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Best services for mobile app attribution and analytics to use in 2024

Vitaly Davydov

Updated: January 7, 2024

12 min read


606f2936d6a18444bd4aa4dd development analytics attribution. which services your app needs in 2021

Apps don’t exist in a vacuum. While there’s nothing a good team can’t do, some 3rd-party services could be of real help to your apps’ growth.

In this article, we will dive into valuable services for freemium iOS apps that might help any development or marketing team.

Let’s draw a plan first.

An overwhelming majority of mobile apps are monetized through traffic, that is, the purchase of advertisements. I noticed that most apps don’t have a website or a web version, and even platform presence is usually limited to iOS. Suppose a company doesn’t have access to a reliable organic resource (SEO, blog, etc.). In that case, the App Store Optimization (ASO) and advertisements are the only things that this company can do for a controlled promotion.

We can divide services that are useful for development and promotion into six categories:

  1. Traffic attribution. This will help answer where (from which ads) users come from and build the unit economy.
  2. Product analytics. This will help to collect user events and profiles and calculate any metric, including sales funnels.
  3. Sending push notifications. Optional: email.
  4. ASO-tools. Analytics and optimization for organic growth in the App Store.
  5. Crashlytics. Application crash analytics.

Let’s figure out what services are on the market, how much they cost, and how you should implement them. I will indicate only those services that I used myself or my friends did. 

1. Attribution

attribution checklist

Why do you need it?

Attribution binds users with traffic channels, determining which traffic channel – an advertising campaign or even a specific banner – brought a particular user.

Attribution has traditionally been the main component in purchasing paid traffic. Since most of the ads for apps are purchased from Facebook, you need a service to attribute this traffic. Unfortunately, there are few such services, and they are quite expensive. The reason is simple: it’s challenging to become a Facebook Marketing Partner.

Who to choose?

Several prominent players in the market know how to attribute Facebook: AppsFlyer (responsible for 70% of the market), Adjust, Tenjin, and Branch.

How much does it cost?

Almost every player hides the price tags, but empirically you can find out that everyone is pretty equal to AppsFlyer, and the average price will be 6 cents for the attribution of paid traffic. That is, if the service for a specific user gives you non-organic attribution, then you have to pay for it. Usually, organic traffic doesn’t contribute to the cost.

In general, this price is unholy concerning the provided utility; therefore, the service’s cost will grow more slowly with the growth of volumes. Moreover, you will be obliged to pay even if the traffic is not converted and does not pay off, so you pay for the installation itself. This cost can quickly increase your cost per install (CPI) by 10%.

The conclusion is simple: bargain if you want to save money.

It’s easy to calculate approximately how much AppsFlyer will cost. Let’s say you buy $10,000 worth of traffic per month at an installation cost of $2 with 5,000 attributions -> 5,000 * 0.06 = $300.

Note that if you don’t receive attribution data when access to IDFA is disabled, you won’t pay for attribution. I officially asked AppsFlyer about this, here’s the answer:

“Yes, if the client has LAT enabled, we don’t receive IDFA/GAID, and the installation can convert to organic. But we will also try to do attribution through probabilistic modeling. And if that doesn’t work out, then it will go into organic production”.

2. Product analytics

product analytics checklist

Why do you need it?

Product analytics is the ability to study what your users are doing in an application analytically. Simply put, it answers the question “What features are more users using?”. Answers may vary, including cohort analysis and segmentation.

Any analytics system consists of two parts:

  1. Data storage. This is where raw events about user actions are stored.
  2. BI or data visualization, building reports on top of raw data. This is what the user is working with.

Who to choose?

Unlike attribution, where there is no alternative to 3rd-party services, you can use open source solutions and create in-house solutions in product analytics.

Stack is traditionally created on a relational columnar database, for example, Clickhouse + Tableau for BI. Additionally, I recommend using Cube.js to collect data. As words for googling, I throw in: AWS Lambda, Redash, Google Big Query, Serverless.

In general, your own solution is an excellent way to go, but it is challenging to make it work, even with all its seeming simplicity. You will always want something extra. It will take development and support time while achieving good performance is also not a trivial task. The worst thing is that you can miss the error in the data and draw the wrong conclusions. In short, if you can assemble a data team, then this should be your option.

Amplitude and Mixpanel are prominent players in 3rd-party solutions. App Metrica and Firebase Analytics (Google Analytics for mobile devices) can also be added here.

It’s worth trying multiple analysts to compare their accuracy, often having to use both the free and the paid ones.

The development and implementation of any analytics system starts with drawing up a map/list of events you want to track. After two weeks of hard work on the event table, you get something like this:

events table

Which is later added to the application and tested.

How much does it cost?

It’s difficult to calculate the cost of your implementation. For the assessment, take the work of three people over a period of 4-6 months.

Let’s estimate for services:

  • App Metrica and Firebase Analytics are free.
  • Amplitude: Free for up to 10M events per month.
  • Mixpanel: Free for up to 100K unique users per month.

I know many companies do the following: first, they track everything, and when it gets expensive, they remove unnecessary events, leaving a bare minimum.

All analytics services make money on large companies, which is why they give such large free limits.

In my experience, usually, a paid plan starts at $2,000 per month.

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3. Sending push notifications

typical product push notification

Why do you need it?

There are two purposes for sending push notifications:

  1. Product. For example, you received a notification that your taxi is waiting.
  2. Marketing. When you are trying to sell something to a user.

Moreover, push notifications can be divided by:

  • Triggered and caused manually
  • Targeted and not targeted.

Most of the product pushes are triggered, that is, when a trigger occurs due to the user’s actions, all events in the product analytics are taken from the table mentioned above in the product analytics.

Marketing push notifications can be triggered, like when a user has unsubscribed, and we immediately give them a discount. They can also be manual: for example, we can send a notification to all our London users about a discount on certain products in an offline store.

Who to choose?

Just like with analytics, there is an option to make your own solution or use ready-to-go services. Both work through APNS (Apple Push Notifications Service).

Like many things in the Apple ecosystem for developers, working directly with APNS isn’t exactly easy and convenient. There are both technical tasks (push queue, sending speed, etc.) and purely product ones: you will have to match the user and his push token yourself.

The usual scheme is to use a provider to send push notifications and access them from your server through a convenient SDK/API. Examples of such services are AWS SNS and Firebase Cloud Messaging. FCM has a common Android system and shipping and delivery analytics, which is a nice addition.

The best system for sending push notifications is the one that allows you to build mailing campaigns, where you specify push chains, triggers, send delays, audiences, etc. These are complex and not cheap systems such as Intercom, Push Woosh, OneSignal. They support not only push notifications, but also email, in-app messages, and much more.

How much does it cost?

The price is growing quickly and strangely, so if you have 100K or more MAU, I’d be preparing for a price tag of $1,000 per month.

4. ASO

ASO checklist

Why do you need it?

ASO (App Store Optimization) is an analog of SEO, only for applications. That is when a user looks for an app using the search bar in the App Store or Google Play. With ASO you can:

  • Track keyword rankings
  • Track competitors
  • Upgrade ranking, including localization

And do other related tasks.

There are Apple guidelines for better ranking. Overall, ASO and SEO are similar things that need to be worked on all the time. You can find other guides and recommendations, they are publicly available.

Who to choose?

I’m not an expert in ASO, but I heard good reviews about AppFollow and AsoDesk. Alternatively, you can write a self-written solution: there are many libraries on GitHub that will help with this, for example, here.

How much does it cost?

Service price tags don’t vary much, I would aim for a few hundred dollars a month for a small application.

5. Application crash analytics

Why do you need it?

Crash analytics helps you understand the reasons behind your app crashing – that is, when it stopped working and the user was thrown out of it. In fact, this is the basic functionality that almost all developers use.

Who to choose?


Firebase is the de facto industry standard.

Choose whatever suits you.

How much does it cost?


Where Adapty fits in?

There is a sixth component your app would need: handling of payments and subscriptions. These things are tough to implement, especially when you want to export your data to 3rd-party attribution and analytics services. 

Creating such systems on your own will take up to 6 months of work for a team of four. We don’t think you need to do any of that, as Adapty will do it for you instead. Try Adapty for free with a 14-days trial.

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