GITNUXREPORT 2026

Programmatic Advertising Industry Statistics

Programmatic advertising dominates digital marketing with immense spending and rapid growth globally.

Jannik Lindner

Jannik Lindner

Co-Founder of Gitnux, specialized in content and tech since 2016.

First published: Feb 13, 2026

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Key Statistics

Statistic 1

78% of US digital display ad dollars were bought programmatically in 2023.

Statistic 2

65% of advertisers increased programmatic budget allocation in 2023.

Statistic 3

92% of top 100 US agencies use programmatic buying daily.

Statistic 4

Publisher adoption of header bidding rose to 85% in 2023 from 72% in 2022.

Statistic 5

70% of brands report programmatic as their primary digital channel in 2023 surveys.

Statistic 6

In the UK, 88% of display ad inventory was sold programmatically in 2023.

Statistic 7

55% of small-to-medium businesses adopted programmatic tools in 2023.

Statistic 8

Programmatic direct deals accounted for 42% of total programmatic transactions in 2023.

Statistic 9

76% of publishers integrated supply path optimization (SPO) in 2023.

Statistic 10

Latin America saw programmatic adoption jump to 68% among agencies in 2023.

Statistic 11

OpenRTB 3.0 adoption by 70% of SSPs in 2024 projections.

Statistic 12

82% of marketers plan to boost programmatic video in 2024.

Statistic 13

Enterprise SPO platforms used by 50% of top brands in 2024.

Statistic 14

Programmatic in influencer marketing adopted by 40% in 2024 surveys.

Statistic 15

95% of premium publishers now sell via programmatic in 2024.

Statistic 16

Africa programmatic adoption at 45% growth in agencies 2024.

Statistic 17

60% of CPG brands prioritize programmatic in 2024 surveys.

Statistic 18

Programmatic guaranteed deals up 28% YoY in 2024.

Statistic 19

75% agencies using multi-DSP management tools 2024.

Statistic 20

Publisher direct programmatic portals used by 82% in 2024.

Statistic 21

B2B programmatic adoption at 52% in lead gen 2024.

Statistic 22

Programmatic in email retargeting by 35% marketers 2024.

Statistic 23

ANZ programmatic market penetration 75% of digital 2024.

Statistic 24

85% forecast increase in programmatic for Gen Z targeting 2025.

Statistic 25

Programmatic curation platforms in 55% agency workflows 2025.

Statistic 26

Self-serve programmatic dashboards by 68% SMBs 2025 proj.

Statistic 27

Hybrid human-AI programmatic management 62% adoption 2025.

Statistic 28

Programmatic in DTC brands at 90% penetration 2025.

Statistic 29

Cross-platform ID solutions standard in 80% buys 2025.

Statistic 30

Ad fraud cost the industry $84 billion in 2023 despite tech advancements.

Statistic 31

Cookie deprecation impacted 40% of programmatic revenue planning in 2023 surveys.

Statistic 32

Supply chain opacity affected 55% of advertisers' trust in programmatic buys in 2023.

Statistic 33

Regulatory scrutiny on data privacy rose with 25% more GDPR fines in adtech 2023.

Statistic 34

Brand safety incidents in programmatic fell to 8% but still cost $16 billion in 2023.

Statistic 35

Latency issues persisted in 35% of header bidding setups despite improvements in 2023.

Statistic 36

walled gardens captured 60% of programmatic spend, squeezing open web in 2023.

Statistic 37

Signal loss from privacy changes reduced match rates to 65% in programmatic 2023.

Statistic 38

Carbon footprint of programmatic auctions estimated at 1.2 billion kg CO2 in 2023.

Statistic 39

By 2028, global programmatic spend forecasted at $1 trillion with 15% CAGR.

Statistic 40

CCPA compliance costs rose 30% for adtech firms in 2024.

Statistic 41

Made-for-advertising sites took 15% of open web spend 2024.

Statistic 42

Ad blocking impacted 42% of programmatic impressions 2024.

Statistic 43

Attribution discrepancies between DSPs/SSPs at 25% variance 2024.

Statistic 44

Sustainability mandates affect 40% of EU programmatic deals 2024.

Statistic 45

Talent shortage in programmatic experts at 35% unfilled roles 2024.

Statistic 46

Post-iOS14.5 opt-in rates stabilized at 28% for apps 2024.

Statistic 47

AI hallucination risks in targeting flagged in 18% campaigns 2024.

Statistic 48

DMA regulations challenge 50% cross-border programmatic 2024.

Statistic 49

IVT in video programmatic at 18% despite IVT standards 2024.

Statistic 50

Budget leakage in long tail inventory 22% of spend 2024.

Statistic 51

Third-party cookie phaseout delays boost hybrid IDs to 70% 2024.

Statistic 52

Ad fatigue in frequency-managed campaigns 15% dropoff 2024.

Statistic 53

Geopolitical data restrictions hit 20% global campaigns 2024.

Statistic 54

Supply-side platform consolidation reduces options 30% 2024.

Statistic 55

In 2023, global programmatic advertising spend reached $558 billion, representing 82% of all digital ad spend worldwide.

Statistic 56

Programmatic ad spend in the US grew by 22% year-over-year to $145 billion in 2023.

Statistic 57

By 2027, programmatic advertising is projected to account for 90% of digital display ad spend globally.

Statistic 58

Mobile programmatic ad spend surged to $220 billion in 2023, up 28% from 2022.

Statistic 59

In Europe, programmatic video ad spend hit €45 billion in 2023, growing at 18% CAGR.

Statistic 60

Retail media networks drove 35% of programmatic spend growth in 2023, totaling $12 billion.

Statistic 61

Programmatic DOOH (Digital Out-of-Home) spend reached $8.5 billion globally in 2023.

Statistic 62

APAC programmatic ad market expanded to $180 billion in 2023, with China leading at 55% share.

Statistic 63

Connected TV (CTV) programmatic spend grew 45% to $25 billion in the US in 2023.

Statistic 64

Audio programmatic advertising spend doubled to $4.2 billion in 2023 globally.

Statistic 65

Programmatic CTV spend projected to $50 billion in US by 2027.

Statistic 66

Retail programmatic media to hit $100 billion globally by 2028.

Statistic 67

Programmatic social ad spend grows to $120 billion in 2024 projection.

Statistic 68

India's programmatic market to reach $5 billion by 2026 at 30% CAGR.

Statistic 69

Programmatic gaming ads surge to $15 billion in 2024 forecast.

Statistic 70

LATAM programmatic spend up 25% to $20 billion in 2024 est.

Statistic 71

Global programmatic to $800B by 2026 per eMarketer forecast.

Statistic 72

US mobile programmatic at $90B in 2025 projection.

Statistic 73

Video programmatic share of digital to 55% by 2025.

Statistic 74

Programmatic in automotive ads to $10B globally 2025.

Statistic 75

MEA region programmatic growth 32% to $8B in 2025.

Statistic 76

Pharma programmatic spend up 50% to $18B in 2025 est.

Statistic 77

Travel sector programmatic recovery to $25B post-pandemic 2025.

Statistic 78

Programmatic esports ads to $3.5B in 2025 forecast.

Statistic 79

Programmatic audio to $10B by 2028 per WARC forecast.

Statistic 80

Display programmatic steady at 40% of digital mix through 2027.

Statistic 81

Programmatic in health & wellness ads $22B in 2026 proj.

Statistic 82

Canada programmatic market $12B CAD by 2025.

Statistic 83

Programmatic for sustainability brands up 40% to $5B 2025.

Statistic 84

EMEA DOOH programmatic to €15B by 2027.

Statistic 85

Programmatic in fintech $30B global 2026 forecast.

Statistic 86

Programmatic campaigns achieved an average CTR of 0.45% in 2023, 3x higher than non-programmatic.

Statistic 87

Video programmatic ads delivered 25% higher viewability rates at 82% vs display's 65% in 2023.

Statistic 88

ROAS for programmatic CTV ads averaged 4.2x in e-commerce in 2023.

Statistic 89

Programmatic native ads saw 35% lift in engagement rates over banners in 2023 benchmarks.

Statistic 90

Average CPM for programmatic display dropped 15% to $3.50 in 2023 due to efficiencies.

Statistic 91

Brand lift from programmatic audio ads reached 28% awareness increase in 2023 studies.

Statistic 92

Programmatic DOOH yielded 18% higher foot traffic attribution than traditional OOH in 2023.

Statistic 93

Fraud detection reduced invalid traffic in programmatic to 14% in 2023 from 22% prior.

Statistic 94

Personalized programmatic ads boosted conversion rates by 42% in retail 2023 tests.

Statistic 95

Cross-device programmatic reach averaged 68% unique users in 2023 campaigns.

Statistic 96

Average programmatic view-through conversion at 2.8% in 2024 Q1.

Statistic 97

Programmatic display ROAS at 3.5x for finance sector 2024.

Statistic 98

CTV programmatic completion rates hit 92% in 2024 benchmarks.

Statistic 99

Audio programmatic CPC down 20% to $0.45 in 2024.

Statistic 100

DOOH programmatic lift in sales 22% over static in 2024.

Statistic 101

Fraud rate in mobile programmatic at 12% in 2024 global avg.

Statistic 102

Cross-screen programmatic frequency cap optimized to 5.2 exposures.

Statistic 103

Retail programmatic attribution accuracy 78% with clean rooms 2024.

Statistic 104

Programmatic search ads CTR 1.2% avg in 2024 Q2.

Statistic 105

Native programmatic engagement 55% higher than display 2024.

Statistic 106

Programmatic upper-funnel awareness lift 32% in 2024.

Statistic 107

Cost per acquisition in app installs $1.85 programmatic 2024.

Statistic 108

Video completion rates 88% in premium programmatic 2024.

Statistic 109

Incrementality tests show 24% lift for programmatic 2024.

Statistic 110

Programmatic eCPM for news publishers $4.20 in 2024.

Statistic 111

Multi-touch attribution credits programmatic 40% conversions 2024.

Statistic 112

AI-driven bidding in programmatic increased win rates by 22% on average in 2023.

Statistic 113

Header bidding 3.0 implementations grew 40% in 2023, reducing latency by 30%.

Statistic 114

Private marketplaces (PMPs) utilized server-side tech in 62% of deals in 2023.

Statistic 115

Blockchain for ad transparency was piloted by 15% of DSPs in 2023.

Statistic 116

Real-time identity resolution covered 75% of programmatic impressions in 2023.

Statistic 117

Edge computing reduced programmatic latency to under 100ms for 80% of auctions in 2023.

Statistic 118

Contextual AI targeting replaced cookies in 45% of programmatic campaigns in 2023.

Statistic 119

Unified ID 2.0 adoption hit 55% among publishers in 2023 for cookieless future.

Statistic 120

Predictive analytics in DSPs improved budget efficiency by 27% in 2023 trials.

Statistic 121

5G enabled 4x more real-time programmatic video bidding in mobile in 2023.

Statistic 122

Privacy sandbox APIs tested in 30% of Chrome programmatic traffic in 2023.

Statistic 123

Generative AI for creative optimization in 35% of DSPs 2024.

Statistic 124

ID fusion solutions cover 85% addressability post-cookie 2024.

Statistic 125

Retargeting via zero-party data in 60% programmatic setups 2024.

Statistic 126

Web3 programmatic pilots for NFT ads by 10% exchanges 2024.

Statistic 127

Server-to-server header bidding standard in 90% auctions 2024.

Statistic 128

Quantum-safe encryption tested in adtech supply chain 2024.

Statistic 129

AR/VR programmatic inventory up 300% to $2B in metaverse 2024.

Statistic 130

Edge AI bidding latency <50ms in 70% platforms 2024.

Statistic 131

Voice commerce programmatic targeting emerging with 20% pilots 2024.

Statistic 132

Machine learning models refreshed daily in 65% DSPs 2024.

Statistic 133

Clean room tech adopted by 48% enterprises for data 2024.

Statistic 134

Predictive audiences accuracy 82% in programmatic 2024.

Statistic 135

OTT programmatic with ACR data in 55% US households 2024.

Statistic 136

Federated learning for privacy-preserving bids piloted 2024.

Statistic 137

Dynamic pricing auctions in 70% real-time bidding 2024.

Statistic 138

Spatial computing ads in Apple Vision Pro programmatic beta 2024.

Statistic 139

Natural language processing for query targeting 42% usage 2024.

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Imagine a world where over four out of every five digital ad dollars is spent automatically, and that world is already here, as evidenced by the staggering $558 billion global programmatic advertising spend in 2023, a figure that's just the tip of a transformative and rapidly evolving industry iceberg.

Key Takeaways

  • In 2023, global programmatic advertising spend reached $558 billion, representing 82% of all digital ad spend worldwide.
  • Programmatic ad spend in the US grew by 22% year-over-year to $145 billion in 2023.
  • By 2027, programmatic advertising is projected to account for 90% of digital display ad spend globally.
  • 78% of US digital display ad dollars were bought programmatically in 2023.
  • 65% of advertisers increased programmatic budget allocation in 2023.
  • 92% of top 100 US agencies use programmatic buying daily.
  • Programmatic campaigns achieved an average CTR of 0.45% in 2023, 3x higher than non-programmatic.
  • Video programmatic ads delivered 25% higher viewability rates at 82% vs display's 65% in 2023.
  • ROAS for programmatic CTV ads averaged 4.2x in e-commerce in 2023.
  • AI-driven bidding in programmatic increased win rates by 22% on average in 2023.
  • Header bidding 3.0 implementations grew 40% in 2023, reducing latency by 30%.
  • Private marketplaces (PMPs) utilized server-side tech in 62% of deals in 2023.
  • Ad fraud cost the industry $84 billion in 2023 despite tech advancements.
  • Cookie deprecation impacted 40% of programmatic revenue planning in 2023 surveys.
  • Supply chain opacity affected 55% of advertisers' trust in programmatic buys in 2023.

Programmatic advertising dominates digital marketing with immense spending and rapid growth globally.

Adoption & Usage

  • 78% of US digital display ad dollars were bought programmatically in 2023.
  • 65% of advertisers increased programmatic budget allocation in 2023.
  • 92% of top 100 US agencies use programmatic buying daily.
  • Publisher adoption of header bidding rose to 85% in 2023 from 72% in 2022.
  • 70% of brands report programmatic as their primary digital channel in 2023 surveys.
  • In the UK, 88% of display ad inventory was sold programmatically in 2023.
  • 55% of small-to-medium businesses adopted programmatic tools in 2023.
  • Programmatic direct deals accounted for 42% of total programmatic transactions in 2023.
  • 76% of publishers integrated supply path optimization (SPO) in 2023.
  • Latin America saw programmatic adoption jump to 68% among agencies in 2023.
  • OpenRTB 3.0 adoption by 70% of SSPs in 2024 projections.
  • 82% of marketers plan to boost programmatic video in 2024.
  • Enterprise SPO platforms used by 50% of top brands in 2024.
  • Programmatic in influencer marketing adopted by 40% in 2024 surveys.
  • 95% of premium publishers now sell via programmatic in 2024.
  • Africa programmatic adoption at 45% growth in agencies 2024.
  • 60% of CPG brands prioritize programmatic in 2024 surveys.
  • Programmatic guaranteed deals up 28% YoY in 2024.
  • 75% agencies using multi-DSP management tools 2024.
  • Publisher direct programmatic portals used by 82% in 2024.
  • B2B programmatic adoption at 52% in lead gen 2024.
  • Programmatic in email retargeting by 35% marketers 2024.
  • ANZ programmatic market penetration 75% of digital 2024.
  • 85% forecast increase in programmatic for Gen Z targeting 2025.
  • Programmatic curation platforms in 55% agency workflows 2025.
  • Self-serve programmatic dashboards by 68% SMBs 2025 proj.
  • Hybrid human-AI programmatic management 62% adoption 2025.
  • Programmatic in DTC brands at 90% penetration 2025.
  • Cross-platform ID solutions standard in 80% buys 2025.

Adoption & Usage Interpretation

The statistics paint a clear picture: programmatic advertising has matured from a disruptive experiment into the dominant, automated nervous system of global digital marketing, flexing its muscles through widespread adoption, increasing sophistication, and an unrelenting march into every niche, format, and region.

Challenges & Future Outlook

  • Ad fraud cost the industry $84 billion in 2023 despite tech advancements.
  • Cookie deprecation impacted 40% of programmatic revenue planning in 2023 surveys.
  • Supply chain opacity affected 55% of advertisers' trust in programmatic buys in 2023.
  • Regulatory scrutiny on data privacy rose with 25% more GDPR fines in adtech 2023.
  • Brand safety incidents in programmatic fell to 8% but still cost $16 billion in 2023.
  • Latency issues persisted in 35% of header bidding setups despite improvements in 2023.
  • walled gardens captured 60% of programmatic spend, squeezing open web in 2023.
  • Signal loss from privacy changes reduced match rates to 65% in programmatic 2023.
  • Carbon footprint of programmatic auctions estimated at 1.2 billion kg CO2 in 2023.
  • By 2028, global programmatic spend forecasted at $1 trillion with 15% CAGR.
  • CCPA compliance costs rose 30% for adtech firms in 2024.
  • Made-for-advertising sites took 15% of open web spend 2024.
  • Ad blocking impacted 42% of programmatic impressions 2024.
  • Attribution discrepancies between DSPs/SSPs at 25% variance 2024.
  • Sustainability mandates affect 40% of EU programmatic deals 2024.
  • Talent shortage in programmatic experts at 35% unfilled roles 2024.
  • Post-iOS14.5 opt-in rates stabilized at 28% for apps 2024.
  • AI hallucination risks in targeting flagged in 18% campaigns 2024.
  • DMA regulations challenge 50% cross-border programmatic 2024.
  • IVT in video programmatic at 18% despite IVT standards 2024.
  • Budget leakage in long tail inventory 22% of spend 2024.
  • Third-party cookie phaseout delays boost hybrid IDs to 70% 2024.
  • Ad fatigue in frequency-managed campaigns 15% dropoff 2024.
  • Geopolitical data restrictions hit 20% global campaigns 2024.
  • Supply-side platform consolidation reduces options 30% 2024.

Challenges & Future Outlook Interpretation

Even as the industry steams toward a trillion-dollar horizon, it’s still clumsily tripping over a staggering $84 billion in fraud, bleeding trust through a murky supply chain, and trying to outrun its own carbon footprint—all while privacy regulations keep pulling the rug out from under its feet.

Market Size & Growth

  • In 2023, global programmatic advertising spend reached $558 billion, representing 82% of all digital ad spend worldwide.
  • Programmatic ad spend in the US grew by 22% year-over-year to $145 billion in 2023.
  • By 2027, programmatic advertising is projected to account for 90% of digital display ad spend globally.
  • Mobile programmatic ad spend surged to $220 billion in 2023, up 28% from 2022.
  • In Europe, programmatic video ad spend hit €45 billion in 2023, growing at 18% CAGR.
  • Retail media networks drove 35% of programmatic spend growth in 2023, totaling $12 billion.
  • Programmatic DOOH (Digital Out-of-Home) spend reached $8.5 billion globally in 2023.
  • APAC programmatic ad market expanded to $180 billion in 2023, with China leading at 55% share.
  • Connected TV (CTV) programmatic spend grew 45% to $25 billion in the US in 2023.
  • Audio programmatic advertising spend doubled to $4.2 billion in 2023 globally.
  • Programmatic CTV spend projected to $50 billion in US by 2027.
  • Retail programmatic media to hit $100 billion globally by 2028.
  • Programmatic social ad spend grows to $120 billion in 2024 projection.
  • India's programmatic market to reach $5 billion by 2026 at 30% CAGR.
  • Programmatic gaming ads surge to $15 billion in 2024 forecast.
  • LATAM programmatic spend up 25% to $20 billion in 2024 est.
  • Global programmatic to $800B by 2026 per eMarketer forecast.
  • US mobile programmatic at $90B in 2025 projection.
  • Video programmatic share of digital to 55% by 2025.
  • Programmatic in automotive ads to $10B globally 2025.
  • MEA region programmatic growth 32% to $8B in 2025.
  • Pharma programmatic spend up 50% to $18B in 2025 est.
  • Travel sector programmatic recovery to $25B post-pandemic 2025.
  • Programmatic esports ads to $3.5B in 2025 forecast.
  • Programmatic audio to $10B by 2028 per WARC forecast.
  • Display programmatic steady at 40% of digital mix through 2027.
  • Programmatic in health & wellness ads $22B in 2026 proj.
  • Canada programmatic market $12B CAD by 2025.
  • Programmatic for sustainability brands up 40% to $5B 2025.
  • EMEA DOOH programmatic to €15B by 2027.
  • Programmatic in fintech $30B global 2026 forecast.

Market Size & Growth Interpretation

While we busy ourselves worrying about the robots taking over, they are quietly and efficiently already running the global advertising industry, automating nearly every screen, billboard, and earbud in a relentless, multi-trillion-dollar quest to show us the perfect pair of shoes.

Performance Metrics

  • Programmatic campaigns achieved an average CTR of 0.45% in 2023, 3x higher than non-programmatic.
  • Video programmatic ads delivered 25% higher viewability rates at 82% vs display's 65% in 2023.
  • ROAS for programmatic CTV ads averaged 4.2x in e-commerce in 2023.
  • Programmatic native ads saw 35% lift in engagement rates over banners in 2023 benchmarks.
  • Average CPM for programmatic display dropped 15% to $3.50 in 2023 due to efficiencies.
  • Brand lift from programmatic audio ads reached 28% awareness increase in 2023 studies.
  • Programmatic DOOH yielded 18% higher foot traffic attribution than traditional OOH in 2023.
  • Fraud detection reduced invalid traffic in programmatic to 14% in 2023 from 22% prior.
  • Personalized programmatic ads boosted conversion rates by 42% in retail 2023 tests.
  • Cross-device programmatic reach averaged 68% unique users in 2023 campaigns.
  • Average programmatic view-through conversion at 2.8% in 2024 Q1.
  • Programmatic display ROAS at 3.5x for finance sector 2024.
  • CTV programmatic completion rates hit 92% in 2024 benchmarks.
  • Audio programmatic CPC down 20% to $0.45 in 2024.
  • DOOH programmatic lift in sales 22% over static in 2024.
  • Fraud rate in mobile programmatic at 12% in 2024 global avg.
  • Cross-screen programmatic frequency cap optimized to 5.2 exposures.
  • Retail programmatic attribution accuracy 78% with clean rooms 2024.
  • Programmatic search ads CTR 1.2% avg in 2024 Q2.
  • Native programmatic engagement 55% higher than display 2024.
  • Programmatic upper-funnel awareness lift 32% in 2024.
  • Cost per acquisition in app installs $1.85 programmatic 2024.
  • Video completion rates 88% in premium programmatic 2024.
  • Incrementality tests show 24% lift for programmatic 2024.
  • Programmatic eCPM for news publishers $4.20 in 2024.
  • Multi-touch attribution credits programmatic 40% conversions 2024.

Performance Metrics Interpretation

If the numbers are to be believed, programmatic advertising has become the industry's Swiss Army knife, proving itself sharper, cheaper, and more effective at nearly every task—from making you look up from your phone to making you walk into a store.

Technology & Innovation

  • AI-driven bidding in programmatic increased win rates by 22% on average in 2023.
  • Header bidding 3.0 implementations grew 40% in 2023, reducing latency by 30%.
  • Private marketplaces (PMPs) utilized server-side tech in 62% of deals in 2023.
  • Blockchain for ad transparency was piloted by 15% of DSPs in 2023.
  • Real-time identity resolution covered 75% of programmatic impressions in 2023.
  • Edge computing reduced programmatic latency to under 100ms for 80% of auctions in 2023.
  • Contextual AI targeting replaced cookies in 45% of programmatic campaigns in 2023.
  • Unified ID 2.0 adoption hit 55% among publishers in 2023 for cookieless future.
  • Predictive analytics in DSPs improved budget efficiency by 27% in 2023 trials.
  • 5G enabled 4x more real-time programmatic video bidding in mobile in 2023.
  • Privacy sandbox APIs tested in 30% of Chrome programmatic traffic in 2023.
  • Generative AI for creative optimization in 35% of DSPs 2024.
  • ID fusion solutions cover 85% addressability post-cookie 2024.
  • Retargeting via zero-party data in 60% programmatic setups 2024.
  • Web3 programmatic pilots for NFT ads by 10% exchanges 2024.
  • Server-to-server header bidding standard in 90% auctions 2024.
  • Quantum-safe encryption tested in adtech supply chain 2024.
  • AR/VR programmatic inventory up 300% to $2B in metaverse 2024.
  • Edge AI bidding latency <50ms in 70% platforms 2024.
  • Voice commerce programmatic targeting emerging with 20% pilots 2024.
  • Machine learning models refreshed daily in 65% DSPs 2024.
  • Clean room tech adopted by 48% enterprises for data 2024.
  • Predictive audiences accuracy 82% in programmatic 2024.
  • OTT programmatic with ACR data in 55% US households 2024.
  • Federated learning for privacy-preserving bids piloted 2024.
  • Dynamic pricing auctions in 70% real-time bidding 2024.
  • Spatial computing ads in Apple Vision Pro programmatic beta 2024.
  • Natural language processing for query targeting 42% usage 2024.

Technology & Innovation Interpretation

It seems our industry, in its relentless quest to be both ruthlessly efficient and desperately private, has taught the machines to bid better, then herded all the data into encrypted, edge-computed, contextually-aware clean rooms where it whispers the right ad to you before you even think it.

Sources & References