA · On-site
$127K - $173K/yr
Responsibilities : • Thought leadership and strategic guidance on infrastructure planning, balancing current needs with future growth projections to ensure scalability and cost-effectiveness. • ...
Senior Manager, Infrastructure Data Science
San Francisco, CA · On-site
$127K - $173K/yr
Responsibilities : • Thought leadership and strategic guidance on infrastructure planning, balancing current needs with future growth projections to ensure scalability and cost-effectiveness. • ...
Senior Urban Planner
Los Angeles, CA · On-site
Evaluate and recommend changes to infrastructure planning procedures, zoning ordinances, land use policies, and development regulations. * Monitor, interpret, and stay current on local, state, and ...
Senior Urban Planner
Los Angeles, CA · On-site
Evaluate and recommend changes to infrastructure planning procedures, zoning ordinances, land use policies, and development regulations. * Monitor, interpret, and stay current on local, state, and ...
Senior Urban Planner
Los Angeles, CA · On-site
Evaluate and recommend changes to infrastructure planning procedures, zoning ordinances, land use policies, and development regulations. * Monitor, interpret, and stay current on local, state, and ...
Senior Urban Planner
Los Angeles, CA · On-site
Evaluate and recommend changes to infrastructure planning procedures, zoning ordinances, land use policies, and development regulations. * Monitor, interpret, and stay current on local, state, and ...
Senior Manager, Infrastructure Data Science
Mountain View, CA · On-site
$129K - $175K/yr
Responsibilities : • Thought leadership and strategic guidance on infrastructure planning, balancing current needs with future growth projections to ensure scalability and cost-effectiveness. • ...
Senior Manager, Infrastructure Data Science
Mountain View, CA · On-site
$129K - $175K/yr
Responsibilities : • Thought leadership and strategic guidance on infrastructure planning, balancing current needs with future growth projections to ensure scalability and cost-effectiveness. • ...
Senior Urban Planner
Los Angeles, CA · On-site
Evaluate and recommend changes to infrastructure planning procedures, zoning ordinances, land use policies, and development regulations. * Monitor, interpret, and stay current on local, state, and ...
Senior Urban Planner
Los Angeles, CA · On-site
Evaluate and recommend changes to infrastructure planning procedures, zoning ordinances, land use policies, and development regulations. * Monitor, interpret, and stay current on local, state, and ...
Infrastructure Project management responsibilities include delivering every project on time within ... They thrive when planning projects and working with project teams. Responsibilities * Coordinate ...
Quick apply
Infrastructure Project management responsibilities include delivering every project on time within ... They thrive when planning projects and working with project teams. Responsibilities * Coordinate ...
Infrastructure Engineer
Burbank, CA · On-site
$95K - $115K/yr
Balances production support urgency with long-term infrastructure planning. * Demonstrates a proactive, solutions-driven mindset. More Information Legendary Entertainment is an equal opportunity ...
Quick apply
Infrastructure Engineer
Burbank, CA · On-site
$95K - $115K/yr
Balances production support urgency with long-term infrastructure planning. * Demonstrates a proactive, solutions-driven mindset. More Information Legendary Entertainment is an equal opportunity ...
Infrastructure Engineer
Burbank, CA · Hybrid
$95K - $115K/yr
Balances production support urgency with long-term infrastructure planning. * Demonstrates a proactive, solutions-driven mindset. More Information Legendary Entertainment is an equal opportunity ...
Infrastructure Engineer
Burbank, CA · Hybrid
$95K - $115K/yr
Balances production support urgency with long-term infrastructure planning. * Demonstrates a proactive, solutions-driven mindset. More Information Legendary Entertainment is an equal opportunity ...
CEQA Environmental Planning Director
San Diego, CA · On-site
$185K/yr
An employee-owned environmental consulting firm with projects that involve wildlands, parks, community spaces, and associated infrastructure is looking for an Environmental Planning team leader to do ...
CEQA Environmental Planning Director
San Diego, CA · On-site
$185K/yr
An employee-owned environmental consulting firm with projects that involve wildlands, parks, community spaces, and associated infrastructure is looking for an Environmental Planning team leader to do ...
CEQA Environmental Planning Director
Los Angeles, CA · On-site
$185K/yr
An employee-owned environmental consulting firm with projects that involve wildlands, parks, community spaces, and associated infrastructure is looking for an Environmental Planning team leader to do ...
CEQA Environmental Planning Director
Los Angeles, CA · On-site
$185K/yr
An employee-owned environmental consulting firm with projects that involve wildlands, parks, community spaces, and associated infrastructure is looking for an Environmental Planning team leader to do ...
Infrastructure Planning information
See California salary details
$79.4K - $90K
0% of jobs
$90K - $100.5K
1% of jobs
$100.5K - $111.1K
7% of jobs
$117K is the 25th percentile. Wages below this are outliers.
$111.1K - $121.6K
29% of jobs
$121.6K - $132.2K
1% of jobs
$132.2K - $142.7K
1% of jobs
$142.7K - $153.2K
1% of jobs
The median wage is $155.8K / yr.
$153.2K - $163.8K
37% of jobs
$163.8K - $174.3K
0% of jobs
$174.3K - $184.9K
0% of jobs
$184.9K - $195.4K
22% of jobs
$79.4K
$152K
$195.4K
How much do infrastructure planning jobs pay per year?
What are the key skills and qualifications needed to thrive in infrastructure planning?
To thrive in Infrastructure Planning, you need a solid background in civil engineering, urban planning, or a related field, along with expertise in project management and spatial analysis. Familiarity with GIS software, CAD tools, and relevant certifications such as PMP or PE can be highly beneficial. Strong communication, problem-solving, and collaboration skills help navigate complex stakeholder requirements and facilitate efficient project delivery. Mastering these skills ensures successful infrastructure initiatives that align with regulatory standards, budget constraints, and community needs.
What is an infrastructure planning?
An Infrastructure Planning job involves analyzing, designing, and coordinating the development of essential systems such as transportation, utilities, and communications. Professionals in this role assess current infrastructure, forecast future needs, and develop plans to ensure efficient, sustainable growth. They work with government agencies, private organizations, and stakeholders to optimize resources and implement strategic projects. Strong analytical, problem-solving, and project management skills are essential for success in this field.
How to become an infrastructure planning specialist?
What are the main challenges faced by infrastructure planning professionals and how do they overcome them?
Infrastructure Planning professionals often face challenges such as coordinating with multiple stakeholders, managing project timelines within budget constraints, and navigating complex regulatory requirements. These professionals overcome challenges by fostering clear communication between government agencies, contractors, and community members, and by using advanced software tools to support data-driven decisions. They also stay up-to-date with changing regulations and best practices to ensure compliance throughout the planning process. Successful Infrastructure Planners combine technical expertise with strong organizational skills to balance priorities and deliver sustainable solutions for growing communities.
What does infrastructure planning mean?

Full-time
Re-posted 19 days ago
Apple rating
8.0
Based on 677 frontline employees who took The Breakroom Quiz
7th of 30 rated technology retailers
Job description
As foundation models become increasingly central to Apple's user experiences, maximizing the efficiency of our ML compute is paramount. In this role, you will focus relentlessly on compute efficiency, ensuring that Apple's models run as fast, reliably, and cost-effectively as possible. You will tackle massive optimization challenges, from maximizing hardware utilization across GPUs, TPUs, and custom Apple Silicon, to shaping workload scheduling and capacity allocation for large model serving.
We are seeking a Senior Architect with deep expertise in ML infrastructure to act as a linchpin for Apple's foundational inference strategy. You will be instrumental in defining, establishing, and monitoring compute efficiency metrics across the software engineering organization. By partnering closely with model developers and infrastructure providers, your work will directly reduce serving costs, shape core engineering decisions, and enable the highly efficient, scalable inference required to power Apple Intelligence for hundreds of millions of users.
Description
- Own and support ML compute management for Apple's inference workloads (GPU, TPU, and custom silicon) to enable large-scale model serving.
- Collaborate closely with Apple Intelligence and ML engineering teams to understand roadmaps and resource pain points to develop and implement resource strategies.
- Optimize Apple's ML workloads by driving performance improvements, maximizing resource utilization, and reducing service costs through deep root cause analysis that shapes both engineering decisions and the end customer experience.
- Architect solutions for large-scale optimization problems, including capacity allocation, workload scheduling, and cost reduction, enabling Apple's AI-driven experiences.
- Advocate on behalf of Apple's ML engineers to bring a consolidated view of ML platform and model inference requirements to Apple's internal infrastructure platform providers and 3rd party public cloud providers.
Minimum Qualifications
BS in Computer Science, Computer Engineering, or equivalent practical experience
7+ years in ML infrastructure, systems architecture, or efficiency/optimization roles at scale
Strong conceptual understanding of foundation model inference/serving at scale and distributed training (data/tensor/pipeline parallelism), GPU/TPU utilization, memory hierarchies, and cluster scheduling
AI-fluent and capable of quickly adapting to AI workflows and empowerment
Proven track record of driving complex cross-org technical initiatives through influence, not authority
Strong analytical skills with experience designing or interpreting utilization analyses, capacity models, or efficiency metrics
Clear written and verbal communication, comfortable presenting to VPs and white-boarding with senior ML engineers
Preferred Qualifications
MS or PhD in a relevant field
Direct experience with foundation model serving, inference, and training at scale
Familiarity with PyTorch, JAX, cluster management (Slurm, Kubernetes), or GPU/TPU hardware
Prior experience in efficiency, FinOps, or capacity planning
Experience negotiating technical roadmaps with platform or infrastructure teams
Background in technical and financial decision-making (TCO modeling, cost optimization)
About Apple
Sourced by ZipRecruiter
Imagine what you could do here! At Apple, new ideas have a way of becoming extraordinary products, services, and customer experiences very quickly. Bring passion and dedication to your job and there's no telling what you could accomplish. Dynamic, intelligent people and inspiring, innovative technologies are the norm here. The people who work here have reinvented entire industries with all Apple Hardware products. The same real passion for innovation that goes into our products also applies to our practices strengthening our dedication to leave the world better than we found it.
Industry
Computer and electronic product manufacturing
Company size
10,000+ Employees
Headquarters location
Cupertino, CA, US
Year founded
1976