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Demand-side platform

A demand-side platform (DSP) is a software platform that enables advertisers and agencies to automate the purchase of digital inventory across multiple ad exchanges, sources, and channels through a unified interface. These platforms facilitate programmatic by aggregating access to supply-side partners, allowing buyers to bid on ad impressions in based on targeting criteria such as demographics, , and . DSPs emerged as a key component of the technology ecosystem, streamlining what was previously a fragmented manual process into an efficient, data-driven operation. DSPs operate primarily through real-time bidding (RTB) auctions, where ad inventory from publishers—managed via supply-side platforms (SSPs)—is offered in milliseconds for advertisers to evaluate and bid on using algorithms. This process integrates third-party data sources for precise audience segmentation, enabling features like retargeting and brand safety controls to ensure ads appear in suitable contexts. Unlike traditional ad buying, DSPs centralize campaign management, reporting, and optimization, reducing manual intervention and allowing for scalable execution across formats such as , video, and mobile ads. The concept of DSPs originated in the mid-2000s as online advertising evolved from static banner ads in the 1990s to more dynamic ad networks and exchanges. They formally arose around 2007 alongside SSPs, coinciding with the rise of programmatic advertising that automated ad transactions and improved transparency in inventory sales. Early platforms like Right Media's AMX marked the first generation, evolving into sophisticated tools by the 2010s with integrations for advanced analytics and premium inventory access. Today, DSPs power a significant portion of digital ad spend, with programmatic methods accounting for $134.8 billion in the U.S. in 2024. By providing centralized control, DSPs offer benefits including cost efficiency through optimized , enhanced targeting to minimize ad waste, and unified measurement across channels for better campaign performance insights. They empower advertisers to compete in competitive auctions while maintaining compliance with privacy regulations, though challenges like data accuracy and platform fragmentation persist in the . Overall, DSPs have transformed digital advertising into a more accessible and effective practice for marketers worldwide.

Overview

Definition and Core Concept

A demand-side platform (DSP) is a software system that enables advertisers and agencies to purchase digital ad inventory from multiple ad exchanges in real-time through a unified interface. This platform streamlines the acquisition of ad space across various publishers, allowing buyers to access programmatically without negotiating individual deals. At its core, a DSP automates the ad buying process to facilitate data-driven campaigns, encompassing audience targeting based on demographics, behaviors, and interests; real-time bid placement in s; budget allocation to optimize spending; and creative optimization to tailor ads for different formats. These functions multichannel , including , video, , and connected TV, enabling efficient management of large-scale campaigns with performance tracking and adjustments. DSPs typically leverage (RTB) as the underlying auction mechanism, where bids are placed and impressions won in milliseconds. Programmatic advertising, the foundational context for DSPs, refers to the automated, data-enabled buying and selling of ad impressions using technology and algorithms, in contrast to traditional direct buys that involve manual negotiations and fixed placements between advertisers and publishers. This shifts focus from static inventory deals to dynamic, impression-level transactions driven by user data. DSPs come in two primary types: full-service platforms, which are managed by agencies providing expert support, strategy, and optimization for complex campaigns; and self-service platforms, which offer direct control to advertisers for smaller-scale or in-house operations without additional managed services. Full-service DSPs suit enterprises needing specialized guidance, while self-service options empower smaller teams with accessible tools for independent campaign execution.

Historical Development

Demand-side platforms (DSPs) emerged in the mid-2000s as shifted toward automated, data-driven buying, coinciding with the rise of ad exchanges like Right Media (launched in 2005) and AdECN (founded in 2003), which facilitated inventory auctions. The first DSPs appeared around 2007, with pioneers such as Invite Media and MediaMath introducing tools for advertisers to bid on impressions across multiple exchanges using (RTB) protocols. Invite Media, founded in 2007, was acquired by in 2010 for $81 million, integrating its RTB capabilities into Google's platform and accelerating DSP adoption among agencies. DataXu, launched in 2009, further advanced RTB integration by leveraging for predictive bidding, marking the transition from manual ad buys to programmatic efficiency. Key milestones shaped DSP evolution through standardization and expansion. RTB gained traction in 2009, with the (IAB) forming the OpenRTB project in late 2010 to define protocols for real-time ad auctions, culminating in the release of OpenRTB 2.1 as an industry standard in 2012. By 2015, DSPs expanded into mobile and video formats amid surging programmatic spend, with mobile RTB projected to grow from $1.7 billion to over $11.5 billion by 2020 at a 46% CAGR, driven by penetration and video content demand. regulations further propelled innovation from 2020 to 2023; the (CCPA) in 2020 and ongoing enforcement of Europe's (GDPR, effective 2018) restricted third-party cookies, spurring DSPs to emphasize contextual targeting based on page content rather than user tracking. Market drivers underscored the shift from manual to programmatic buying, where DSPs automated auctions to reduce operational costs and improve efficiency through streamlined workflows and reduced human intervention. The introduction of header bidding in empowered publishers to conduct unified auctions via client-side scripts, allowing DSPs to compete more equitably and boosting overall programmatic volume without favoring dominant exchanges. By 2025, DSPs had evolved toward privacy-centric architectures amid persistent regulatory pressures, integrating data clean rooms for secure collaboration on first-party data and for enhanced optimization. In November 2025, the IAB Tech Lab released the Agentic RTB Framework (ARTF) v1.0 to advance efficiency and agentic interoperability across programmatic . Although Google's third-party phase-out was delayed multiple times and ultimately abandoned in —opting instead for user-choice mechanisms—the industry accelerated -driven DSPs to handle predictive bidding and detection without relying on deprecated tracking. Notable events included MediaMath's 2023 bankruptcy filing due to debt and market shifts, followed by its $22 million asset acquisition by Infillion and relaunch in early as a revitalized platform focused on transparent, cookieless buying.

Technical Foundations

Operational Mechanics

The operational mechanics of a (DSP) begin with an ad request triggered when a loads a webpage or app, which is sent from the publisher's (SSP) or to connected DSPs via (RTB) protocols. The DSP receives this bid request containing data such as demographics, browsing behavior, device type, and location, then evaluates it against the advertiser's campaigns in , typically responding with a bid within 50-100 milliseconds to ensure seamless page loading. If the DSP's bid wins the auction, it proceeds to serve the ad creative to the 's device. Key processes within the DSP include audience segmentation, where data from integrated data management platforms (DMPs) is used to group users into targeted segments based on shared attributes like interests and purchase history, enabling precise matching to ad campaigns. Automated bidding strategies then optimize bids dynamically, such as cost-per-acquisition (CPA) models that adjust offers to achieve conversions at a target cost by analyzing predicted value against budget constraints. Following the auction win, the DSP facilitates ad serving by delivering creatives through standardized formats and tracks using tracking pixels for impressions and clicks, or VAST tags for video ads to monitor playback and engagement metrics. Technical elements powering these mechanics involve integrations with ad exchanges using protocols like OpenRTB for seamless data exchange and bid submission. algorithms enhance predictive bidding by forecasting outcomes like click-through rates (CTR) from historical data, adjusting bids upward for high-value impressions while incorporating constraints such as frequency capping to limit ad exposures per user and viewability metrics to ensure ads meet standards like 50% visibility for at least one second. These elements enable the DSP's speed, a core property that supports efficient programmatic buying. DSPs are increasingly using probabilistic modeling and contextual signals to enhance targeting in privacy-focused environments, reducing reliance on third-party cookies while complying with regulations. As of 2025, DSPs integrate solutions like Google's for interest-based targeting and emphasize first-party data collection to support cross-device and audience segmentation amid regulatory changes. This approach helps preserve bid relevance in RTB workflows.

Key Properties and Features

Demand-side platforms (DSPs) exhibit several core properties that enable efficient programmatic advertising. A primary attribute is their ability to facilitate (RTB) with low latency, typically processing auctions in milliseconds to ensure seamless ad delivery without disrupting . DSPs provide advertisers with access to vast global inventory by connecting to multiple supply-side platforms (SSPs) and ad exchanges, aggregating diverse ad opportunities across websites, apps, and connected TV environments in a single . This connectivity allows for broad reach while maintaining control over bidding strategies. Additionally, DSPs support granular targeting options, including geographic locations (such as countries, regions, or cities), device types (e.g., , , or tablet), and interest-based audiences derived from user behavior data. Key features of DSPs focus on user-friendly tools for campaign management and performance oversight. Campaign dashboards serve as centralized interfaces for tracking key performance indicators (KPIs), such as () and cost per click (CPC), enabling advertisers to monitor spend efficiency in . For instance, is calculated as (total cost / number of impressions) × 1000, providing a standardized metric for impression-based pricing. Many DSPs incorporate capabilities for ad creatives, allowing advertisers to compare variations (e.g., different images or copy) across identical audience segments to identify high-performing assets and optimize engagement. detection is another essential feature, often achieved through integrations with certification programs like TAG Certified Against , which verifies platforms' adherence to standards for identifying and mitigating invalid traffic such as bots or spoofing. Advanced capabilities in DSPs enhance precision and efficiency in ad delivery. is a standard tool, using probabilistic or deterministic methods to follow user journeys across mobile, desktop, and other devices, often without relying on third-party cookies through first-party data or device graphs. AI-powered optimization, including bid shading, allows DSPs to strategically reduce submitted bids in first-price auctions while preserving auction win rates, thereby lowering costs without sacrificing reach. Reporting functionalities in DSPs include support for various attribution models, contrasting last-click attribution—which assigns full credit to the final user interaction—with models that distribute credit across multiple touchpoints for a more holistic view of campaign impact. In 2025, DSPs increasingly emphasize privacy-compliant features to align with regulations like GDPR and CCPA, integrating consent management platforms (CMPs) that handle user opt-ins and opt-outs for , ensuring transparent and lawful ad targeting amid evolving privacy landscapes. These tools facilitate compliance by blocking non-consented data usage and providing granular controls over personal information in programmatic ecosystems.

Programmatic Buying Landscape

Types of Programmatic Transactions

Programmatic transactions in demand-side platforms (DSPs) encompass a range of automated buying methods that allow advertisers to purchase ad inventory efficiently, building on DSPs' core and deal negotiation capabilities. These transactions are broadly categorized into direct deals, auctions, and approaches, each offering distinct structures for accessing publisher inventory. Programmatic direct deals involve fixed-price agreements negotiated programmatically between advertisers and publishers, providing predictability without open competition. Preferred deals, a of programmatic direct, grant advertisers priority access to a publisher's at a predetermined (), though they do not guarantee a specific volume of impressions, allowing flexibility in spend. In contrast, programmatic guaranteed deals reserve a fixed volume of at an agreed-upon price and duration, ensuring advertisers receive the committed impressions upfront. Programmatic auctions facilitate competitive bidding for ad inventory through real-time processes. Open (RTB) operates on public exchanges where multiple DSPs bid dynamically on available in an open auction format, enabling broad access to remnant inventory. marketplaces (PMPs), also known as invite-only auctions, restrict participation to select advertisers invited by the publisher, offering premium inventory with options like floor prices to control minimum bids and maintain higher value. Hybrid models combine elements of direct and auction-based buying to optimize allocation, such as dynamic allocation systems where reserved inventory competes in with programmatic auctions to maximize publisher and advertiser . These approaches contrast with non-programmatic baselines like insertion orders (IOs), which rely on manual negotiations and email-based agreements for fixed ad placements without . In 2025, programmatic transactions via have seen a notable rise in sponsored content deals for and , where advertisers automate the purchase of integrated ad formats like host-read endorsements, with programmatic ad spending projected to reach nearly a third of total budgets by 2026. This trend reflects growing support for dynamic insertion of sponsored segments in feeds, enhancing scalability for audio campaigns.

Integration with Ad Ecosystem

Demand-side platforms (DSPs) function as buyer-side technology within the programmatic advertising ecosystem, enabling advertisers to connect with supply-side platforms (SSPs), ad exchanges, and data management platforms (DMPs). SSPs represent publishers' interests by facilitating the sale of ad inventory, while DSPs aggregate demand from multiple advertisers to access available impressions across channels. Ad exchanges serve as neutral marketplaces that connect DSPs to SSPs, hosting real-time auctions for ad space, such as those operated by platforms like OpenX. DMPs complement DSPs by providing audience data insights, allowing for targeted bidding based on user segments and behaviors. Key distinctions exist between DSPs and their counterparts: unlike SSPs, which focus on maximizing publisher yield by optimizing inventory sales, DSPs prioritize efficient ad purchases by evaluating and bidding on impressions in . Whereas ad exchanges act as the auction venues facilitating transactions between buyers and sellers, DSPs operate as software that advertisers use to participate in those auctions. trading desks (ATDs), in contrast, provide that wrap around DSPs, offering agencies human oversight, strategy, and execution support for programmatic campaigns, often at an additional cost compared to direct DSP access. These integrations facilitate various programmatic transactions, such as , through standardized protocols. Interconnections in the revolve around the flow of bid requests, which originate from SSPs when a publisher's ad slot becomes available, pass through ad exchanges for auctioning, and reach DSPs for evaluation and . This process ensures efficient matching of in milliseconds. Post-2023 privacy regulations, the planned—but ultimately abandoned—phase-out of third-party in 2025, and stricter requirements have contributed to increased direct integrations between publishers and DSPs via header wrappers, bypassing traditional exchanges to enhance transparency and reduce latency. In the 2025 landscape, amid ongoing signal loss from privacy changes, unified ID solutions like UID2 have emerged to bridge gaps between DSPs and SSPs by enabling privacy-safe, consent-based identity resolution across devices and platforms. UID2 allows for persistent targeting without relying on , supporting and measurement while complying with regulations like GDPR and CCPA. However, UID2 has faced class-action lawsuits in 2025 alleging it enables unauthorized tracking and violates consumer privacy laws. This development fosters more seamless interconnections, improving addressability in a cookieless environment.

Practical Applications

Advantages and Limitations

Demand-side platforms (DSPs) offer significant advantages for advertisers in scaling campaigns efficiently, providing access to over 90% of digital display ad inventory through programmatic channels, which enables broad reach across multiple publishers and exchanges without manual negotiations. This automation streamlines the buying process, allowing and optimization that traditional direct deals cannot match in speed or volume. Additionally, data-driven optimization within DSPs leverages audience insights and performance metrics to refine targeting, often reducing customer acquisition costs compared to less automated methods. Furthermore, DSPs enhance transparency in reporting by delivering granular, on impressions, clicks, and conversions, contrasting with the opaque, delayed insights typical of traditional media buying. Despite these benefits, DSPs face notable limitations stemming from their reliance on third-party data quality, which exposes campaigns to ad fraud and invalid traffic rates averaging around 20-21% globally in and environments, as reported by benchmarks. In the post-third-party era, regulations have led to substantial signal loss, with estimates indicating a reduction in targeting accuracy for programmatic ads due to diminished cross-site tracking capabilities. Self-service DSP interfaces also present a high for advertisers, requiring expertise in dynamics, data integration, and optimization algorithms, which can overwhelm smaller teams without dedicated support. To address these challenges, advertisers increasingly adopt AI-powered tools for detection within DSPs, which analyze patterns to block invalid activity pre-bid and improve overall campaign integrity. Shifting toward contextual targeting and first-party helps mitigate signal loss by focusing on page content and owned user signals rather than , though this incurs additional development costs. , including adherence to evolving global privacy frameworks, adds operational expenses but is essential for sustainable DSP usage. In 2025, AI advancements amplify DSP benefits by enabling more precise predictive bidding and , potentially boosting efficiency further amid growing inventory fragmentation. However, these gains are tempered by stringent global laws, such as expanding regulations on usage, which heighten burdens and further constrain cross-device targeting.

Notable DSP Examples

One of the leading demand-side platforms () is , an independent provider emphasizing -driven optimizations and a strong focus on connected TV (CTV) and . It supports (RTB), private marketplace (PMP) deals, and direct integrations with over 225 premium partners including , , and , enabling full-funnel attribution and high transparency in ad buys. As of 2025, continues to prioritize cookieless targeting through its Kokai platform experience, which incorporates for enhanced bidding and audience activation in privacy-constrained environments. Google Display & Video 360 (DV360) stands out for its seamless integration within the , offering robust cross-channel planning across display, video, and search retargeting. Key features include audience management powered by 360, fraud prevention tools, and access to inventory, making it suitable for enterprises of all sizes seeking unified data insights. Amazon DSP leverages the company's vast e-commerce data for precise targeting, supporting display, video, and audio formats with built-in and performance metrics. It serves both Amazon sellers and external brands through managed or options, capitalizing on first-party consumer signals for campaigns. In Q4 2024, DSP users accounted for 32% of Amazon's total ad spend, reflecting accelerated amid overall growth of 20% year-over-year in 2024. Among other notable DSPs, Adform provides an integrated solution combining DSP, (DMP), and ad-serving capabilities, with a global reach serving over 25,000 clients and advanced automated bidding for streamlined operations. It emphasizes privacy-compliant tools, particularly appealing in markets with stringent regulations. MediaMath, relaunched in April 2024 by Infillion following its 2023 acquisition, supports diverse formats like digital out-of-home (DOOH) and uses for targeting, now through an expanded network of supply partners. specializes in retargeting and activation, delivering 1.2 billion ads annually and integrating with retail media via its Commerce Max product for enhanced . The DSP market in 2025 shows significant consolidation, with leading platforms dominating ad spend through strategic enhancements and partnerships. For instance, has introduced updates to its Audience Manager in 2025, including expanded activation for social and advertising destinations, bolstering its role in unified customer data strategies. Overall, the top DSP providers continue to innovate in areas like optimization and privacy-focused identity solutions to maintain competitive edges.

References

  1. [1]
    What is a Demand-Side Platform (DSP)? - Adobe for Business
    Mar 26, 2021 · A demand-side platform (DSP) is an automated advertising purchasing software. It allows advertisers to purchase at large scale with minimal manual effort.How Does A Demand-Side... · What Are The Benefits Of... · Are There Advantages To...<|control11|><|separator|>
  2. [2]
    What is a DSP? A Full Breakdown of Demand-Side Platforms for ...
    Mar 14, 2025 · A demand-side platform (DSP) is an automated programmatic advertising platform where marketers can purchase and manage ad inventories from multiple ad sources.
  3. [3]
    Defining DSP: A Brief History of the Evolution of AdTech - Bounteous
    Sep 10, 2019 · A demand-side platform, or DSP, is a powerful media buying platform that allows advertisers and marketers to purchase highly targeted digital ad space ...
  4. [4]
    What Is Programmatic Advertising? [Brief History & Future] - ShareThis
    May 17, 2023 · DSPs (Demand Side Platforms) arose in 2007 alongside SSPs. DSPs are software platforms made for ad buyers to help them access the sell side ...What Is An Ssp (supply Side... · What Is A Dsp (demand Side... · How Ssps And Dsps Handle...<|control11|><|separator|>
  5. [5]
    Demand Side Platform (DSP): What Is It & How Does It Work? - MNTN
    A Demand Side Platform (DSP) is a software-based platform that allows advertisers and agencies to buy digital ad inventory from multiple ad exchanges.
  6. [6]
    What is a demand-side platform (DSP)? - Adjust
    A demand-side platform (DSP) is a type of software that allows an advertiser to buy advertising with the help of automation.
  7. [7]
    What is a demand-side platform (DSP)? | AppsFlyer glossary
    A DSP (demand-side platform) is a piece of software that enables advertisers to buy digital ad inventory, automatically matching them with the right placements ...
  8. [8]
    Programmatic Advertising 101: What is a DSP? - Basis Technologies
    Jul 26, 2022 · A demand side platform (DSP) is an automated ad buying platform, where advertisers and agencies go to purchase digital ad inventory.
  9. [9]
    What is a Demand Side Platform (DSP), and How Does It ... - Publift
    Oct 31, 2025 · A demand-side platform is a tool used by advertisers to help organize ad-buying, whereas a supply-side platform is used by publishers to ...
  10. [10]
    Direct Media Buying vs Programmatic Advertising - Multiview
    Jun 28, 2023 · Programmatic advertising defined · Process: Direct buying is manual and relationship-based, while programmatic is automated and algorithm-driven.
  11. [11]
    Direct vs Programmatic Advertising: A Breakdown for Marketers
    Mar 14, 2023 · The main distinguisher between direct and programmatic buying is that direct buying relies on a person to handle the ad placement, while ...
  12. [12]
    What is a demand-side platform? A complete guide | Amazon Ads
    There are two types of DSPs: self-serve and full service. Self-serve DSPs: These allow advertisers to manage their own campaigns. They are user- ...
  13. [13]
    Ad Networks vs Ad Exchanges: The History of Programmatic ...
    Mar 15, 2021 · An ad network is a human owned and operated intermediary that facilitates the transaction of media (ad) buying and selling between publishers and advertisers.
  14. [14]
    Google Buys DSP Invite Media - ADWEEK
    Google has inked a deal to acquire Invite Media to add a demand-side platform to its suite of advertiser technology tools. Invite Media, founded in 2007 by ...
  15. [15]
    Charting the DSP's Progress - AdMonsters
    Dec 20, 2011 · He founded MediaMath in 2007, launching a technological revolution with the company's pioneering marketing OS, TerminalOne, the first DSP.
  16. [16]
    Google's Final Price Tag for Invite Media: $81 Million - Technology
    Jun 9, 2010 · The search giant paid $81 million cash for the demand-side platform, sources familiar with the transaction tell me. That's above the $70 million range.
  17. [17]
    DataXu Bringing Sophisticated Buying Strategies With Real-Time ...
    Sep 17, 2009 · How did DataXu begin? DataXu was founded to commercialize a new data-driven decision language created by several of my co-founders at MIT in ...Missing: 2007 | Show results with:2007
  18. [18]
    [PDF] RTB Project - OpenRTB API Specification Version 2.3 - IAB
    Introduction. The RTB Project, formerly known as the OpenRTB Consortium, assembled in November 2010 to develop a new API specification for companies ...Missing: 2009-2011 | Show results with:2009-2011
  19. [19]
    PROGRAMMATIC ADVERTISING: Mobile, video, and real-time ...
    Mar 26, 2015 · Mobile RTB will grow the fastest, topping more than $11.5 billion in spending in 2020, up from $1.7 billion in 2015, a five-year CAGR of 46%.
  20. [20]
    Data Privacy Regulations for Programmatic Traders and DSPs - Verve
    Apr 10, 2023 · What programmatic media traders need to know about data privacy regulations, GDPR, campaign impact, DSP settings, and targeting.
  21. [21]
    Programmatic Q2 2025: Growth, Risk & Why Your SSP Choice is ...
    Rating 5.0 (1) Sep 12, 2025 · Factor in other inefficiencies, and you could easily be losing 20-30% of your media budget.
  22. [22]
    Our Predictions on Header Bidding | Opti Digital
    Dec 4, 2024 · From advancements in artificial intelligence to the rise of video header bidding ... Header bidding first appeared in the scene in 2014.
  23. [23]
    Programmatic Advertising Trends 2025 - Epom Ad Server
    Sep 25, 2025 · Programmatic Advertising Trends 2025: CTV, AI, and the Future of DSPs · Hybrid in-housing models · Connected TV and DOOH growth · Retail networks ...
  24. [24]
    Google delays third-party cookie demise yet again - Digiday
    Apr 23, 2024 · After all, Google had been preaching for months that third-party cookies would vanish from Chrome by the end of 2024. Despite their assurances, ...Missing: driven | Show results with:driven
  25. [25]
    MediaMath (By Infillion) Was Back At Cannes This Year – But With A ...
    Jun 25, 2024 · In August, Infillion bought MediaMath's assets out of bankruptcy and, earlier this year, relaunched the offering as part of its stack. And ...
  26. [26]
    Programmatic Advertising Data Flow for Smarter Real-Time Bidding
    Jul 3, 2025 · RTB engines match ads to impressions in milliseconds, but it's the real-time movement of data through ad servers, exchanges, DMPs, and other ...
  27. [27]
    Behind the Curtain of a High-Performance Bidder Service
    Jul 25, 2025 · At Adobe, we manage more than 400 billion auctions each day, all while maintaining a p95 response time of less than 60 milliseconds. We've ...Missing: workflow | Show results with:workflow
  28. [28]
    The Expert's Guide to Real-Time Bidding (RTB) - Playwire
    Rating 5.0 (5) Supply-Side Platforms (SSPs) represent publishers and their inventory, while Demand Side Platform (DSPs) act on behalf of advertisers. Ad exchanges are the ...
  29. [29]
    What is a Demand Side Platform (DSP) | DSP Vs. DMP - Lotame
    DMPs are only used to provide you with deep analytic insights, for the sole purpose of further optimizing the performance of your audience segments. Meanwhile, ...What Is A Dsp? Dsp Meaning · When To Use A Dsp · What Is A Dmp? Dmp Meaning
  30. [30]
    Machine Learning and Programmatic Advertising in RTB - SmartyAds
    Rating 5.0 (3) Sep 11, 2024 · Bid optimization. ML can optimize bidding strategies by predicting the best bid prices based on historical data and trends. Personalization.
  31. [31]
    [PDF] Video Ad Serving Template (VAST) - VERSION 4.2 - IAB Tech Lab
    VAST is a Video Ad Serving Template, a specification from the IAB Tech Lab for video ad serving and tracking.Missing: auction | Show results with:auction
  32. [32]
    OpenRTB - Hivestack
    “Open bidding” is the process in which a media owner can send a bid request in order to fill in an open spot in a player's schedule (or perhaps even all spots) ...
  33. [33]
    How to Deploy Machine Learning Models for Real-Time Bidding
    Oct 16, 2025 · How accurate are ML bidding models? Deep learning models achieve 79.6% CTR prediction accuracy versus 72.4% for traditional rule-based methods.
  34. [34]
    Programmatic advertising metrics: Everything you need to know
    Aug 5, 2025 · Consider viewability and frequency alongside impressions to evaluate quality reach. Use capping to avoid excessive impressions for the same user ...<|separator|>
  35. [35]
    https://madgicx.com/blog/deploy-machine-learning-models-for-real-time-bidding
  36. [36]
    DSP vs. SSP vs. Ad Exchange: understanding the differences in ...
    Oct 13, 2025 · DSPs aggregate access to vast, multi-format inventory (open exchange, PMPs, programmatic guaranteed) and ingest first-party/partner data to ...
  37. [37]
    DSP vs SSP: Programmatic Advertising Guide 2025 - Improvado
    DSP advertising centralizes and streamlines the ad-buying process, allowing access to inventory from various ad exchanges, ad networks, and SSPs through a ...
  38. [38]
    Optimizing Campaign Performance: Unleashing the Power of DSPs
    By leveraging the plethora of available user data, DSPs enable advertisers to target their ads based on factors like geography, device type, interests, behavior ...
  39. [39]
    What Are the Best DSP Platforms (and How Can You Increase Your ...
    Jun 25, 2024 · Why Are Demand-Side Platforms Important? · Audience targeting based on demographics, geographic location, interests, browsing behavior, and more.
  40. [40]
    Demand Side Platform KPIs in Programmatic Advertising - DataBeat
    Apr 28, 2025 · Cap on CPC allows measurement of the money effectiveness of the campaigns. Formula: CPC = Total Cost / Total Clicks. Viewability Rate. This ...
  41. [41]
    Calculating CPM, CPC, CPA, CR, eCPM, eCPC, eCPA, ROI - Mile
    Apr 8, 2025 · To calculate CPM, you need to divide the total cost of the ad campaign by the number of impressions generated and then multiply it by 1000. Q2.Missing: dashboards KPI
  42. [42]
    Configure A/B Tests in Adobe Target for Advertising DSP Ads
    Aug 11, 2025 · Establish A/B testing by mirroring on-site experiences with advertising messaging using Adobe Audience Manager exposure data and click-to-feed ...
  43. [43]
    Adform Secures Platinum Status with TAG Certification as One of the ...
    Mar 31, 2025 · across Brand Safety, Transparency, Fraud, and Malware. Only 2 DSPs hold all four TAG certifications. A closer look at the public TAG registry ...Missing: detection | Show results with:detection
  44. [44]
    13 Best DSPs For Programmatic Advertising in 2025 - SmartyAds
    Rating 4.0 (41) Aug 4, 2025 · Cross-device omnichannel delivery. SmartyAds DSP supports formats that suit all popular ad mediums: mobile, in-app, and CTV ecosystems. The ...
  45. [45]
    Understanding the Basics of Bid Shading - Basis Technologies
    Aug 23, 2023 · Bid shading is an optimization tactic available in most enterprise demand side platforms (DSPs). It works by analyzing historical bid data, then automatically ...Missing: 5-15% | Show results with:5-15%
  46. [46]
    Uncover ad value across the funnel with Multi-touch attribution (beta)
    Multi-touch attribution divides credit for conversions across multiple ads, unlike last-touch, which credits only the last ad encountered. It helps identify ...
  47. [47]
    The Impact of Privacy Regulations in Ad Tech in 2025 - Aditude
    Jan 21, 2025 · In 2025, ad tech companies are being held to stricter standards when it comes to how they collect, manage, and utilize all three types of data.
  48. [48]
    U.S. State Privacy Legislation 2025 Updates & Impacts - Choozle
    Jan 14, 2025 · State privacy laws are expanding, with 17 total laws by 2025. Advertisers must disclose third-party advertising and provide opt-out options. ...<|control11|><|separator|>
  49. [49]
    4 Programmatic Deal Types: When and Why to Use Each - AdPushup
    May 27, 2025 · These deals can be bifurcated into 4 types: Open Auction (RTB), Private Marketplace deals (PMP), Preferred deals, Programmatic Guaranteed deals.
  50. [50]
    4 Types of Programmatic Deals: A Comprehensive Guide
    The four types of programmatic deals are open auctions, private auctions, preferred deals, and programmatic guaranteed. 2. What are preferred deals in ...
  51. [51]
    Programmatic direct vs RTB (real-time bidding) ads explained
    May 4, 2025 · Preferred Deal (Programmatic Direct): another type of direct deal but has unreserved ad inventory. Price is set but the amount isn't guaranteed.
  52. [52]
    Back to Basics: Guide to programmatic deals - Verve
    Oct 28, 2025 · Discover the differences between the main programmatic deals: open auction, private exchange, preferred deals, and programmatic guaranteed.
  53. [53]
    [PDF] PROGRAMMATIC AND AUTOMATION - IAB
    This paper has identified four discrete types of “programmatic” transactions - Automated. Guaranteed, Unreserved Fixed Rate, Invitation-Only Auctions, and Open ...
  54. [54]
    Programmatic Deals 101: What Every Marketer Needs to Know
    Sep 6, 2024 · Programmatic deals: Four ways of trading · 1. Open Auction · 2. Private Marketplace (PMP) · 3. Preferred Deals · 4. Programmatic Guaranteed.
  55. [55]
    Guaranteed, PMP and Direct: Types of Programmatic Advertising ...
    Apr 1, 2022 · While programmatic guaranteed deals are built directly between two parties, PMP deals are created within a marketplace of other advertisers. So ...
  56. [56]
    Programmatic vs Direct IOs | The Trade Desk
    While 70% of ad buys are still done through direct insertion orders, there's a massive shift happening. Last year, programmatic grew at a 37% faster rate ...
  57. [57]
    Programmatic vs Non-Programmatic Advertising - BidsCube
    Sep 5, 2025 · The same human steps happen in non-programmatic advertising. Media planners email or call publishers, sign insertion orders (IOs), and pay a ...
  58. [58]
    Programmatic Digital Audio and Podcast Ad Spending 2025
    Feb 26, 2025 · Programmatic will account for nearly a third of digital audio services ad spending by 2026. Major digital audio players are shoring up their programmatic ...
  59. [59]
    Programmatic Audio Ad Spend Trends: Growth and Challenges
    Apr 3, 2025 · In 2025, programmatic digital audio is expected to account for 30% of total digital audio spend. While this figure is a significant increase, ...
  60. [60]
    Podcast Movement 2025: Key Trends Shaping the Future ... - AdsWizz
    Aug 28, 2025 · Podcast Movement 2025 revealed top podcast advertising trends: multiplatform growth, brand integration, and global opportunities.
  61. [61]
    Differences Between DSPs, SSPs, and DMPs in Advertising
    A DSP allows advertisers to buy ad impressions across many publishers' websites most efficiently, while an SSP allows publishers to sell their ad inventory to ...How Does Dsp Work? · Examples Of Dsp · Supply Side Platform Role In...Missing: global | Show results with:global<|separator|>
  62. [62]
    What is a demand-side platform? - Aerospike
    DSPs integrate with data management platforms (DMP) to make collecting, analyzing, and using audience data easier. This helps marketers target ads to audiences ...
  63. [63]
    DSP vs SSP: Difference Between Demand-Side Platforms ... - Moloco
    DSPs and SSPs can allow publishers and advertisers to manage inventory deals directly, but they are individual nodes on a larger supply chain.Missing: via | Show results with:via
  64. [64]
    SSP, DSP & Ad Exchange – Programmatic Advertising explained
    An Ad Exchange is a digital marketplace. It's where supply (your ad inventory via the SSP) meets demand (bids via DSPs). The Ad Exchange organizes the auction, ...
  65. [65]
    Understanding Key Components of a Bid Request - Index Explains
    When there's an ad opportunity, SSPs send a bid request to DSPs. DSPs evaluate it and may send back a bid response. The DSP will quickly analyze data points ...
  66. [66]
    DSP, SSP, and Ad Exchange: What's the Difference? - MNTN
    Ad Request Sent – When a user visits the site, the SSP sends an ad request to multiple DSPs and ad exchanges. Real-Time Bidding – Advertisers compete in an ...
  67. [67]
    Unified ID Solution 2.0 - The Trade Desk
    Unified ID 2.0 (UID2) provides holistic targeting and measurement for an internet that's becoming more privacy-conscious.
  68. [68]
    What is Unified ID 2.0 - Benefits, Features & Relevance [2025]
    Mar 6, 2025 · Overall, UID2 serves as a dynamic tool that enables DSPs to navigate the intricacies of targeted advertising, ensuring effectiveness, privacy ...
  69. [69]
    What Is Unified ID 2.0? - Setupad.com
    Oct 4, 2024 · Unified ID 2.0 (UID 2.0) offers a privacy-centric, consent-based alternative to cookies, which enables identity resolution across different devices.
  70. [70]
    Guide to Programmatic Advertising : How it Works, Ad Types, and ...
    Feb 14, 2024 · What marketers should know about the digital advertising approach that makes up over 90% of US digital display media ad buys.
  71. [71]
    Ad Spend Optimization: How to Get More ROI from Every Marketing ...
    Unlock growth with smarter tools: By reallocating budgets and optimizing creative based on data-driven insights, businesses can make every ad dollar work harder ...
  72. [72]
    Programmatic vs. Traditional Media Buying | Gourmet Ads
    Compare programmatic vs. traditional media buying to understand which offers better targeting, efficiency, and ROI for your advertising strategy.
  73. [73]
    Q2 2025 Ad Fraud Benchmarks Report for North America - Pixalate
    Aug 27, 2025 · The global IVT rate on web traffic was 19%, 29% on mobile app traffic, and 18% on CTV traffic. To compile this research, Pixalate's data science ...Missing: IAS 2024
  74. [74]
    How Will Cookie Deprecation Affect Northbeam? An Explainer
    Let's explore the effects of disabling third-party cookies on various platforms and strategies. User tracking and targeting will be significantly hampered so ...
  75. [75]
    Overcoming the Complexity and Learning Curve of DSPs - vizibl
    Jun 7, 2023 · This learning curve can hinder advertisers from fully leveraging the potential of their campaigns and achieving the desired results.
  76. [76]
    AI in DSPs: How demand-side platforms use artificial intelligence to ...
    Sep 26, 2025 · Discover how AI transforms DSPs in 2025. Learn how demand-side platforms use AI for targeting, optimization, fraud detection, ...
  77. [77]
    Contextual Targeting In Advertising: Reaching Audiences Without ...
    Coverage: Probabilistic models ensure visibility across fragmented, cookieless attribution environments. Confidence: The hybrid view enables marketers to ...
  78. [78]
    2025 Data Privacy Laws: How to Future-Proof Your Data Strategy
    Sep 22, 2024 · In this post, we'll explore what's coming, how it will affect data management practices, and the steps you can take to prepare.
  79. [79]
    AI regulations in the USA: 2025 review | Xenoss Blog
    May 7, 2025 · As of 2025, the US still hasn't passed federal artificial intelligence laws and regulations. Instead, it leans on agency guidance and existing copyright, ...
  80. [80]
    10 Best DSPs For Programmatic Advertising in 2025 - Setupad.com
    Discover the 10 best DSPs of 2025 to enhance your digital advertising strategy. Explore top platforms and find your perfect match. Read now!
  81. [81]
    Drive better outcomes with The Trade Desk's Kokai
    Apr 22, 2025 · The Trade Desk's latest platform experience, Kokai, has evolved to include robust enhancements that deliver on the goal of helping advertisers drive better ...
  82. [82]
    https://www.northbeam.io/blog/contextual-targeting-in-advertising-reaching-audiences-without-cookies
  83. [83]
    Rising ad spend fuels rapid growth of Amazon's DSP - Digiday
    Feb 20, 2025 · By the fourth quarter of 2024, advertisers using the DSP accounted for 32% of all Amazon ad spend. Clients at Pacvue have a similar view. Last ...
  84. [84]
    Infillion relaunches MediaMath - Campaign US
    Apr 29, 2024 · Infillion has officially relaunched MediaMath, the demand-side platform (DSP) it acquired out of bankruptcy in August last year for $22 million.
  85. [85]
    Next Generation MediaMath Launches With New Tools and ...
    Apr 29, 2024 · The relaunch also comes with a powerful network of partnerships that bolsters MediaMath's unique data sets and ID-agnostic audience building.
  86. [86]
    Adobe Audience Manager release notes
    Feb 10, 2025 · Added an enhancement to prevent network retries when the device's network is offline. ... Copyright © 2025 Adobe. All rights reserved.
  87. [87]
    Audience Manager Expanded Activation | Adobe Experience Platform
    Sep 15, 2025 · Learn how to activate Audience Manager audiences to social and advertising destinations, through Audience Manager Expanded Activation.Terminology · Prerequisites · Audience Requirements