7. Career Paths & Entrepreneurship

From a Reddit post to $120M ARR, from crypto mining to a $23B IPO — how people actually get into the data center business.

546,200
New DC jobs by 2028
50%+
Earn $100K+
58%
Operators struggle to recruit
25x
AI revenue vs crypto per kWh

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Founder Profiles

New Generation (AI/GPU Era)

CoreWeave — From Hedge Fund to $23B+ IPO

Founded 2017 by Michael Intrator, Brian Venturo, Brannin McBee. All three were commodities/energy futures traders. Intrator co-founded Hudson Ridge Asset Management (natural gas hedge fund) and spent 15+ years at Natsource managing climate-focused capital. They bought their first GPU for crypto mining in 2016, closed the hedge fund, launched Atlantic Crypto in 2017, renamed to CoreWeave after the 2018 crypto crash, and pivoted GPUs to cloud compute.

Crusoe Energy — Stranded Energy Meets AI

Founded 2018 by Chase Lochmiller (CEO) and Cully Cavness (President). Lochmiller: Stanford MS in AI, MIT math/physics, quant researcher at GETCO and Jump Trading, GP at Polychain Capital. Cavness: Oxford MBA, geology BA from Middlebury, oil/gas investment banking at Petrie Partners. Childhood friends who conceived the idea during a hiking trip.

Lambda Labs — ML Engineer to GPU Cloud

Founded 2012 by Stephen Balaban. CS + Economics from University of Michigan. First engineering hire at Perceptio (acquired by Apple). Built face recognition for iPhone GPUs. Started as ML tools company, expanded to GPU cloud.

Applied Digital — Idaho Potato Farm to AI DC

Led by Wes Cummins, who grew up on a 200-person Idaho potato farm. 20+ years as technology investor. Pivoted company from Bitcoin mining to AI DCs in 2022 (before ChatGPT). The company had bounced between industries for 20+ years before finding its niche.

Cerebras — Serial Hardware Exits

Founded 2015 by Andrew Feldman and four others. Feldman previously co-founded SeaMicro (acquired by AMD for $357M), VP at Force10 Networks (sold to Dell for $800M). Stanford BA + MBA. All five founders worked together at SeaMicro.

Old Generation (Infrastructure/REIT Era)

CompanyFounder(s)BackgroundKey Insight
EquinixJay Adelson, Al AveryNetcom (early ISP), Digital Equipment Corp, BU film/CSCarrier-neutral interconnection
Digital RealtyGI PartnersPE firm; acquired 21 DCs from bankruptcy at 20-40% discountDistressed asset acquisition post-dot-com
QTSChad WilliamsQuality Group (real estate family office)Real estate development background
AlignedJakob Carnemark11 years at Skanska Mission CriticalConstruction expertise → patented cooling

Common Founder Patterns

BackgroundExamples
Finance / TradingCoreWeave, Applied Digital, Crusoe
Previous exits in hardwareCerebras (SeaMicro $357M)
Network engineering / ISPsEquinix
Real estate / ConstructionQTS, Aligned, Digital Realty
Crypto mining pivotCoreWeave, Applied Digital, RunPod
Deep tech / ML engineeringLambda, Cerebras

Career Progression

Roles & Salary Ranges (US, 2025-2026)

RoleExperienceSalary Range
DC Technician I0-2 years$45K-$57K
DC Technician II-III2-5 years$57K-$80K
DC Technician IV / Senior5-8+ years$81K-$147K
DC Engineer3-7 years$80K-$130K
Network Engineer3-7 years$75K-$130K
Facilities Manager5-10 years$90K-$140K
Operations Manager5-10 years$75K-$160K
DC Architect8-15 years$155K-$281K
VP of Infrastructure12-20 years$200K-$350K+
CTO / SVP Engineering15+ years$250K-$500K+

Progression Tracks

Skills Needed

Technical Skills

DomainWhat MattersWhy
Electrical EngineeringUPS, power distribution (N+1, 2N), switchgear, generators40-45% of total DC build cost
Mechanical / CoolingAirflow, HVAC, liquid cooling (D2C, immersion), heat rejectionAI racks >100 kW make air cooling inadequate
NetworkingInfiniBand, 400G/800G Ethernet, BGP/OSPF, fiber opticsInternal fabric + customer connectivity
Systems / ComputeGPU architectures, NVMe, Kubernetes, bare metal provisioningManaging AI infrastructure

Business Skills

DomainWhat MattersWhy
Real Estate DevelopmentSite selection, zoning, entitlements, construction managementMany successful founders came from real estate
Energy ProcurementPPAs, utility tariffs, grid interconnection, behind-the-meterPower is the #1 competitive advantage
Financial ModelingCapEx/OpEx per MW, IRR, project finance, REIT economics$8M-$20M+ per MW to build
Project Management18-36 month builds, MEP coordination, commissioningTransformer lead times: 24-40 weeks

How to Start Small

Starting Capital Spectrum

BudgetApproach
$5K-$50KGPU rental/resale, managed services layer
$50K-$500KSmall GPU cluster in colocation
$500K-$5MMulti-rack deployment, edge datacenter
$5M-$50MSmall colocation facility or significant GPU cloud
$50M+Wholesale datacenter development

Path 1: GPU Cloud from a Basement (The RunPod Model)

Zhen Lu and Pardeep Singh started as Comcast developers mining Ethereum with ~$50K in rigs. Built a GPU cloud in 3 months, launched on Reddit. $1M revenue in 9 months. Revenue-share partnerships with existing DCs. Today: $120M ARR, 500K developers.

You do not need to build a datacenter. Start as a software layer on top of existing colocation.

Path 2: Crypto Mining Pivot

AI DCs generate up to 25x more revenue per kWh than Bitcoin mining. Converting mining halls to GPU racks takes weeks. Miners can earn $1-4M per MW annually (hosting) or $10M+/MW (operating GPUs directly).

Path 3: Single Rack Colocation

Start with one rack ($79-$599/month per unit). Build managed services on top. Retail colo is the most lucrative segment per-rack.

Path 4: Edge / Micro Datacenter

10-100 racks. Power density 10-15 kW/rack for AI edge. Target latency-sensitive workloads in underserved markets. Modular units deploy in months.

Path 5: Managed GPU Cloud (Reseller)

Provision bare metal from providers like OpenMetal, deploy OpenStack multi-tenant cloud. Offer dedicated hardware, GPU isolation (MIG), compliance features.

Regulatory & Permitting

Zoning

Classification varies: light industrial, commercial, or special use. Key issues: setbacks, height restrictions, noise limits (typically 60 dBA day / 55 dBA night), buffer yards, parking ratios.

Building Permits

Structural, electrical, mechanical, fire safety approval required. Server areas: Group S (Storage). Office areas: Group B (Business).

Environmental

Air quality permits (generators), water restrictions, stormwater management, NEPA if federal involvement.

Timeline

6 months in DC-friendly jurisdictions to 2+ years in constrained markets. Emerging markets (rural Texas, Idaho, Louisiana) attract investment partly due to faster permitting. See Regulation for details.

Partnerships Needed

Partner TypeWhy CriticalKey Players
Utility / PowerPower is the moat. Energization delays cost ~$1.5M/MW/monthRegional utilities, PPA providers
Fiber / ConnectivityMultiple diverse fiber paths for redundancyLumen, Zayo, Crown Castle, regional providers
Equipment VendorsGPU/server supply, cooling, power systemsNVIDIA, Dell, Supermicro, Vertiv, Schneider, Eaton
ConstructionMission-critical is specializedHolder, DPR, Fortis, Skanska
Anchor TenantsDe-risks project, enables financingHyperscalers, CoreWeave
Financial PartnersCapital-intensive businessMacquarie, Blackstone, KKR, Brookfield

Critical: high-power transformers face 36-month backlogs. Chillers/breakers: 24-40 week lead times.

Case Studies

CoreWeave: Crypto Bros to $23B+ IPO

RunPod: Reddit Post to $120M ARR

Applied Digital: Mining Shell to AI DC

Digital Realty: Buying Distressed Assets

Aligned: Construction Expertise to Innovation

Industry Certifications

Uptime Institute Tiers

TierUptimeRedundancyTarget
I99.671%NoneSmall business, dev
II99.741%PartialSMB, non-critical
III99.982%N+1Enterprise, finserv
IV99.995%2NMission-critical, government

What Matters by Customer

CustomerRequired Certs
Startups/SMBsBasic security + SLA
Mid-market enterpriseSOC 2 Type II + Tier III
Financial servicesSOC 2 + ISO 27001 + Tier III + PCI DSS
HealthcareHIPAA + SOC 2 + ISO 27001
GovernmentFedRAMP + FISMA + SOC 2
AI/ML workloadsPerformance SLAs matter more than traditional certs

Geographic Opportunities

Emerging US Markets

MarketAdvantageWhy Emerging
West TexasAbundant land, cheap powerHyperscaler expansion. Low cost/MW ($9.3M in San Antonio)
IdahoCheap hydroelectricNew entrants seeking power
LouisianaIndustrial power infrastructureEnergy sector pivot to AI
OklahomaLow energy costs, fiberCentral US latency advantages
IndianapolisGrowing tech ecosystemAvailable power
Kansas CityFiber hub (Google Fiber)Connectivity + power combo

International High Growth

RegionKey MarketsOpportunity
Southeast AsiaMalaysia (Johor), Indonesia, Thailand, VietnamFastest growing globally. Microsoft $2B in Malaysia. $3B Indonesia market by 2026
Latin AmericaBrazil (Sao Paulo), Chile, Colombia, MexicoBrazil Redata reducing tariffs to 2%
AfricaSouth Africa, Kenya, Nigeria$10-20B investment needed (McKinsey). Energy constraints main challenge
Central/Eastern EuropePoland, Baltics, Czech RepublicSignificantly underserved despite EU investment. $7.92B by 2029
Central and Eastern Europe is a significant gap. Most of CEE remains blank spots despite favorable conditions, EU sovereignty push, and growing demand. EU planning EUR 20B for AI gigafactories, with Poland and Baltics pushing to secure investment.

Key Sources