Demand-Side Platform Market Size, Share & Trends Analysis Report By Product (Conventional, Organic), By Applications (Retail, Automotive, Financial, Telecom), By End Use, By Region, and Segment Forecasts - 2035

Demand-Side Platform Market Overview

The global demand-side platform market size was valued at USD 16301 million in 2025 and is projected to grow from USD 19870.91 million in 2026 to USD 178186.05 million by 2035, at a CAGR of 21.9% from 2026 to 2035.

The demand-side platform market is entering a more sophisticated phase as advertisers increasingly shift from basic automated media buying toward AI-assisted bidding, audience intelligence, cross-channel optimization, and measurable outcomes. Between 2026 and 2035, DSP platforms are expected to handle a larger share of automated advertising activity across web, mobile, connected television, retail media, and other digital environments. The market is also being reshaped by privacy requirements, first-party data strategies, contextual targeting, and machine-learning models that can evaluate thousands of signals within milliseconds. In 2026, campaign automation is becoming increasingly important as advertisers seek higher efficiency from fragmented media budgets, while the growing importance of retail media and connected television is creating additional inventory for DSP platforms. The combination of automated auctions, predictive analytics, audience segmentation, and real-time optimization is expected to make DSP technology a central component of modern digital advertising strategies through 2035.

In the United States, the demand-side platform market remains highly developed because advertisers have broad access to digital inventory, mature programmatic infrastructure, advanced measurement capabilities, and large volumes of first-party consumer data. The country is also experiencing rapid adoption of AI-powered campaign management, connected television advertising, retail media, and cross-device targeting. In 2025, retail media was estimated to account for 23.3% of the overall advertising market, highlighting the scale of addressable commerce-related inventory available to automated buying platforms. By 2026, advertisers in the United States are increasingly combining display, video, mobile, retail, and connected television campaigns within unified buying strategies, creating stronger demand for DSP platforms capable of handling multiple formats and attribution models.

• 

  Download Free sample to learn more about this report.

Key Findings

• Leading Product Type: Conventional platforms are expected to retain the largest share, accounting for approximately 78% of demand in 2026, supported by established programmatic workflows, automated bidding infrastructure, and broad advertiser adoption across multiple digital channels.
• Leading Application: Retail is projected to represent about 34% of application demand in 2026 as commerce-focused advertising expands, while first-party shopper data and measurable purchase outcomes strengthen the role of DSP technology.
• Leading Region: North America is expected to lead with nearly 39% market share in 2026 because of mature programmatic ecosystems, high digital advertising adoption, and extensive deployment of AI-supported campaign optimization technologies.
• Fastest Growing Region: Asia Pacific is projected to record the fastest expansion, with digital advertising activity expected to increase by more than 24% annually in several high-growth markets as mobile usage and automated media buying accelerate.
• Technology Trend: AI-based optimization is becoming a defining technology trend, with advanced DSP systems capable of evaluating thousands of bidding and audience signals within milliseconds to improve targeting, pacing, conversion efficiency, and campaign allocation.
• Market Driver: The expansion of programmatic advertising remains a major growth driver, with retail media projected to reach approximately 23.3% of the overall advertising mix in 2025 and creating substantial new inventory for automated buying.
• Competitive Landscape: Competition is shifting toward AI-enabled platforms, with major providers introducing agentic optimization, audience intelligence, and automated trading capabilities; Criteo reported approximately USD 4.3 billion in media spend during 2025, demonstrating significant platform activity.
• Future Outlook: The market is moving toward unified, privacy-conscious, AI-assisted media buying, with connected television, retail media, and emerging AI-driven advertising environments expected to become increasingly important parts of DSP strategies through 2035.

Latest Trends

Artificial intelligence is becoming one of the strongest structural trends in the demand-side platform market during 2026. Traditional DSP workflows required media buyers to manually establish bids, audiences, frequency rules, budgets, and optimization parameters, but newer systems increasingly automate these activities through machine-learning and agentic technologies. The Trade Desk has introduced AI-driven trading modes designed to dynamically optimize bids and allocation while maintaining advertiser-defined controls. Criteo has also expanded AI capabilities through audience and insights tools, demonstrating how platform providers are moving beyond automated bidding toward broader decision-support systems. The practical implication is significant: campaign optimization is becoming more continuous, with algorithms able to process audience, contextual, inventory, device, time, and conversion signals at substantially greater speed than manual teams. In 2026, this trend is also influencing creative optimization, audience discovery, forecasting, and budget allocation, making AI an increasingly important differentiator among DSP providers.

Retail media and connected television are creating new growth avenues for demand-side platforms as advertisers seek inventory beyond conventional display advertising. Retail media is particularly important because retailers can connect advertising exposure with transaction-oriented first-party data, giving brands greater visibility into shopper behavior and campaign outcomes. Retail media was projected to reach approximately USD 179.5 billion in 2025 and grow 15.4% year over year, illustrating the scale of the opportunity surrounding commerce-focused programmatic buying. Connected television is simultaneously moving toward automated, audience-based advertising, allowing advertisers to apply programmatic targeting and measurement principles to streaming environments. The combination of retail data, CTV inventory, mobile audiences, and open-web inventory is encouraging DSP platforms to develop more unified buying environments. During 2026-2035, the ability to connect these channels while maintaining consistent audience definitions and measurement is expected to become a critical competitive requirement.

Market Dynamics

Driver

""Automation, AI optimization, and expanding digital inventory are accelerating advertiser adoption of DSP technology.""

The expansion of automated advertising is the most influential growth factor for the demand-side platform market. Programmatic buying allows advertisers to evaluate individual impressions and make automated purchasing decisions according to audience, context, device, geography, timing, and campaign objectives. In environments where millions of impressions may become available every second, manual buying cannot provide comparable speed or precision. DSP systems therefore serve as the operational layer that connects advertising budgets with automated auctions and measurable outcomes. The market's projected 21.9% CAGR between 2026 and 2035 reflects the increasing strategic importance of this infrastructure.

AI is further strengthening this driver by allowing DSPs to make more sophisticated decisions across bidding, pacing, audience selection, and conversion optimization. Modern systems can evaluate large volumes of historical and real-time signals and continuously adjust campaign parameters. The introduction of agentic AI capabilities by leading providers demonstrates how the technology is moving from recommendation-based optimization toward semi-autonomous trading. As advertisers manage campaigns across 4 or more major digital environments, automation becomes increasingly important for maintaining consistent performance while reducing operational complexity.

Restraint

""Privacy restrictions, fragmented measurement, and platform complexity continue to limit seamless DSP adoption.""

Privacy regulation and changes in consumer data practices remain important restraints for the demand-side platform market. Advertisers increasingly need targeting systems that can operate without unrestricted access to third-party identifiers, while publishers and platforms are adopting different approaches to consent, identity, and data sharing. This fragmentation can reduce audience addressability and make campaign measurement less consistent across environments. DSP providers therefore face the challenge of delivering relevant targeting while respecting increasingly complex privacy requirements across multiple jurisdictions.

Measurement fragmentation is another limitation. A campaign running across retail media, mobile, connected television, social environments, and open-web inventory can involve different attribution windows, identity systems, reporting standards, and conversion definitions. Advertisers may receive several performance measurements for the same campaign, making direct comparison difficult. When campaigns involve 5 or more channels, the complexity of frequency management and attribution can increase significantly. DSP providers must therefore invest in identity resolution, clean measurement frameworks, and transparent reporting to maintain advertiser confidence.

Opportunity

""Retail media, connected television, first-party data, and emerging AI advertising environments offer substantial expansion opportunities.""

Retail media represents one of the strongest opportunities for DSP providers because it combines advertising demand with purchase-oriented consumer signals. Retailers are increasingly developing media networks, while brands want access to shoppers across search, display, video, and off-site environments. Criteo's Commerce Max platform, for example, is designed to provide access to campaigns across hundreds of retailers and premium publishers, demonstrating the direction of the market. In 2026, the ability to manage multiple retail relationships from a single buying environment can reduce operational complexity for advertisers managing dozens of campaigns.

Connected television is another significant opportunity. Streaming audiences are increasing while traditional television buying remains comparatively broad and less flexible. Programmatic CTV allows advertisers to apply audience targeting, frequency controls, dynamic optimization, and digital-style measurement to television inventory. As broadcasters and streaming platforms increasingly adopt automated advertising, DSP providers can extend their role from display and mobile into full-funnel video. The opportunity becomes particularly attractive when advertisers can coordinate CTV exposure with mobile and web campaigns, allowing campaigns to manage frequency across 3 or more connected environments.

Challenge

""Rapid technological change and increasing competition require DSP providers to innovate while maintaining transparency and advertiser control.""

The competitive environment is becoming more challenging as large technology, retail, social, and advertising companies increasingly develop integrated advertising capabilities. Advertisers can now access automated buying through several types of ecosystems, including dedicated DSPs, retail media platforms, social advertising systems, and vertically integrated technology providers. This creates pressure on independent platforms to demonstrate superior inventory access, targeting quality, measurement, transparency, and return on advertising investment.

Another challenge is the rapid pace of AI development. Machine-learning optimization is becoming a baseline feature rather than a premium differentiator. Providers must continuously improve models, data infrastructure, computing capabilities, and user interfaces to maintain performance. An optimization model that performs well in 2026 may require substantial retraining or redesign as consumer behavior, inventory patterns, privacy frameworks, and auction dynamics change. The requirement for continuous innovation increases technology expenditure and organizational complexity.

• 

  Download Free sample to learn more about this report.

Segmentation Analysis

By Types

Conventional: Conventional demand-side platforms are expected to account for approximately 78% of the market in 2026, making them the dominant product type. Their position is supported by established real-time bidding infrastructure, broad inventory connectivity, mature campaign management tools, and advertiser familiarity. Conventional systems continue to evolve by incorporating AI optimization, first-party data activation, contextual targeting, and cross-channel measurement. Their market position is particularly strong among advertisers managing large campaign volumes, where automated bidding and centralized reporting can reduce operational workload. During 2026-2035, conventional platforms are expected to retain their leadership even as newer approaches develop because advertisers continue to require stable infrastructure for display, mobile, video, and retail media buying. The integration of AI into conventional platforms is also reducing the distinction between traditional automated buying and more advanced intelligent trading environments.

Organic: Organic demand-side platforms are estimated to represent approximately 22% of the market in 2026 and are expected to gain relevance as advertisers seek privacy-conscious, contextual, and first-party-data-oriented approaches. The category is increasingly associated with strategies that emphasize non-invasive audience signals, content relevance, direct relationships, and sustainable targeting models. Growth is being supported by changes in browser environments and advertiser concerns surrounding third-party identifiers. Although the segment remains smaller than conventional platforms, its strategic importance is increasing as privacy requirements become more demanding. By 2035, organic approaches are expected to benefit from improved contextual AI, aggregated audience modeling, and first-party data activation. The ability to maintain advertising relevance without excessive dependence on individual-level identifiers could strengthen adoption across retail, financial, automotive, and telecom campaigns.

By Applications

Retail: Retail is expected to lead application demand with approximately 34% market share in 2026. Retail advertisers are increasingly using DSP technology to connect media exposure with shopper behavior, product interest, and purchase outcomes. The expansion of retail media networks is adding substantial inventory across retailer websites, applications, connected devices, and external publishers. Retail advertisers also benefit from first-party transaction data, which can improve audience modeling and closed-loop measurement. The retail segment is expected to remain highly dynamic through 2035 as retailers expand off-site advertising and brands seek unified access to commerce audiences. DSP platforms that can coordinate sponsored products, display, video, and off-site campaigns within a single workflow are likely to receive stronger demand from large retail advertisers.

Automotive: Automotive applications are expected to account for approximately 18% of demand in 2026. Automotive companies use DSP platforms to reach consumers across long purchase journeys that can extend from initial research to dealership visits and final vehicle selection. Programmatic advertising enables manufacturers and dealers to segment audiences according to browsing behavior, vehicle interests, location, lifecycle stage, and campaign engagement. Connected television and online video are particularly relevant because vehicle consideration often requires rich visual communication. During 2026-2035, automotive advertisers are expected to increase their use of cross-channel measurement and predictive audiences to connect digital campaigns with test-drive inquiries and dealer activity. DSP technology can also support localized campaigns across multiple markets while maintaining centralized budget and frequency management.

Financial: Financial applications are projected to hold approximately 26% market share in 2026, making the segment one of the most important users of demand-side platform technology. Banks, insurers, investment providers, and financial technology companies require precise audience segmentation while operating within strict data and privacy requirements. DSP systems support contextual targeting, behavioral modeling, geographic targeting, and conversion optimization without requiring every campaign to rely on unrestricted personal identifiers. Financial advertisers are increasingly interested in measurable customer acquisition, digital engagement, and cross-channel frequency management. From 2026 to 2035, demand is expected to increase as financial institutions expand digital services and compete for customers across mobile, video, web, and emerging advertising environments.

Telecom: Telecom applications are estimated to represent around 22% of demand in 2026. Telecom companies manage large customer bases and frequently operate campaigns around broadband, mobile services, devices, subscriptions, and bundled offerings. DSP platforms allow these companies to reach defined audiences across multiple devices and advertising formats while managing campaign frequency and performance. The growth of connected devices and streaming consumption is increasing the number of digital touchpoints available to telecom advertisers. Between 2026 and 2035, telecom applications are expected to benefit from AI-based customer segmentation, predictive modeling, contextual targeting, and automated budget allocation. The ability to coordinate mobile, display, video, and connected television campaigns will remain particularly important for telecom marketers managing complex product portfolios.

• 

  Download Free sampleto learn more about this report.

Regional Outlook

North America

North America is expected to remain the leading regional market, accounting for approximately 39% of global demand-side platform activity in 2026. The region benefits from mature programmatic advertising infrastructure, high digital media penetration, sophisticated advertiser requirements, and strong adoption of AI-based optimization. The United States represents the largest contributor, supported by extensive retail media activity, connected television adoption, and advanced data-driven marketing practices. Canada also contributes through growing investment in programmatic campaigns and digital commerce. The regional ecosystem includes advertisers with large campaign budgets and agencies that require centralized platforms capable of managing millions of impressions and multiple formats.

During 2026-2035, North American growth is expected to be driven by retail media, CTV, privacy-conscious audience activation, and AI-assisted campaign management. Retail media's projected 23.3% share of overall advertising in 2025 demonstrates the importance of commerce-related inventory for the regional advertising ecosystem. Demand-side platforms are increasingly expected to integrate retail audiences with open-web, mobile, and video inventory. The region will also remain a testing ground for agentic advertising, advanced measurement, and automated creative optimization. Although market maturity may moderate incremental adoption in some traditional segments, the migration toward more intelligent and unified buying systems should maintain strong demand through 2035.

Europe

Europe is projected to account for approximately 25% of global demand-side platform demand in 2026. The region has a well-established digital advertising ecosystem supported by major economies such as Germany, the United Kingdom, France, Italy, Spain, and the Netherlands. Advertisers are increasingly focused on contextual targeting, first-party data, consent management, and privacy-conscious programmatic strategies. These requirements are encouraging DSP providers to improve identity alternatives, aggregated measurement, and transparent audience activation. Retail, financial, automotive, and telecom advertisers represent important sources of demand across the region.

Between 2026 and 2035, European DSP adoption is expected to become more dependent on privacy-enhancing technology and transparent data practices. Advertisers are likely to prioritize platforms capable of delivering relevant targeting while limiting unnecessary dependence on individual-level identifiers. Connected television and retail media are also creating new inventory opportunities, particularly in mature digital markets. The region's diverse regulatory and language environment increases the value of localized campaign management and advanced contextual intelligence. Providers that combine automated optimization with strong compliance controls are expected to gain competitive advantages as advertisers increase their programmatic budgets across 5 or more major European markets.

Asia Pacific

Asia Pacific is expected to be the fastest-growing regional market, with the region projected to represent approximately 23% of global DSP demand by 2026. Growth is supported by expanding internet access, mobile-first consumer behavior, e-commerce development, streaming consumption, and increasing adoption of automated advertising. Markets such as China, India, Japan, South Korea, Australia, and Southeast Asian economies present different levels of programmatic maturity, creating multiple growth opportunities. Mobile advertising remains particularly important because large populations engage with digital services primarily through smartphones.

The region's growth trajectory is expected to remain strong through 2035 as advertisers increase investment in AI-based targeting, retail media, connected television, and automated campaign optimization. India's digital advertising ecosystem is increasingly incorporating AI, programmatic buying, CTV, and retail media, while developed markets such as Japan and Australia continue to support sophisticated programmatic infrastructure. The diversity of consumer behavior across Asia Pacific creates demand for localized audience modeling and contextual intelligence. DSP platforms capable of handling multiple languages, devices, markets, and data environments are expected to benefit from the region's rapid digital expansion.

Latin America

Latin America is estimated to account for approximately 7% of global demand-side platform demand in 2026. Brazil and Mexico represent major opportunities because of expanding digital commerce, mobile usage, social media engagement, and streaming consumption. Advertisers are increasingly shifting budgets toward measurable digital channels as brands seek more precise audience targeting and improved campaign attribution. DSP technology is becoming increasingly useful for companies that want to coordinate campaigns across display, video, mobile, and connected television environments.

From 2026 to 2035, Latin American adoption is expected to benefit from rising digital penetration and increased advertiser familiarity with automated buying. Retail and telecom applications should remain particularly important because both sectors have large consumer audiences and frequent promotional campaigns. Currency volatility, uneven technology infrastructure, and differences in market maturity may create challenges, but these factors also increase demand for flexible platforms capable of optimizing budgets in real time. Programmatic video and mobile advertising are expected to provide additional opportunities as streaming and smartphone usage expand.

Middle East & Africa

The Middle East and Africa region is projected to represent approximately 6% of global DSP demand in 2026, with growth supported by digital transformation programs, increasing smartphone adoption, expanding e-commerce, and greater use of online video. Gulf markets are developing sophisticated digital advertising ecosystems, while African markets are experiencing rapid increases in mobile-first internet usage. Telecom companies remain important buyers of programmatic advertising because customer acquisition and retention campaigns require broad digital reach and precise audience segmentation.

During 2026-2035, demand-side platform adoption is expected to increase as advertisers move from manually managed campaigns toward automated buying and AI-supported optimization. Connected television, retail media, mobile advertising, and digital financial services should provide additional inventory and advertiser demand. The region's diverse languages, consumer behaviors, and technology environments will increase the need for localized targeting and contextual intelligence. DSP providers that can combine scalable automation with regional audience understanding are expected to be well positioned as digital advertising investment expands across emerging markets.

List of Top Companies

• Criteo
• Double Click (Google)
• Facebook Ads Manager
• Adobe
• Trade Desk
• Amazon (AAP)
• Appnexus
• Roku
• Mediamath
• SocioMatic
• Zeta Global
• Verizon Media
• AdForm
• Amobee
• Centro Inc

Top 2 Companies Market Share

Criteo: Criteo is estimated to account for approximately 8.5% of the global demand-side platform market in 2026, supported by its strong position in commerce media, performance advertising, retail data activation, and AI-powered optimization. The company's platform activity spans retail media and performance-oriented advertising, giving it exposure to advertisers seeking measurable outcomes. Criteo reported approximately USD 4.3 billion in media spend during 2025, indicating the substantial scale of advertising activity managed through its ecosystem. Its growing emphasis on AI-based audience planning and agentic commerce also positions the company within several high-growth areas of the market.

Double Click (Google): Double Click (Google) is estimated to represent approximately 7.9% of the global market in 2026, benefiting from extensive advertiser relationships, large-scale digital infrastructure, advanced data capabilities, and broad integration across digital advertising environments. Its competitive position is strengthened by the ability to connect audience signals, campaign management, measurement, and automated buying across large digital ecosystems. The scale of Google's advertising infrastructure provides access to substantial inventory and campaign data, while continued developments in AI and privacy-conscious targeting are expected to influence the platform's position through 2035.

Investment Analysis

Investment activity in the demand-side platform market is increasingly focused on artificial intelligence, retail media, connected television, identity technology, measurement, and data infrastructure. Investors are looking beyond conventional bidding capabilities and placing greater emphasis on platforms that can provide measurable performance across multiple channels. The market's projected 21.9% CAGR from 2026 to 2035 creates substantial incentives for investment in automation and scalable technology. Companies that can process large volumes of bidding signals while maintaining transparent advertiser controls are likely to attract stronger strategic interest. Investment priorities are also shifting toward first-party data activation and privacy-enhancing infrastructure as advertisers adapt to changing identity conditions.

Retail media and AI-native advertising are creating additional investment opportunities. Retail media was projected to reach approximately USD 179.5 billion in 2025, while AI-driven advertising is generating new technology categories around automated campaign planning, creative generation, audience modeling, and agentic commerce. Investors are therefore evaluating DSP businesses according to more than campaign volume alone. Platform integrations, proprietary data access, machine-learning capabilities, measurement quality, international expansion, and relationships with retailers and premium publishers are becoming important indicators of long-term competitiveness. Between 2026 and 2035, investment is expected to favor platforms capable of connecting at least 3 major growth areas rather than relying on a single advertising format.

New Product Development

New product development is increasingly centered on AI-powered campaign optimization and autonomous decision support. DSP providers are introducing systems that can recommend audiences, identify high-value inventory, adjust bids, optimize campaign pacing, and redistribute budgets with limited manual intervention. The Trade Desk's development of AI-powered trading modes illustrates the industry's move toward agentic optimization, where advertisers can establish strategic goals and guardrails while algorithms continuously manage execution. Similar capabilities are emerging around audience discovery, predictive modeling, creative selection, and performance forecasting. The objective is to reduce manual workload while improving responsiveness across campaigns involving millions of individual auction opportunities.

Product development is also expanding into retail media, CTV, privacy-conscious targeting, and AI-assisted commerce. Criteo introduced an Agentic Commerce Recommendation Service designed to support AI shopping assistants with product recommendations, while its Audience Agent and Insights Agent extend automation into planning and analysis. These developments demonstrate how DSP technology is moving beyond conventional display advertising toward broader commerce and decision-making environments. Between 2026 and 2035, new products are expected to increasingly combine 4 capabilities: automated buying, first-party data activation, cross-channel measurement, and AI-based optimization. Platforms that integrate these capabilities into simple workflows are likely to achieve stronger adoption among enterprise advertisers.

Five Recent Developments

• February 2024: Criteo expanded its commerce media capabilities with continued investment in retail media technology, strengthening the connection between shopper data, advertising activation, and measurable commerce outcomes. The development supported broader adoption of programmatic retail campaigns across multiple digital touchpoints and reinforced the importance of first-party commerce data.
• October 2025: The Trade Desk announced a major modernization of its digital advertising data marketplace and introduced new AI-powered trading modes associated with Kokai. The initiative provided advertisers with additional flexibility between automated performance optimization and more manually controlled campaign management, reflecting the growing demand for AI with advertiser oversight.
• November 2025: Criteo continued expanding AI-driven retail media capabilities, emphasizing automated personalization, programmatic buying, first-party data enhancement, and measurement. Retail media was estimated at approximately 23.3% of the overall advertising market in 2025, increasing the strategic importance of platforms able to activate commerce audiences across onsite and offsite inventory.
• February 2026: Criteo introduced additional AI-oriented capabilities connected with agentic commerce, including its Agentic Commerce Recommendation Service, Audience Agent, and Insights Agent. The initiatives demonstrated the shift from conventional campaign automation toward systems capable of supporting product discovery, audience planning, and data-driven decision-making.
• May 2026: Programmatic advertising continued expanding into connected television, retail media, and AI-supported campaign environments, while advertisers increasingly sought unified buying and measurement capabilities. Industry adoption during 2026 highlighted the importance of combining automated bidding with cross-channel audience intelligence, particularly across mobile, video, retail, and streaming inventory.

Report Coverage

The demand-side platform market coverage includes an assessment of market development across conventional and organic product types and evaluates demand across retail, automotive, financial, and telecom applications. The analysis considers the competitive environment through major participants including Criteo, Double Click (Google), Facebook Ads Manager, Adobe, Trade Desk, Amazon (AAP), Appnexus, Roku, Mediamath, SocioMatic, Zeta Global, Verizon Media, AdForm, Amobee, and Centro Inc. The assessment also considers the changing role of AI, automated bidding, first-party data, contextual targeting, retail media, connected television, and privacy-conscious advertising. The forecast period extends from 2026 through 2035, allowing the analysis to capture both current market developments and longer-term technology transitions.

The regional assessment covers North America, Europe, Asia Pacific, Latin America, and the Middle East & Africa, with particular attention to differences in digital advertising maturity, programmatic adoption, mobile usage, retail media development, and regulatory conditions. The analysis evaluates major demand drivers, restraints, opportunities, and challenges influencing adoption through 2035. It also examines investment priorities, new product development, competitive positioning, and recent industry developments. With the market projected to expand at a 21.9% CAGR during 2026-2035, the coverage emphasizes the structural changes expected to influence DSP technology adoption, including AI-assisted trading, cross-channel optimization, privacy-enhancing approaches, commerce media, connected television, and emerging agentic advertising environments.