The MMP buyer’s guide for app marketers

An MMP helps you adapt to industry change

Recent years have transformed how marketers approach measurement. Privacy-first frameworks have changed the data available to marketers, while advances in AI are changing how that data is analyzed and acted upon. Together, these shifts are redefining what marketers need from their measurement stack.

A strong MMP helps marketers adapt to this new reality. By combining privacy-conscious measurement with AI-powered analysis, MMPs help teams make informed decisions even as the underlying technologies and methodologies continue to evolve.

1. An MMP bridges measurement data gaps

Today's marketers have access to more measurement approaches, and in many cases more data, than ever before, but no single methodology provides a complete picture of performance. Attribution remains central, yet as we explored above, it is often supplemented by aggregated reporting, incrementality testing, marketing mix modeling (MMM), predictive techniques, and AI analysis. Each contributes valuable insights, but each also has limitations.

2. An MMP works closely with the mobile ecosystem

The mobile ecosystem is shaped by a wide range of stakeholders, from operating system providers to advertising platforms. Changes introduced by these companies can have a significant impact on how marketers measure performance and optimize campaigns.

This is why strong relationships across the ecosystem matter. By working closely with major industry players, MMPs gain early visibility into emerging developments and can respond more quickly as requirements evolve. For clients, this means access to measurement solutions that are built with the future in mind rather than reacting after changes have already taken effect.

Here are just a few ways Adjust has proactively partnered with the industry at large:

• Leveraged Meta’s Robyn MMM package to build a new solution called Budget Planner and worked with Meta on Aggregated Events Measurement (AEM).
• Released a real-time reporting solution for iOS with TikTok.
• Had the first SKAN 4 SDK on the market.
• Chosen by Google as an early tester of Google Privacy Sandbox and then worked together on Google's Integrated Conversion Measurement (ICM).

3. An MMP alerts and prepares you for upcoming changes

Scaling an app is a large enough job on its own, let alone staying abreast of industry trends and changes. So not only should MMPs be working with the major players in the app marketing ecosystem on your behalf, but they should also be communicating with you on how to best prepare for upcoming industry developments and embrace new innovations.

Over the years, Adjust has consistently kept clients ahead of changes with, for example:

• Providing best-in-class, omnichannel deep linking with TrueLink.
• Connecting Adjust data to your AI workflows with MCP. 
• Enabling clients to query their data in plain language with Growth Copilot. 
• Explaining and providing solutions for Apple’s AdAttributionKit and SKAdNetwork 4 (SKAN 4). 
• Keeping clients ahead with first-to-market integrations for external payments and monetization.

The downsides of marketing without an MMP

Some app marketers still rely on reporting from individual advertising platforms to evaluate performance. While this may provide a useful view of activity within a specific channel, it can make it difficult to understand the bigger picture.

Without an MMP, there’s a distinct lack of an independent, unbiased source of truth. This makes it harder to assess performance consistently and compare results across channels. It makes it impossible to understand which marketing investments are driving real business outcomes. 

If your app marketing does not utilize an MMP, you

• Risk data inaccuracy, impacting the reporting of ROAS, retention, and LTV.
• Have to piece together marketing data from multiple sources, leading to a fragmented overview of how your campaigns across channels and devices impact each other.
• Are likely giving away some (if not a lot) of your budget to mobile ad fraud.
• Have to tackle aggregated measurement and complex attribution frameworks (e.g., SKAN) alone and unsupported, potentially missing valuable insights.
• Miss out on automated campaign optimization and audience segmentation.
• Undermine your ability to scale intelligently.

Leverage aggregated data to optimize campaigns

It’s paramount to partner with an MMP that stays ahead of industry changes and empowers marketers to successfully work with aggregated data within these newer privacy-centric attribution frameworks. (As we’ve mentioned above, it’s their job!)

The right MMP helps marketers work effectively within this reality. Rather than treating aggregated data as a limitation, it can be used to reveal broader performance patterns and support strategic optimization. This enables marketers to continue refining campaigns, allocating budget, and evaluating effectiveness even when complete user-level visibility is unavailable.

For example, a good MMP will provide guidance for its clients as they adjust to each iteration of SKAN and (now part of the AdAttributionKit framework) and the iOS measurement solutions that are released by major partners. 

Advances in AI are also making this process more powerful. By helping marketers interpret large volumes of aggregated data, AI can accelerate analysis and support faster optimization without requiring teams to manually investigate every performance shift.

Save time and resources with automation

Managing app marketing campaigns often requires teams to monitor performance continuously and respond quickly when conditions change. As campaigns scale, manual processes like bid and budget optimization and data sorting can become increasingly time-consuming, limiting the capacity for strategic work.

Automation reduces this burden by handling routine tasks and surfacing information that requires attention. From budget management to smart alerts and anomaly detection, automated workflows enable marketers to respond more quickly while maintaining greater oversight of performance.

AI is extending these capabilities even further. Rather than simply automating predefined actions, AI-powered solutions can help marketers identify emerging trends, flag unexpected changes, and provide recommendations based on performance data. This allows teams to spend less time navigating dashboards and more time focused on growth. 

Bottom line: The automation features of an MMP should save you time, reduce human errors, help you stay on top of your campaigns, and empower you to scale more effectively.

Confidently measure marketing impact, from ad spend to LTV

At the end of the day, proving the ROI on your marketing strategy is central to the role of a growth marketer. An MMP enables you to connect your monetary metrics with accurate attribution data, providing a holistic view and reporting of your marketing spend. By linking this campaign data with downstream business metrics, you can identify the highest-performing channels, partners, and creatives and discover which users and acquisition (UA) efforts have the highest lifetime value (LTV).

Protect your budget from fraud

Ad fraud losses in digital advertising are expected to reach $84 billion in 2026, greatly impacting marketing teams who do not protect their data and budgets from fraud. Supplying end-to-end fraud prevention is one of the primary duties of an MMP, as without it, the attribution data it provides wouldn’t be accurate.

A strong MMP helps protect against these risks by identifying and filtering fraudulent activity before it impacts reporting and optimization efforts (proactive prevention). This helps ensure that marketing decisions are based on accurate data and that budgets are spent reaching real users rather than invalid traffic.

Ensure privacy and compliance

Privacy and data protection are essential considerations when evaluating any measurement partner. Because MMPs handle sensitive marketing data, they must demonstrate a strong commitment to responsible data management and security.

The right MMP should help organizations meet their privacy obligations while providing confidence that data is being handled appropriately. This means maintaining clear policies, investing in security, and supporting customers as regulatory requirements change.

When evaluating providers, take the time to review their certifications and understand how they approach privacy. A strong compliance foundation helps reduce risk and gives marketers greater confidence in the data they rely on every day.

App developers and publishers

App developers and publishers need MMPs to monitor app installs, connect app events to specific marketing campaigns, and oversee user behavior in general. They are heavily invested in user engagement as their end goal is to boost user retention and overall app revenue. 

As such, app developers and publishers should opt for MMPs that provide clear SDK documentation, unlimited raw data, seamless integrations with numerous network partners, and responsive tech support.

User acquisition managers

App user acquisition (UA) managers look to MMPs to help them uncover the value of specific channels, publishers, media sources, campaigns, and creatives to best enhance app performance. As such, they want an MMP that makes it easy to connect with various partners and to create deep links for seamless interactions with users and their ads. 

UA managers also rely on MMPs for accurate user journey data to monitor retention, LTV, in-app events, and more. Additionally, fraud is a main concern for UA managers, and they require an MMP that blocks fraud and removes the cost of data discrepancy associated with ad fraud.

Analytics team and growth managers

Growth marketers and teams centered around analytics need an MMP to collect and synthesize marketing data from a wide range of sources. They’re looking for user growth opportunities and, therefore, need an MMP that lets them follow the entire user journey with unlimited lookback data and provides user-friendly data visualizations of trends in user behavior.

Agencies and media buyers

Similar to marketing teams, agencies and media buyers utilize MMPs to gain insight into their cross-channel and platform campaigns. As they typically work with many clients, it’s essential that an MMP provides them with accurate campaign performance data so they can help their clients to best allocate ad spend budgets.

3. Campaign automation

Although not all of the main MMPs on the market offer campaign automation solutions, you will want them if you wish to have agile marketing. As today’s teams are tasked with doing more with less, automation allows them to increase efficiency and scale ad spend by reducing manual tasks often prone to error.

Automation solutions in an MMP let marketers:

• Save time by setting automation rules to optimize campaigns based on key metrics.
• Automate budget and bid optimization.
• Get automated reporting on performance data and reduce manual tasks.
• Set up customized smart alerts providing updates on campaign status.

4. Fraud prevention

An MMP that is truly looking out for its clients will have a proactive fraud prevention solution in place to make sure marketing budget isn’t wasted on ad fraud. MMPs should enable real-time rejection in which fraudulent installs are rejected before you pay for them. An MMP’s fraud prevention solution can send real-time rejection callbacks to all the partners and networks used for full transparency and guarantee that organic users are captured accurately and not misattributed. 

Make sure your MMP combats all major types of ad fraud, including:

1. SDK spoofing
2. Click injection
3. Device farms
4. Click spamming
5. Fake traffic
6. Suspicious activity

5. Next-gen measurement & AI

Any app marketer who’s been in the industry for a minute knows technology, regulations, and trends are never in stasis but are in a constant state of change. Therefore, it’s vital to partner with an innovative MMP that develops forward-thinking measurement solutions that propel marketers ahead and are not merely reactive to shifts in the industry.

As you evaluate providers, look for support for methodologies such as incrementality and MMM, as well as AI-powered capabilities that help marketers uncover insights more efficiently. It's also important to understand how an MMP approaches innovation. A strong partner should demonstrate a clear vision for the future of measurement and continue developing solutions that help customers adapt as new technologies emerge.

Ensure your MMP includes these next-gen measurement offerings:

• iOS & SKAN solutions, including conversion value mapping configurations based on your app’s business type, vertical, and strategy.
• Predictive analytics, incrementality, and marketing mix modeling on their roadmap.
• AI Solutions for in-platform querying and the ability to connect data to your own external environments.
• Solutions for rising ad channels like CTV and PC & Console.
• Product think tanks in which they collaborate with clients and utilize client feedback.

Reach out to your Adjust contact person for the latest on our next generation and AI developments, or request a demo to learn more.

Make use of this handy MMP “must-haves” checklist

It’s wise to research and investigate two or three MMPs for comparison. As you schedule demos, talk to different salespeople, and review your app business needs, download this MMP must-haves checklist to ensure the MMP you’re considering checks every box. 

11 questions to ask before buying an MMP

Before signing the contract with an MMP, ask them the following 10 questions to make sure you’re not missing any core functionalities, that it’s fully compliant and that it’s clear what type of support and pricing are available to you.

1. Does your solution allow for cross-device, cross-channel attribution?

Ask your MMP if it’s possible to follow the entire user journey—across devices and channels—and accurately attribute installs and post-install events from multi-touch campaigns. Check if they offer attribution for the following: mobile (including SKAN attribution), web, CTV, PC/desktop, and gaming console. Make sure you get specifics on their attribution methods.

2. Do you provide integrations with the top ad networks and platforms?

Your users are everywhere, and in order to advertise to them where they are, your MMP ought to deliver complete coverage of the industry’s major ad networks, platforms, self-attributing networks, third-party platforms, various APIs, SDKs, customer data platforms, and email service providers.

3. How much control will I have over my data?

Most growth marketers and app developers desire to have access to raw data to feed it back into their internal BI tools and spreadsheets. However, many MMPs don’t allow them unlimited access to this data, and if they do, they charge extra for this access or have hidden fees when an app scales up. Therefore, investigate the control and pricing of the data an MMP will offer you.

4. Do you offer comprehensive aggregated measurement?

As we’ve stressed, privacy-centric aggregated measurement is a large part of the present and is the foreseeable future of app marketing. Therefore, partnering with an MMP that offers aggregated data analysis for incrementality testing, media mix modeling, and predictive analytics just makes sense!

Make sure the MMP you’re looking at isn’t only offering last-touch attribution or weak aggregated analysis that doesn’t provide actionable, granular insights. For example, marketers should be able to successfully measure and run iOS campaigns using aggregated SKAN data insights from an MMP.

Keep in mind that many MMPs are still building out these solutions, so ask them if they have betas and what their roadmaps look like for the coming year for aggregated measurement.

5. Are your solutions compliant with all privacy regulations?

As the industry continues to place increasing value on user privacy and data regulation, it’s essential to check that your MMP has the proper compliance certifications and security protocols.

MMP privacy and compliance checklist:

• Certified by the International Organization for Standardization (ISO) 27001:2013.
• ePrivacy certified, covering GDPR laws.
• In compliance with CCPA and GDPR laws.
• Compliant with COPPA’s and CARU’s child-centric guidelines.
• Fully in line with the requirements of the Digital Markets Act and Digital Services Act as well as other relevant international privacy related acts and pieces of legislation.

6. Where do you process and store data?

Related to compliance, where an MMP stores and processes data determines the degree to which your data is protected. Ideally, an MMP should own its own servers (as Adjust does), removing the security risk of exposed data that comes with data storage on public cloud servers.

7. How do you prevent fraud?

An MMP is tasked not only with measuring your marketing efforts but also keeping your data and budgets safe from fraud. While some MMPs may try to sell you on the idea of “post-attribution fraud”, you want an MMP that offers real-time install fraud protection that rejects fraudulent installs before they happen (and before you pay for them).

8. How flexible is your pricing?

We imagine you plan to scale your app and, therefore, recommend investigating the flexibility of an MMP’s pricing model before you buy. Several MMPs on the market have hidden fees and will raise prices significantly depending on your app’s growth.

9. How comprehensive yet easy-to-use is your dashboard?

This question is one that you can likely answer for yourself during a demonstration of an MMP. Look for an MMP that is robust in its solutions, dashboards, and reporting options but is also easy to navigate. After all, you and your team members will use this daily, and the user experience of the MMP should be highly intuitive.

10. What does your customer support look like?

As your app and the industry at large go through changes, you’ll want a solid MMP customer support team by your side. Ask the sales team of the MMP you’re considering about their onboarding process, feature introduction, language support, and how often they utilize customer feedback to inform their products.

11. How are you using AI to help customers make better decisions?

AI is rapidly changing how marketers analyze data, identify opportunities, and optimize performance. As you evaluate MMPs, it is worth understanding how AI is incorporated into the platform and whether it delivers meaningful value beyond basic automation.

AI Solutions built for the future of app growth

AI is transforming how marketers interact with data, and Adjust is leading the way with AI-powered tools designed specifically for app growth.

Adjust AI Solutions help marketers get answers faster, reduce manual work, and turn data into action. Whether you're looking for instant insights or building AI-powered workflows across your organization, our solutions make it easier to access and use the information that matters most.

With Growth Copilot, teams can ask questions in plain language and receive immediate answers, reports, and insights without needing SQL expertise or extensive dashboard navigation. This makes data more accessible across the organization and helps teams make informed decisions more quickly.

For organizations working within their own AI ecosystem, Adjust Model Context Protocol (MCP) connects Adjust data directly to AI assistants, internal tools, systems, and existing workflows.

This enables teams to bring measurement data into the systems they already use and automate processes without relying on manual reporting.

Together, these solutions help marketers spend less time searching for information and more time driving growth.

Leader in aggregated measurement

As new privacy-centric regulations and frameworks continue to roll out, Adjust has been there at every step to ensure our platform is adapted and our clients well-informed. We were the first MMP on the market with a SKAN 4 SDK and have built iOS & SKAN solutions empowering our clients to measure and optimize their iOS campaigns with certainty. 

We continue to provide guidance on aggregated measurement for both SKAN and other frameworks for clients and the industry, with major media companies like AdExchanger, Digiday, and Forbes featuring our experts’ advice. Additionally, our next-gen measurement solutions are continually evolving, with our current focus on incrementality, AI, and predictive analytics.

Top MMP in privacy

Adjust puts user privacy first and offers superior data security with our end-to-end proactive data protection. We are completely compliant in all our processes, from ISO/IEC 27001 to ePrivacy for GDPR to CCPA and COPPA certifications.

You’ll note other MMPs on the market have additional certifications, and that’s because they are required to have them as they store data on public cloud servers, which are more exposed to security risks. Adjust owns our own physical servers, so data is never stored on a third-party server, providing enhanced security.

Another unique offering our clients love is that we are the only MMP to offer explicit data residency. This means that our clients get to decide the location for the processing and storage of their data. This provides our clients with flexibility and ensures user transparency and compliance.

We also believe marketers should have full visibility into their performance data. That’s why Adjust provides access to raw data without hidden restrictions, giving teams the flexibility to build their own analyses, create custom reporting, and work with the tools that best fit their business.

Read more about our Protect product pillar,  Adjust Security, and our Privacy Policy.

The only MMP proactively preventing fraud

Did you know Adjust is the only MMP to tackle mobile ad fraud with proactive prevention? Our Fraud Prevention solution ensures fraudulent installs are rejected before you pay for them and that real-time rejection callbacks are sent to all partners and networks for full transparency. Our solution guarantees organic users are captured accurately and not misattributed, so you can trust the campaign analysis Adjust provides.

Extensive partnerships and integrations to fuel your marketing

We work hard to ensure our clients have access to the top platforms and partners so that they have everything they need to grow their app marketing. Whether it’s our partnerships with the top self-attributing networks (SANs) like TikTok, Google Ads, Snap, Reddit, and Meta, our seamless integrations—including SKAdNetwork partner integrations and CTV integrations– or the vast array of technology, solution, and agency partnerships available exclusively for our clients in our Partner Marketplace, we make getting the right integration or partnership for your business easy.

300,000+ apps trust Adjust to drive results

We’ll stop talking for ourselves and let our clients tell you how Adjust helped them achieve their marketing goals.

Duolingo trusts Adjust as its single source of truth

Beloved education app Duolingo desired to enhance the measurement of its user acquisition campaigns and better understand user journeys. By partnering with Adjust, Duolingo received granular insights on which channels worked best for them as user acquisition channels.

Duolingo results:

• Significantly increased its day 7 retention rate and LTV.
• Saved media costs by identifying fraud within popular acquisition channels.

Tripledot Studios seamlessly migrated to Adjust

Global gaming company Tripledot Studios needed to migrate more than 30 live games and billions of install records without disrupting user acquisition performance, campaign measurement, or internal reporting. By partnering with Adjust, the team successfully transitioned its portfolio while maintaining data accuracy and business continuity.

Tripledot Studios results:

• Seamlessly migrated 30+ live games with no disruption to ongoing user acquisition.
• Preserved billions of historical install records using Adjust’s automated migration process.
• Maintained uninterrupted access to BI reporting throughout the transition.

Random Logic Games successfully managed SKAdNetwork attribution

With the rise of privacy-centric attribution frameworks, specifically Apple’s SKAdNetwork (SKAN), mobile gaming company Random Logic Games knew it needed a measurement and analytics partner that could best support the demands of working with SKAN. Upon partnering with Adjust and utilizing our aggregated data capabilities, the team at Random Logic Games felt confident in running iOS campaigns.

Random Logic Games results:

• Confidently managed SKAN attribution for its iOS campaigns
• Depreciated internal BI tool and reduced operational costs by 40%

Virgin Mobile UAE improves ROI with Adjust

Virgin Mobile UAE wanted a clearer understanding of how marketing activity contributed to growth across digital and offline channels. By using Adjust as its single source of truth, the team improved attribution accuracy, strengthened audience targeting, and optimized campaign performance.

Virgin Mobile UAE results:

• Increased ROI on key campaigns by 25%.
• Reduced wasted spend by 30% through fraud prevention.
• Achieved a 44% uplift in direct and assisted installs.

Praktika gains clearer performance insights with Adjust

AI language learning app Praktika needed a more accurate view of campaign performance across channels. By implementing Adjust, the team centralized marketing data, improved attribution accuracy, and gained greater confidence in ROI-driven decision-making.

Praktika results:

• Improved attribution accuracy by 20%.
• Reduced manual reporting time by 40%.
• Increased visibility into ROAS and campaign performance.

SeABank acquired over 1 million users and removed fraud with Adjust

Leading bank Southeast Asia Commercial Joint Stock Bank (SeABank) desired to grow visibility in its user acquisition campaigns for its mobile app so that it could identify which sources were bringing in high-quality users. By leveraging raw data from Adjust and our Measure pillar for attribution, SeABank’s marketing team gained a deeper understanding of each touchpoint in the user journey and identified user trends to acquire and engage more users.

SeABank results:

• Obtained over 1 million new users and increased Daily Active Users (DAUs) by 200%
• Achieved over 80% of users completing registration by removing fraud

Gartner and Staudt boosted budget efficiency 40% with Adjust

The ultimate sneakerhead companion app, Gartner and Staudt’s HEAT MVMNT needed a comprehensive understanding of the user lifecycle and the efficacy of its ad creatives and campaigns. With Adjust’s intuitive analytics, the brand gained a complete overview of its top KPIs—all in one place. As such, Gartner and Staudt could test and measure the performance of its creative assets for HEAT MVMNT, improving user reach and retention.

Gartner and Staudt results for HEAT MVMNT:

• Increased budget efficiency by 40%
• Generated 18K downloads