# Best Data Management Platforms (DMP) - Page 5 *By [Yukta Rustagi](https://research.g2.com/insights/author/yukta-rustagi)* Data management platforms (DMPs) serve as central hubs that store and analyze customer, audience, and marketing data from multiple sources, enabling ad agencies, marketers, and publishers to create rich, custom data sets and more effectively target users for online advertising through unified first-party and third-party data. ### Core Capabilities of DMP Software To qualify for inclusion in the DMP category, a product must: - Pull in and store data from multiple sources such as first-party websites and software, third-party data providers, and offline sources - Output data into [DSPs](https://www.g2.com/categories/demand-side-platform-dsp), [SSPs](https://www.g2.com/categories/supply-side-platform-ssp), and other advertising tools to inform ad buying decisions ### Common Use Cases for DMP Software Marketing, advertising, and publisher teams use DMPs to centralize audience data and activate it across digital advertising channels. Common use cases include: - Aggregating first-party data from CRM, website analytics, and ad technology alongside third-party data to build rich audience segments - Feeding audience segments into DSPs and SSPs to improve ad targeting precision and campaign performance - Analyzing audience behavior across channels to refine targeting strategies and reduce wasted ad spend ### How DMP Software Differs from Other Tools DMPs pull data from multiple first-party sources, including [CRM software](https://www.g2.com/categories/crm), [digital analytics software](https://www.g2.com/categories/digital-analytics), and advertising technology, alongside third-party data providers to create a unified audience data layer. Unlike customer data platforms (CDPs), which focus on creating persistent individual customer profiles for personalized marketing, DMPs are primarily built for anonymous audience segmentation and programmatic advertising activation. ### Insights from G2 on DMP Software Based on category trends on G2, audience segmentation depth and seamless integration with DSPs and SSPs stand out as the most valued capabilities. These platforms deliver improvements in targeting accuracy and campaign ROI as primary outcomes of adoption. ## How Many Data Management Platforms (DMP) Products Does G2 Track? **Total Products under this Category:** 160 ### Category Stats (Jul 2026) - **Average Rating**: 4.26/5 The average rating of products in this category, based on all submitted ratings - **Top Trending Product**: Pega Customer Engagement Suite (+0.97%) - Among all products in this category, Pega Customer Engagement Suite recorded the largest rating increase compared to last month *Last updated: July 05, 2026* ## How Does G2 Rank Data Management Platforms (DMP) Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 2,200+ Authentic Reviews - 160+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## Which Data Management Platforms (DMP) Is Best for Your Use Case? - **Leader:** [Salesforce Data 360 (formerly Data Cloud)](https://www.g2.com/products/salesforce-data-360-formerly-data-cloud/reviews) - **Highest Performer:** [SurveyCTO](https://www.g2.com/products/surveycto/reviews) - **Easiest to Use:** [PreciseFP](https://www.g2.com/products/precisefp/reviews) - **Top Trending:** [Salesforce Data 360 (formerly Data Cloud)](https://www.g2.com/products/salesforce-data-360-formerly-data-cloud/reviews) - **Best Free Software:** [PreciseFP](https://www.g2.com/products/precisefp/reviews) --- **Sponsored** ### Criteo GO Criteo GO is a self-serve, AI-driven advertising platform designed for ecommerce and DTC brands that want to launch high-performing campaigns quickly — without the complexity of managing multiple ad platforms. A full self-service, end-to-end performance marketing platform, Criteo GO helps businesses discover new traffic, acquire customers, and drive performance at scale. Built as a simple, marketing-led entry point for new-to-Criteo advertisers, Criteo GO guides users from onboarding through campaign launch to ensure success from the start. Guided onboarding, optimised campaign templates covering the full marketing funnel, and intuitive self-service tools with clear performance insights make sophisticated commerce advertising accessible to teams of any size. At the core of Criteo GO is Criteo AI — powered by over 20 years of commerce intelligence, real-time commerce signals, and billions of shopping interactions. This intelligence fuels smarter full-funnel targeting, automated optimisation, cross-channel reach, and more relevant ads, helping advertisers reach high-intent shoppers with precision and less manual effort. The platform auto-optimises bidding, targeting, and creatives using thousands of signals per second, so teams can focus on growth rather than manual campaign management. Criteo GO is designed for advertisers — especially new-to-Criteo brands and SMBs — looking to run performance marketing campaigns that are simple to set up, fast to launch, and built to scale. From onboarding to campaign activation, the entire workflow is streamlined so campaigns start performing within days, not weeks. Key capabilities include: 1. Cross-channel reach by design — reach shoppers across the open web, app, and social using display, video, and native ad formats, all within a single campaign 2. Full-funnel performance — drive discovery, acquire new customers, and maximise conversions across the shopper journey 3. Criteo AI automation — campaign setup, targeting, bidding, and creative optimisation handled automatically using product-level data, shopper behaviour, and publisher context 4. Transparent reporting — clear performance insights and actionable analytics so advertisers always know what is working 5. Guided self-service — no deep technical expertise required; AI-assisted recommendations guide users through every step Criteo GO is built on a foundation of real-time commerce data and live shopping signals — including product-level data, shopper behaviour, and publisher context — that power more accurate targeting and better predictions across every channel and format. The result is a platform that removes fragmented workflows and channel-specific constraints, making cross-channel, full-funnel performance advertising simpler, more transparent, and more effective — especially for growing teams. Whether you are a growth marketer, ecommerce manager, or founder, Criteo GO helps you drive sales faster with less manual work. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=287&secure%5Bchosen_at%5D=2026-07-05T23%3A42%3A23Z&secure%5Bdisplayable_resource_id%5D=280&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=neighbor_category&secure%5Bplacement_resource_ids%5D%5B%5D=280&secure%5Bplacement_resource_ids%5D%5B%5D=289&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1774500&secure%5Bresource_id%5D=287&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-management-platform-dmp&secure%5Btoken%5D=8332e65670c1a9e7b1e8457c0c5c8e1d71ded88eabb31c2e73d45f8c8d52b1bf&secure%5Burl%5D=https%3A%2F%2Fwww.criteo.com%2Fgo%3Futm_campaign%3D2026.gbl.pame.go_g2_ads%26utm_medium%3Dcpc%26utm_source%3Dg2%26utm_detail%3Dvideo_advertising&secure%5Burl_type%5D=custom_url) --- ## What Are the Top-Rated Data Management Platforms (DMP) Products in 2026? ### 1. [Boardana](https://www.g2.com/products/boardana/reviews) All-in-one data quality platform for contact data cleansing, deduplication, validation, and enrichment **Who Is the Company Behind Boardana?** - **Seller:** [Boardana](https://www.g2.com/sellers/boardana) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/boardana (2 employees on LinkedIn®) ### 2. [Cablato](https://www.g2.com/products/cablato/reviews) Cablato offers data management platform and dynamic ad serving to deliver hyper-personalised advertising across devices. **Who Is the Company Behind Cablato?** - **Seller:** [Cablato](https://www.g2.com/sellers/cablato) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 3. [CeleraOne](https://www.g2.com/products/celeraone/reviews) CeleraOne offers you the entire range of access and identity management for all digital channels and devices. The authentication solution is a highly scalable single sign-on that only requires a user account to log in. It provides access to all apps, websites and services offered. Identification management provides complete user and session management, which includes registration, login, account completion and "forgot password". **Average Rating:** 3.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind CeleraOne?** - **Seller:** [CeleraOne](https://www.g2.com/sellers/celeraone) - **Year Founded:** 2011 - **HQ Location:** Berlin, DE - **LinkedIn® Page:** https://www.linkedin.com/company/celeraone-gmbh/ (3 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Mid-Market ### 4. [CID](https://www.g2.com/products/cid/reviews) There’s great software behind every successful business. CID helps companies create bespoke, unique software that turns their visions of customer experiences and competitive advantages into a reality. Explore CID’s Advantage Engineering approach: Digital Transformation and Processes Modern Information Systems and Artificial Intelligence Scalability, stable operations, and security in the cloud Through our collaborative, accountable processes and deep technical expertise, we create lasting solutions that tackle specific challenges, close the gap standard software leaves open, and set you apart from competition. **Who Is the Company Behind CID?** - **Seller:** [CID](https://www.g2.com/sellers/cid) - **Year Founded:** 1997 - **HQ Location:** Freigericht, DE - **LinkedIn® Page:** https://www.linkedin.com/company/cid-gmbh (621 employees on LinkedIn®) ### 5. [Corvus Axiom](https://www.g2.com/products/corvus-axiom/reviews) Corvus Axiom is a data management software solution for mine production information. This cost-effective product connects directly with your existing fleet and plant monitoring systems, bringing multiple sources of information together for powerful results. **Who Is the Company Behind Corvus Axiom?** - **Seller:** [Intov8](https://www.g2.com/sellers/intov8) - **Year Founded:** 2006 - **HQ Location:** Brisbane, AU - **LinkedIn® Page:** https://ph.linkedin.com/company/intov8-pty-ltd (11 employees on LinkedIn®) ### 6. [DashRDP](https://www.g2.com/products/dashrdp/reviews) DashRDP is a cloud-based platform that provides services for the acquisition and management of RDP, Dedicated, and Cloud VPS servers. **Who Is the Company Behind DashRDP?** - **Seller:** [DashRDP](https://www.g2.com/sellers/dashrdp) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 7. [Datrm.in](https://www.g2.com/products/datrm-in/reviews) Datrm.in is a platform designed to empower non-profits, advance advocacy and build movements.. It allows professionals and teams to get their contacts in one place, filter them into segments, build relationships, and take action. **Who Is the Company Behind Datrm.in?** - **Seller:** [Flat Creek](https://www.g2.com/sellers/flat-creek) - **Year Founded:** 2005 - **HQ Location:** Boulder, US - **LinkedIn® Page:** https://www.linkedin.com/company/flatcreek/ (21 employees on LinkedIn®) ### 8. [DCS](https://www.g2.com/products/dcs/reviews) The Date Control System (DCS) is an automated calendaring and date parameter setup system that slashes daily JOB setup time and greatly reduces production reruns. DCS completely automates and eliminates the error prone manual process of setting up job parameter date cards. **Who Is the Company Behind DCS?** - **Seller:** [Data Center Management Systems](https://www.g2.com/sellers/data-center-management-systems) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 9. [DeFractal](https://www.g2.com/products/defractal/reviews) A platform for publishers who want to manage their first-party data and increase their revenue. DeFractal utilizes a 360° view of your users, networks (open market), and advertisers to increase your revenue and save time for your team. **Who Is the Company Behind DeFractal?** - **Seller:** [Behavioral data j. d.o.o](https://www.g2.com/sellers/behavioral-data-j-d-o-o) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 10. [Dharma](https://www.g2.com/products/dharma/reviews) Dharma.ai enables global organizations to efficiently and immediately maximize impact. With our patented data ingestion, online collaboration, and offline capabilities, Dharma allows users to rapidly design programs to collect data, anywhere, anytime and quickly make informed decisions. **Who Is the Company Behind Dharma?** - **Seller:** [Dharma](https://www.g2.com/sellers/dharma) - **Year Founded:** 2024 - **HQ Location:** Rio de Janeiro, BR - **LinkedIn® Page:** https://www.linkedin.com/company/dharma-ai/ (28 employees on LinkedIn®) ### 11. [DMPManager](https://www.g2.com/products/dmpmanager/reviews) dJAX DMP Manager is a innovative technology platform that provides valuable insights about audience by collecting audience data from every interaction, organize and activate big data set.Creates rich customer profile with the granular behavioural data and bridges the right data across channels to power right time engagement by improving the customer experience and marketing performance. dJAX DMP Manager's key features are collecting the precise data from mobile and web sources. Supports integrating the 2nd and 3rd Party data with Hadoop based BI and AI delivers a scalable, manageable, cost effective data. dJAX DMP Manager provides the best solution for Advertiser, Publisher, Agencies and Data Trading. Check https://www.dmpmanager.com for more details. **Who Is the Company Behind DMPManager?** - **Seller:** [dJAX Adserver Technology Solutuions](https://www.g2.com/sellers/djax-adserver-technology-solutuions) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 12. [Drainpipe.io](https://www.g2.com/products/drainpipe-io/reviews) Using drainpipe.io™ you can drag and drop cs files into your account where you can select from a growing list of integrations which services or data feeds to connect to and start driving artificially intelligent predictions. You can get started today, there is no need for deep technical know how, or to wait weeks or months for custom models. drainpipe.io™ is powered by cutting edge patent-pending technology which can take in structured and unstructured data and train a universal model around it in realtime. **Who Is the Company Behind Drainpipe.io?** - **Seller:** [Drainpipe.io](https://www.g2.com/sellers/drainpipe-io) - **Year Founded:** 2020 - **HQ Location:** N/A - **LinkedIn® Page:** http://www.linkedin.com/company/drainpipe-io (3 employees on LinkedIn®) ### 13. [EasyDMP](https://www.g2.com/products/easydmp/reviews) Provides a tool that enables researchers with minimal experience in data management a simple way of creating a data management plan. **Who Is the Company Behind EasyDMP?** - **Seller:** [UNINETT Sigma2 AS](https://www.g2.com/sellers/uninett-sigma2-as) - **Year Founded:** 2022 - **HQ Location:** Trondheim, NO - **Twitter:** @Uninett (3 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/isikt (365 employees on LinkedIn®) ### 14. [Experian Consumer Sync (UK)](https://www.g2.com/products/experian-consumer-sync-uk/reviews) Experian's Consumer Sync is an advanced, cookieless linkage solution designed to help brands and publishers effectively connect and resolve a wide array of offline and online identifiers within a single household. As the digital landscape evolves and third-party cookies are phased out, Consumer Sync offers a privacy-focused approach to maintain addressability and enhance data-driven marketing efforts. Key Features and Functionality: - Diverse Identifier Resolution: Consumer Sync seamlessly resolves various identifiers, including Universal IDs (UIDs), IP addresses, and Hashed Email Addresses (HEMs), enabling comprehensive cross-channel connectivity. - Extensive Coverage: With reach across 82% of UK households and over 500 million digital identifiers, Consumer Sync provides the scale necessary for brands and publishers to engage with a broad audience. - Rich Demographic Insights: By integrating with Experian's ConsumerView, which encompasses data on over 95% of the UK population, Consumer Sync enriches customer profiles with detailed demographic information, facilitating personalized marketing strategies. - Effective Digital Onboarding: Organizations can translate offline data into the digital realm, allowing for the activation of first-party data online and the ability to personalize messaging based on customer segments. - Audience Extension: The solution enables the expansion of audience reach by connecting offline and online identifiers, allowing for effective retargeting and the creation of look-alike models to scale audiences across various devices and channels. Primary Value and User Solutions: Consumer Sync addresses the challenges posed by the decline of third-party cookies by providing a robust, privacy-centric method for identity resolution. It empowers marketers to deliver consistent, scalable omnichannel experiences that are both impactful and measurable. By resolving identities across multiple touchpoints, Consumer Sync enhances personalization, improves campaign effectiveness, and ensures accurate attribution of marketing activities. This solution is particularly valuable for brands and publishers seeking to maintain and expand their audience engagement in a cookieless digital environment. **Who Is the Company Behind Experian Consumer Sync (UK)?** - **Seller:** [Experian](https://www.g2.com/sellers/experian) - **Year Founded:** 1826 - **HQ Location:** Dublin, Ireland - **Twitter:** @Experian_US (38,771 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/experian (26,191 employees on LinkedIn®) - **Ownership:** LSE: EXPNL ### 15. [Experian Identity Resolution (UK)](https://www.g2.com/products/experian-identity-resolution-uk/reviews) Experian's Identity Resolution is a comprehensive data management solution designed to create a unified, accurate profile of individuals or businesses by consolidating information from various devices and digital footprints. This process involves checking, validating, and appending data using a unique matching methodology, effectively resolving customer data duplications and inconsistencies. By integrating data management techniques with trusted reference data, Identity Resolution enables organizations to prepare, cleanse, merge, or migrate data efficiently. It also aids in identifying marketing targets, enhancing analytics, preventing fraud, and ensuring compliance with industry regulations. Key Features and Functionality: - Data Integration and Profiling: Combines and maps data from multiple sources into a common schema, ensuring consistency and accuracy. - Data Validation: Utilizes Experian's extensive reference data to validate and verify customer information, enhancing data reliability. - Duplicate Resolution: Employs advanced matching techniques to identify and resolve duplicate records, creating a single, comprehensive customer profile. - Fuzzy Matching: Applies rules-based fuzzy matching to handle complex data sets, improving the accuracy of identity resolution. - Workflow Automation: Automates data management processes, increasing operational efficiency and reducing manual intervention. Primary Value and Solutions Provided: Identity Resolution empowers businesses to gain a holistic and accurate view of their customers, leading to improved decision-making and operational efficiency. By resolving data inconsistencies and duplicates, organizations can enhance their marketing strategies, improve customer engagement, and reduce the risk of fraud. Additionally, the solution supports compliance with data regulations, ensuring that businesses operate responsibly and maintain customer trust. Ultimately, Identity Resolution enables organizations to leverage their data assets more effectively, driving growth and success in a data-driven world. **Who Is the Company Behind Experian Identity Resolution (UK)?** - **Seller:** [Experian](https://www.g2.com/sellers/experian) - **Year Founded:** 1826 - **HQ Location:** Dublin, Ireland - **Twitter:** @Experian_US (38,771 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/experian (26,191 employees on LinkedIn®) - **Ownership:** LSE: EXPNL ### 16. [Experian Partner Audiences (UK)](https://www.g2.com/products/experian-partner-audiences-uk/reviews) Experian Partner Audiences is a comprehensive solution designed to enhance marketing strategies by providing access to a diverse range of audience segments beyond Experian's standard ConsumerView offering. This service enables businesses to target specific consumer groups more effectively, leveraging data from various sectors such as Health and Beauty, Spend Trends, House Movers, and Automotive Value Segments. By integrating these additional insights, companies can refine their marketing efforts, ensuring messages reach the most relevant audiences across multiple channels, including social media and Connected TV. Key Features and Functionality: - Extensive Audience Selection: Offers hundreds of additional segments, allowing marketers to identify and target niche consumer groups based on specific criteria. - Centralized Access: Provides a unified platform where all audience data is consolidated, eliminating the need to coordinate with multiple suppliers. - Seamless Integration: Compatible with Experian’s Audience Engine platform and can be activated directly within various marketing channels, ensuring smooth deployment of campaigns. - Consistent Linkage: Utilizes common identifiers like Mosaic and other Experian variables to maintain consistency and accuracy across different datasets. - Exclusive Partnerships: Collaborates with select partners to offer unique audience insights not readily available elsewhere. Primary Value and User Solutions: Experian Partner Audiences empowers businesses to enhance their marketing precision by providing access to a broader spectrum of consumer data. This expanded insight allows for the creation of more personalized and effective marketing campaigns, leading to improved customer engagement and higher conversion rates. By consolidating diverse audience information into a single platform, it simplifies the marketing process, reduces operational complexities, and ensures compliance with data privacy standards. Ultimately, this service addresses the challenge of reaching the right audience with the right message, optimizing marketing investments, and driving business growth. **Who Is the Company Behind Experian Partner Audiences (UK)?** - **Seller:** [Experian](https://www.g2.com/sellers/experian) - **Year Founded:** 1826 - **HQ Location:** Dublin, Ireland - **Twitter:** @Experian_US (38,771 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/experian (26,191 employees on LinkedIn®) - **Ownership:** LSE: EXPNL ### 17. [Eyeota](https://www.g2.com/products/eyeota/reviews) Eyeota, a Dun & Bradstreet company, is a leading global provider of audience solutions empowering businesses worldwide. Brands and agencies leverage Eyeota to enrich insights, enhance personalization, and transform omnichannel targeting. The enabling ingredient pushing legacy data into digital, Eyeota’s agnostic approach to identity and global data interoperability onboards and activates data assets on behalf of data owners and publishers. Founded in 2010 and acquired by Dun & Bradstreet in 2021, Eyeota operates in Europe, Asia, Australia, and the Americas, creating a new infusion of technology, identity, and connectivity that modernizes data for new digital applications in over 180 countries. For more information about Eyeota, please visit http://www.eyeota.com **Who Is the Company Behind Eyeota?** - **Seller:** [Eyeota](https://www.g2.com/sellers/eyeota) - **Year Founded:** 2010 - **HQ Location:** Singapore, SG - **Twitter:** @EyeotaTweets (1,178 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/eyeota/ (78 employees on LinkedIn®) ### 18. [Eyereturn DMP](https://www.g2.com/products/eyereturn-dmp/reviews) Eyereturn improves the way brands connect with their customers online. Our proprietary platform provides unified campaign control, empowering brands through consolidated attribution-based results in a single dashboard. Breaking free from walled gardens, Eyereturn has done away with layers of intermediaries, providing actionable data and insights across search, social and display campaigns. The result is that our clients have the ability to make informed, transparent, real-time decisions everywhere they connect with their audience. With the Eyereturn Audience Data Management Platform, bring big data knowledge to every campaign. Leverage first party data to create behavioral and re-targeting audience segments for use in media buying, optimization, research, reporting, and analytics. **Who Is the Company Behind Eyereturn DMP?** - **Seller:** [Eyereturn Marketing](https://www.g2.com/sellers/eyereturn-marketing) - **Year Founded:** 2000 - **HQ Location:** Toronto, Canada - **Twitter:** @EyereturnMktg (499 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/eyereturn-marketing/ (5 employees on LinkedIn®) ### 19. [Fizz Customer Experience Platform](https://www.g2.com/products/fizz-customer-experience-platform/reviews) Voice of the customer transformed **Who Is the Company Behind Fizz Customer Experience Platform?** - **Seller:** [Nunwood](https://www.g2.com/sellers/nunwood) - **Year Founded:** 1996 - **HQ Location:** London, GB - **LinkedIn® Page:** http://www.linkedin.com/company/nunwood (31 employees on LinkedIn®) ### 20. [Hazelcast Jet](https://www.g2.com/products/hazelcast-inc-hazelcast-jet/reviews) Hazelcast Jet is a high-performance, distributed stream and batch processing engine designed to handle large-scale data processing tasks with low latency and high throughput. Built on top of Hazelcast's in-memory data grid, Jet enables developers to create applications that process both bounded (batch and unbounded (streaming data efficiently. Its architecture leverages in-memory computing to achieve near real-time speeds, making it suitable for scenarios requiring rapid data analysis and decision-making. Key Features and Functionality: - Distributed Processing: Jet distributes data and computation across a cluster of nodes, ensuring scalability and fault tolerance. - Stream and Batch Processing: Supports both real-time stream processing and traditional batch processing, allowing flexibility in handling various data workloads. - In-Memory Computing: Utilizes in-memory storage to minimize latency and maximize throughput. - Rich Data Transformations: Offers a comprehensive set of data transformation capabilities, including windowed aggregations and joins. - Fault Tolerance: Provides at-least-once and exactly-once processing guarantees to ensure data consistency. - Extensive Connectivity: Integrates with a wide range of data sources and sinks, such as Apache Kafka, Hadoop, S3, Elasticsearch, JDBC, and JMS. Primary Value and Problem Solved: Hazelcast Jet addresses the need for a robust and scalable solution to process large volumes of data in real-time. By combining distributed processing with in-memory computing, Jet enables organizations to perform complex data analyses with minimal latency, facilitating timely insights and actions. Its support for both stream and batch processing allows businesses to unify their data processing pipelines, reducing complexity and operational overhead. Additionally, Jet's fault tolerance and exactly-once processing capabilities ensure data integrity, which is crucial for mission-critical applications. **Who Is the Company Behind Hazelcast Jet?** - **Seller:** [Hazelcast](https://www.g2.com/sellers/hazelcast) - **Year Founded:** 2010 - **HQ Location:** Palo Alto, California, United States - **LinkedIn® Page:** https://www.linkedin.com/company/hazelcast (154 employees on LinkedIn®) ### 21. [Health Language Enterprise Terminology Platform](https://www.g2.com/products/health-language-enterprise-terminology-platform/reviews) Centralize and manage your reference data for clinical, claim, and business data to enable interoperability, drive compliance, and improve operational efficiencies. **Who Is the Company Behind Health Language Enterprise Terminology Platform?** - **Seller:** [Wolters Kluwer Health](https://www.g2.com/sellers/wolters-kluwer-health) - **HQ Location:** Alphen aan den Rijn, NL - **Twitter:** @wkhealth (12,463 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/wolters-kluwer (23,326 employees on LinkedIn®) ### 22. [Hullabalook](https://www.g2.com/products/hullabalook/reviews) Hullabalook is revolutionising the way that Product Discovery works on retailer websites. Using sophisticated analytical techniques, an in-depth understanding of manufacturer product descriptions and new dynamic ways to visualise information Hullabalook converts browsers to buyers providing increased conversion rates to retailers and a great user experience for customers. **Who Is the Company Behind Hullabalook?** - **Seller:** [Hullabalook](https://www.g2.com/sellers/hullabalook) - **Year Founded:** 2016 - **HQ Location:** London, GB - **Twitter:** @hullabalookers (306 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/hullabalook (17 employees on LinkedIn®) ### 23. [Hybrid](https://www.g2.com/products/hybrid/reviews) Hybrid.ai is a global AdTech company specializing in programmatic advertising solutions that leverage artificial intelligence and machine learning algorithms to optimize digital marketing campaigns. With a presence in multiple countries, including the United States, Germany, Poland, and Singapore, Hybrid.ai offers a comprehensive suite of tools designed to enhance the efficiency and effectiveness of online advertising efforts. Key Features and Functionality: - Hybrid Platform: A flexible framework that integrates Demand-Side Platform , Data Management Platform , and Supply-Side Platform components, enabling users to manage programmatic advertising campaigns seamlessly. - SmartBid Optimization: An AI-driven tool that utilizes machine learning to optimize campaigns based on various key performance indicators such as CPM, CPC, CPCV, CPI, and bounce rate, achieving desired outcomes efficiently. - Hybrid Insights: A comprehensive analytics tool that allows users to evaluate traffic, analyze audience segments, and develop media plans swiftly by accessing extensive data on impressions and audience demographics. - Dynamic Creative Optimization: Utilizes AI algorithms to tailor banner content dynamically based on triggers like location, weather, or currency rates, enhancing user engagement through personalized advertising. - Brand Safety Measures: Employs advanced filters and tools to ensure that advertising campaigns are placed in secure environments, protecting brand reputation by avoiding potentially harmful placements. Primary Value and Solutions Provided: Hybrid.ai addresses the complexities of digital advertising by offering an all-in-one programmatic ecosystem that simplifies campaign management and optimization. By harnessing AI and ML technologies, the platform enhances targeting precision, improves campaign performance, and reduces operational costs. Advertisers benefit from real-time data analysis, automated optimization strategies, and access to a vast inventory of ad placements, leading to higher engagement rates and better return on investment. Additionally, Hybrid.ai's commitment to brand safety and dynamic content personalization ensures that campaigns resonate with target audiences while maintaining brand integrity. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind Hybrid?** - **Seller:** [hybrid.ai](https://www.g2.com/sellers/hybrid-ai) - **Year Founded:** 2011 - **HQ Location:** Berlin, DE - **LinkedIn® Page:** http://www.linkedin.com/company/hybrid-adtech-inc. (148 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of Hybrid? **"[Machine learning is the future](https://www.g2.com/survey_responses/hybrid-review-6819789)"** **Rating:** 5.0/5.0 stars *— Satyam M.* [Read full review](https://www.g2.com/survey_responses/hybrid-review-6819789) --- ### 24. [IDENRI](https://www.g2.com/products/idenri/reviews) IDENRI is a Data Enrichment API web service that provides Contact Data Enrichment (360° insights about people and companies), as well as Forms Enrichment and Content Enrichment. **Who Is the Company Behind IDENRI?** - **Seller:** [IDENRI](https://www.g2.com/sellers/idenri) - **Year Founded:** 2018 - **HQ Location:** Singapore, SG - **LinkedIn® Page:** https://www.linkedin.com/company/idenri-data-enrichment (3 employees on LinkedIn®) ### 25. [Innity](https://www.g2.com/products/innity/reviews) Innity is a digital media network that provides interactive online marketing platforms and technologies for advertisers and publishers. **Who Is the Company Behind Innity?** - **Seller:** [Innity](https://www.g2.com/sellers/innity) - **Year Founded:** 1999 - **HQ Location:** Petaling Jaya, MY - **Twitter:** @InnityCorp (911 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/innity-sdn-bhd/ (401 employees on LinkedIn®) - **Ownership:** KLSE: INNITY ## What Is Data Management Platforms (DMP)? [Digital Advertising Tech](https://www.g2.com/categories/digital-advertising-tech) ## What Software Categories Are Similar to Data Management Platforms (DMP)? - [Video Advertising Software](https://www.g2.com/categories/video-advertising) - [Demand Side Platform (DSP)](https://www.g2.com/categories/demand-side-platform-dsp) - [Cross-Channel Advertising Software](https://www.g2.com/categories/cross-channel-advertising) --- ## How Do You Choose the Right Data Management Platforms (DMP)? ### What You Should Know About Data Management Platforms (DMP) ### What are Data Management Platforms (DMP)? For companies that collect large amounts of data regarding the impact of marketing and advertising campaigns, data management and analysis is key. Data management platforms (DMPs) help companies store and analyze data that can come from multiple sources. Since advertising and marketing campaigns, as well as customer and audience sentiment and reactions, are ever-changing, DMPs are crucial to companies for quick and easy analysis. DMPs are used for customer insight development, targeted media buying, [CRM software](https://www.g2.com/categories/crm) optimization, and marketing content optimization, just to name a few. Due to the breadth of DMP functionality, businesses across industries must make sure to align their goals with what a DMP can offer. Specific companies have different reasons for managing data, and must make sure their DMP organizes, analyzes, and presents customer data in an effective way. Depending on a company’s particular industry, the type of data gathered and the way it is used will vary. As you consider adopting this technology, be aware of what data you need to gather and access, as well as what works well for your particular industry. Key Benefits of DMPs - Improve audience data collection, organization, and utilization - More effectively market and prospect potential customers - Customize content gathered from a CRM or other data sources - Improve channel and campaign flexibility - Generate unique audience insights ### Why Use DMP Software? Cross-referencing first- and third-party data can lead to extremely positive results for marketers. Examining both types of data provides opportunity to hyper-target and hyper-personalize marketing toward customers, helping deliver the right message at the right time. That being said, it’s important to note that DMPs integrate first- and third-party data differently from one another. Integration of data is such a priority for businesses because it helps create rich, well-rounded customer profiles, allowing marketers to create more thoughtful, targeted messages. When shopping around for a customer data platform, understand how data can be input and exacted from the platform. Benefits that users said they received from implementing and using DMPs include a unified data hub and a higher accuracy in audience targeting and segmentation. **Data hub —** DMPs are, by definition, centralized storage hubs for behavioral data. Many reviews left for the products in this category discuss the effectiveness of those hubs. As your business scales, you are likely to cull marketing data, user data, and audience data from various channels using a diverse stack of software. Just as [master data management software](https://www.g2.com/categories/master-data-management-mdm) is designed to centralize and manage internal operations data, these tools help to manage consumer insights in one convenient place. DMPs will often integrate with CRM platforms so that valuable marketing-based information can be exported as CRM data. **More accurate targeting —** Segmentation and targeting of customers needs to be accurate, or companies face losing customers. Tracking audience data in response to advertising and marketing campaigns significantly helps retargeting efforts, especially if a company wants to expand their audience. Collecting data from a variety of sources helps businesses create robust customer profiles, enabling them to better understand who they are targeting. Also, when determining the direction of a campaign, a larger data set typically leads to better results, and assists greatly in advertising efforts and placements. ### Who Uses DMPs? The high-level insights made possible with these tools are especially useful for certain departments within an organization. The following are the ideal users of this technology. **Marketers —** For a digital marketing team involved with programmatic ad buying and campaign development, there is no limit to the amount of consumer insights that are worth collecting. Marketers can leverage the audience data within these platforms to make educated choices in the messaging, timing, and placement of advertisements on digital channels. From content marketing to location-based mobile ads, each decision needs to be carefully thought out, due to the resources and effort involved. Having this far-reaching consumer data in one convenient location is a boon for marketers seeking to make the most of every campaign. **Sales —** There is a plethora of [sales software](https://www.g2.com/categories/sales) designed to give these teams a leg up on the competition and perform at the highest level. Data management platforms can complement these solutions by giving sales teams a deeper understanding of target customers and the channels they frequent. While marketing teams leverage this centralized data for digital advertising campaigns, sales leaders can use it to refine outreach tactics and assemble the best possible list of leads. The sales and marketing departments should work in tandem to ensure that messaging is aligned and the needs of customers met. Sharing the insights that are gathered on DMPs can go a long way in unifying these efforts. **Product —** A product strategy should never stop evolving. When a product team has a firm grasp on brand reputation, customer behaviors, and audience demographics, they can deliver the right offerings at the optimal time, and shape these products and services around the consumers who stand to benefit. This also goes for executive teams and others involved with plotting the direction of a brand’s offerings or marketing. Having easy access to audience data from a wide array of sources helps decision-makers keep a finger on the pulse of their most valuable assets: the consumers. ### DMP Features Marketing is the first step in the customer journey. The powerful software in this category can help light the way for successful marketing by giving brands a complete view of their target market, from social media to their favorite mobile apps. It also provides a window into the successes and failures of ongoing marketing efforts. The following are some common features of DMPs that enable a business to understand the customer experience so that they can communicate their message more clearly than ever. **Audience data and insights —** Analytics are a key piece in the DMP puzzle, allowing you to contrast your audience against first- and third-party data sources. This helps you learn more about who they are and how they engage with your content. Each platform offers different insights on audience behavior, demographics, and interests in relation to your branding and marketing. It is important to determine which system aligns with your goals to build a well-informed target audience. Depending on your reach and active marketing channels, your audience will vary in size and complexity, and so will the analytics you collect. **Data integration —** Tools in this category provide first-party data integration with ad servers, DSPs, and SSPs, and other data sources for inbound and outbound data transfer. They may also offer second- and third-party integration. Second-party integration allows the user to combine first-party data with additional first-party unstructured data of strategic partners. Third-party integration involves integrations with external data providers, and the real-time import of their structured and unstructured data. Examples of these are businesses such as ad agencies and companies with similar clients, as well as open source databases on the web. As DMP solutions collect this disparate data, they will unify the information into a single customer view, so users can manage the analytics without the need for multiple windows or separate tools. Users can program these tools to standardize second- and third-party data from different sources and agencies so it enters the system in the company’s preferred format. Administrators can also create filters to weed out unnecessary data points during the transfer. **Data cleansing —** A number of apps in this category include technology for cleaning and enriching data as it enters the system. This can include processes like fixing typos, deduping/merging leads, and autocorrecting the formatting of data to fit your company’s preferences. The cleansing features in some cases will automatically normalize the field values in your data. Some products offer exception management tools, which scan your databases and correct anomalies that found their way into the system. **Account and lead scoring —** Analytics tools within DMP products have a variety of benefits to the user. Among these is the creation of customer segments for future marketing. With a thorough data analysis, you can create unique user profiles and prioritize certain groups that are most likely to respond positively to your marketing. This allows for not only advanced targeting in your marketing strategy but also an increased focus on personalization for these high-ROI clients. Furthermore, agencies can streamline their pipeline with lead routing and account assignment features in some platforms. Some platforms take advantage of modern [machine learning software](https://www.g2.com/categories/machine-learning) to help companies define and reach their optimal audience. ### Software and Services Related to DMPs The following solutions are worth being considered alongside data management platforms and can help elevate and automate your company’s marketing initiatives. [**Demand side platforms (DSPs)**](https://www.g2.com/categories/demand-side-platform-dsp) **—** Demand side platforms enable the real-time purchasing of digital ad space at pivotal moments in a customer’s buying journey. A focused digital advertising effort might capitalize on the consumer data provided by DMPs to make these timely decisions and place relevant ads on websites while the target audience is browsing. Web administrators use a similar software, [supply side platforms (SSPs)](https://www.g2.com/categories/supply-side-platform-ssp), to promote and sell these valuable ad spaces when the ideal opportunities arise. As online advertising becomes more and more competitive, the ability to make these in-the-moment marketing decisions are increasingly valuable for brands hoping to reach people as they go about their online routines. DSPs are a natural complement to DMPs for enabling well-informed ad buying decisions. [**Retargeting software**](https://www.g2.com/categories/retargeting) **—** The people who visit your brand’s website are often the ideal audience for ads, as they have shown a direct interest in your product or service. Retargeting software tracks this visitor behavior with help from cookies and automates the deployment of display ads across this network of visitors. While storing your various forms of marketing data on DMPs and using it to shape your campaigns, retargeting tools help to keep your brand fresh in the minds of your past visitors. These ads can be easy wins for a brand, and retargeting is a common marketing strategy for thousands of companies with an established online presence.