Theme 9 — Deep Research

THE EDGE COMPUTING
& IoT WAVE

AI processing is migrating from cloud to edge. Follow the inference — the next computing paradigm is distributed, real-time, and everywhere.

Published March 2026 · @AIccelerateEng

"We may go from focusing on the capex, the spending and the revenue to the cost savings, the efficiency gains, and the operational optimizations."
— Carrie King, Global CIO of BlackRock Fundamental Equities, 2026 Equity Outlook
DATA

Key Statistics

Edge Computing Market (2025)
$554B
Projected $710B in 2026
27% CAGR → 2035
AI Inference Market (2025)
$106B
Growing to $255B by 2030
19.2% CAGR
IoT Devices by 2030
40B+
Up from ~19B in 2025
13% Annual Growth
Inference Share of AI Compute (2026)
~65%
Up from 33% in 2023
80-90% Lifetime Cost
5G Densification Market
$8.5B
Projected $43B by 2033
22.5% CAGR
Data Centre AI Inference (2030)
70%
Of total data centre demand
Structural Shift
GROWTH

Market Size Trajectory

Edge Computing & AI Inference Market Growth (USD Billions)
Edge 2025
$554B
Edge 2026
$710B
Edge 2028
~$900B
Inference 2025
$106B
Inference 2027
~$160B
Inference 2030
$255B
IoT Revenue 2030
$1.5T+
FLOW

The Edge Value Chain: Follow the Inference

☁️
Cloud & AI
Infrastructure
$NBIS
GPU clusters, AI cloud, model hosting
🖥️
Edge Servers
& Hardware
$SMCI
AI-optimised servers, liquid cooling racks
🔗
Networking
& Switching
$ANET
800G/1.6T Ethernet, campus networking
❄️
Power &
Cooling
$VRT
Thermal mgmt, liquid cooling, power infra
🛡️
CDN & Edge
Security
$AKAM
Edge delivery, security, inference cloud
Edge AI
Platform
$NET
Workers AI, serverless edge inference
TICKERS

Company Deep Dives

$ANET Arista Networks
HIGH
FY2025 Revenue$9.0B
YoY Growth+28.6%
Q4 2025 Revenue$2.488B
Net Income (FY25)$3.5B
Gross Margin64.6%
2026 Revenue Target~$11.25B (+25%)
AI Networking (2026E)$3.25B
Campus/Branch (2026E)$1.25B
▲ BULL CASE

AI networking revenue doubling to $3.25B in 2026. Best-in-class 64%+ gross margins. Campus edge expansion opens $1.25B+ market. 800G→1.6T product cycle beginning 2027. Dominant position in cloud titan and enterprise networking.

▼ BEAR CASE

Premium valuation leaves limited margin of safety. Dependent on continued AI capex cycle. Custom silicon (ASICs) from hyperscalers could disintermediate Ethernet switching. Tariff uncertainty on components.

Valuation RiskHigh P/E
Cycle RiskAI capex dependent
Competitive RiskCustom ASICs
Tariff ExposureModerate
ConcentrationCloud titan heavy
$SMCI Super Micro Computer
MODERATE
FY2025 Revenue~$21.9B
FY25 YoY Growth+47%
Q2 FY26 Revenue$12.7B
Q2 FY26 YoY Growth+123%
Gross Margin (Q2)6.3%
FY2026 Revenue Guide$36-40B
Market Share (HW)12.9%
Liquid Cooling Racks5,000/month
▲ BULL CASE

Revenue doubling+ YoY. $13B Blackwell order book. Building Block architecture ships 4 weeks faster than competitors. Edge AI product line expansion. Global manufacturing expansion (US, Malaysia, Netherlands, Middle East).

▼ BEAR CASE

Gross margins compressed to 6.3% — near-zero pricing power. Customer concentration: 60%+ revenue from one hyperscaler. Past governance concerns. Asian competitors (Lenovo, Inspur) undercutting on price.

Margin PressureSevere (6.3% GM)
Customer Conc.Very High (60%+)
GovernancePast issues
CompetitionDell, HPE, Asian
Valuation~0.5x EV/Sales
$NBIS Nebius Group
SPECULATIVE
FY2025 Revenue$529.8M
YoY Growth+479%
Q4 2025 Revenue$227.7M
Q4 YoY Growth+547%
ARR (End 2025)$1.25B
2026 ARR Target$7-9B
2026 Revenue Guide$3.0-3.4B
Core EBITDA Margin24% (Q4)
▲ BULL CASE

$27B Meta deal + Microsoft/OpenAI contracts. NVIDIA $2B strategic investment. 2GW+ contracted power (targeting 3GW+). Revenue growing 479%+ YoY. 9 new data centres in development. Pipeline exceeding $4B in Q1 2026.

▼ BEAR CASE

Still deeply unprofitable (adj. net loss $173M in Q4). Massive capex ($2B/quarter). Execution risk on unprecedented infrastructure build-out. Revenue missed Q4 estimates ($228M vs $247M expected). Stock tripled in past year.

ProfitabilityPre-profit
Capex Intensity~$2B/quarter
Execution RiskHigh (9 DC builds)
Revenue VisibilityMulti-B contracts
Cash Position$3.7B
$VRT Vertiv Holdings
HIGH
FY2025 Revenue$10.23B
Organic Growth+26%
Q4 Organic Orders+252% YoY
Backlog$15.0B
Book-to-Bill2.9x
Adj. Op Margin23.2%
FCF Margin (Q4)31.6%
2026 Revenue Guide$13.25-13.75B
▲ BULL CASE

$15B backlog at 2.9x book-to-bill provides exceptional visibility. Liquid cooling leadership for AI racks. SmartRun deploys 85% faster than traditional methods. Oklo nuclear partnership. 800 VDC power transition for NVIDIA Rubin. Essential "picks and shovels" play.

▼ BEAR CASE

Cyclical exposure to data centre build cycle. Tariff impact on international operations. Rising capex (3-4% of sales vs 2-3% historically). Some concern about sustainability of 252% order growth rate. Valuation re-rating risk if cycle turns.

Cyclical RiskDC build cycle
Tariff ExposureGlobal ops
Order SustainabilityPeak orders?
Margin TrendExpanding
Cash FlowStrong & growing
$AKAM Akamai Technologies
MODERATE
FY2025 Revenue$4.21B
YoY Growth+5.4%
Security Revenue$2.24B (53%)
Security Growth+10% YoY
Cloud Infra Services$314M
CIS Growth+36% YoY
Non-GAAP Op Margin30%
2026 Revenue Guide$4.4-4.55B
▲ BULL CASE

Cloud Infra Services growing 36%+ — the inflection point. Security franchise (53% of rev) provides stable base. Inference Cloud + NVIDIA GPU edge partnership. 34% global CDN market share as distribution moat. Morgan Stanley Overweight, $115 PT.

▼ BEAR CASE

Legacy CDN delivery declining 5% YoY — structural headwind. Overall growth only 5.4%. Hyperscaler competition (AWS, Azure, GCP). 2026 EPS guidance missed estimates by 8.7%. Higher capex intensity in 2026 compresses near-term margins.

Legacy CDN Drag-5% YoY
CompetitionHyperscalers
Growth RateModerate (5-7%)
EBITDA Margin42%
CIS Momentum+36% growth
$NET Cloudflare
HIGH
Q4 FY2025 Revenue$614.5M
Q4 YoY Growth+33.6%
Largest ACV Deal$42.5M/year
New ACV Growth~50% YoY
Non-GAAP EPS$0.28
FCF Margin16%
2026 Revenue Guide$2.79-2.80B
2026 EPS Guide~$1.11
▲ BULL CASE

Workers AI platform positions Cloudflare as the edge inference layer. 330+ city global network — sub-50ms latency to virtually every internet user. 33%+ revenue growth with expanding margins. Largest ACV deal ever ($42.5M/yr). AI Gateway for model inference traffic management.

▼ BEAR CASE

Premium valuation for a company still scaling profitability. Edge AI inference use cases still early-stage. Competition from AWS Lambda@Edge, Vercel, Fastly. Path to sustained high margins uncertain. R2/Workers AI monetisation still proving out.

ValuationPremium growth
Edge AI MaturityEarly stage
CompetitionAWS, Vercel, Fastly
Revenue Growth33%+ sustained
Network Moat330+ cities
MATRIX

Risk / Reward Positioning

← LOWER RISK · · · HIGHER RISK → ← LOWER REWARD · · · HIGHER REWARD → LOW RISK / LOW REWARD LOW RISK / HIGH REWARD HIGH RISK / LOW REWARD HIGH RISK / HIGH REWARD
$ANET
Arista — Premium AI networking, 65% GM, $11.25B 2026E
$VRT
Vertiv — $15B backlog, 2.9x B/B, essential infra
$NET
Cloudflare — 34% growth, Workers AI, 330+ cities
$AKAM
Akamai — 42% EBITDA margin, CDN→security pivot
$SMCI
Super Micro — 123% rev growth, but 6.3% GM & conc. risk
$NBIS
Nebius — 547% growth, $27B Meta deal, pre-profit
CATALYSTS

Catalyst Timeline: 2026–2030

Q2 2026
NVIDIA Blackwell Ultra Ramp
Next-gen GPU platform drives accelerated server and cooling demand cycle.
$SMCI $VRT
H2 2026
Nebius Missouri 1.2GW Facility Power Delivery
One of the world's largest AI factories comes online, unlocking massive ARR expansion toward $7-9B target.
$NBIS
2026
Arista 800G → 1.6T Transition Begins
Scale-up networking trials underway, production deployment centred around 2027. Campus networking targets $1.25B.
$ANET
2026
Inference Crosses ~65% of AI Compute
Structural demand shift from training to inference — edge deployment becomes the primary growth vector for AI infrastructure.
$NET $AKAM $SMCI
H2 2026
Vertiv 800 VDC Power Portfolio Launch
Next-gen power architecture for 1MW+ AI server racks, preparing for NVIDIA Rubin platforms.
$VRT
2027
NVIDIA Rubin Architecture Launch
Next platform cycle triggers new capex wave across the entire AI infrastructure chain.
$SMCI $VRT $ANET $NBIS
LATE 2027
Vertiv-Oklo Nuclear Cooling Pilot
Advanced thermal management powered by Oklo's Aurora nuclear powerhouse — next-gen sustainable AI infrastructure.
$VRT
BY 2030
40B+ IoT Devices Online
Massive device explosion drives sustained demand for edge compute, networking, and security across the entire value chain.
$ANET $NET $AKAM $VRT
SOURCES

Research Sources

Disclaimer: This is research and analysis only, not personalised financial advice. The author may hold positions in securities mentioned. Past performance does not guarantee future results. All financial data sourced from company earnings releases, SEC filings, and third-party research providers. Consult a qualified financial advisor before making investment decisions.