App Development, Thought Leaders

15 App Metrics More Important Than Number of Downloads

October 3, 2017

by Kunwar Singh

Senior Associate of Digital Marketing, Daffodil Software Ltd.

To determine whether your app is successful, track more than the number of downloads from the app store: performance, usage, engagement, and acquisition.

The number of app downloads is a misleading metric: it tracks how many people download your app instead of whether your app meets its objectives such as revenue growth, user engagement, or brand building.

Consider the tale of the Super Mario iOS game that Apple and Nintendo launched in December 2016.

The app received 2,850,000 downloads on the first day. After four days, the number of downloads rose to 40 million – a rate that surpassed Pokemon Go.

Surprisingly, the Super Mario game received more one-star ratings than all other ratings combined, averaging 2.12 stars.

Super Mario iOS game app store ratings


What started as a successful marketing event, turned out to be a disappointment for Nintendo. While users downloaded the Super Mario game, they did not enjoy it and gave it low ratings.

This example shows that measuring the number of app downloads may not translate to a successful app. What matters are how users engage with your app.

The challenge with developing an app for your business is understanding what key performance indicators (KPIs), or metrics, to track to determine the success of your app.

This article describes 15 metrics that matter the most for your mobile application’s success.

Track Performance Metrics to Monitor App Speed

Performance metrics show your app’s load speed: how your app interacts with a hosting device such as a computer or server.

App speed affects your users’ experience by shaping how long (or short) users have to wait to navigate your app.

The 5 performance metrics include time to first byte, average screen rendering time, API latency, app load per period, and app crash analytics.

1. Time to First Byte

Time to first byte (TTFB) measures the amount of time it takes for your mobile app to receive data from a server.

The ideal response time ranges from 1.9 to 3 seconds.

A few techniques to reduce TTFB are:

  • Send and receive data from the server in a compressed mode
  • Flush HTML early and often
  • Optimize server configuration and database schema

2. Average Screen Rendering Time

Average screen rendering time is the time an application takes to load your app’s content: images, videos, and animations.

App screen rendering times differ for applications based on their complexity, ranging from 1 second for simple apps to 5 seconds for complex apps.

Common causes of slow screen rendering time include:

  • Inaccurate screen dimensions
  • Unscaled or unoptimized images
  • Inconsistent fonts
  • Excessive blocking scripts

3. API Latency

Application programming interface (API) is the part of a server that receives and requests responses. For example, when you log into Facebook, you’re requesting access to Facebook’s server. When Facebook’s server receives and interprets your request, it processes it and displays the page.

So, API latency is the time it takes for APIs to request and receive data, or the time it takes for Facebook to load.

An ideal latency time is between 1 - 3 seconds but largely depends on the number of APIs the application uses.

4. App Load Per Period

App load per period is the number of transactions or events your mobile can handle in a set time. Test app load per period by clicking app features rapidly to overload the app.

It is important to know the maximum load per period your application can handle, since app users may click a feature multiple times.

5. App Crash Analytics

An app crash occurs when your app closes abruptly while being used. Frequent app crashes can lead to frustrated users and eventually, high app uninstalls.

There are multiple reasons for app crashes:

  • Sloppy code
  • Poor memory management
  • Spotty network connection
  • Inefficient testing

You can use Google Mobile Analytics to analyze app crashes and identify the mobile devices or pages where the app crashes.

Learn Who Uses Your App With Usage Metrics

Usage metrics paint a picture of who is using your app. Think of usage metrics as sneak peeks into who your app appeals to and how users engage with it.

Popular usage metrics include:

  • Device type (phone, tablet, e-reader)
  • Operating system (iOS, Android)
  • Active users
  • App stickiness

1. Type of Mobile Device & Operating System

Learning what devices app users use to access your app informs how you design your app: screen size, operating system, and more.

Remember that mobile device refers to any “handheld computer” such as mobile phones, tablets, or e-readers.

For example, data about mobile device type is important for Amazon’s Kindle app because Kindles come in all shapes and sizes, and there’s also an iOS and Android app.

2. Active Users

Active users interact with your app for a specified time.

  • Daily Active Users (DAU)
  • Monthly Active Users (MAU)
  • Weekly Active Users (WAU)

Active users are most likely to turn into customers because they not only download your app but use it regularly.

graph of user acquisition for apps

Tracking active users show when new users downloaded and engaged with your app. What caused the increase? Is it replicable to grow your customer base?

3. Stickiness

Stickiness tells you how often your users return to your app.

A sticky app has a nearly equal amount of daily and monthly active users. For example, let’s say play CandyCrush every day at lunch. The app would have high stickiness because of the daily use.

Stickiness = Daily Active Users/Monthly Active Users

Stickiness varies for different categories of apps: It’s highest for games and lowest for utility apps such as flashlights or calculators.

Stickiness is all about the UI/UX and functionality of the application. You can increase the stickiness by using push notifications encourage app users to visit your app.

Determine App User Behavior With Engagement Metrics

Engagement metrics show how users engage with your mobile app.

They include:

  • Session length
  • Visit frequency
  • Average page views per session
  • Behavior flow

Understanding engagement metrics will inform how you engage and raise the interest of potential users, retain them, and convert them into customers.

1. Session Length

Session length measures the time from when a user first opens your app to when she closes it.

Session length varies for different types of applications. A 90-second session may be ideal for taxi booking app because searching for and ordering a taxi is a quick interaction. However, for a music streaming app, 90-second engagement means the user didn’t make it through one song.

Once you figure out the ideal session length for your application, you can identify where the user feels struck.

2. Visit Frequency

Visit frequency measures a number of times your users open your application and begin a session in a specified time interval such as a day or a week.

table of visit frequency in Google Mobile Analytics

App users with low visit frequency are more likely to abandon your app than users with high visit frequency.

To encourage high visit frequency, make your app part of the user’s routine: contextual notifications, offers, discounts, and updates on new features.

3. Average Page Views Per Session

Average page views per session, or the number of app screens a user interacts with during a session, determine the depth of the visit.

average page views per session in Google Mobile Analytics

The more pages an app user views, the higher the engagement rate.

Ideal page views per session vary. A news application may want to keep their visitors engaged and suggest articles to increase the average views per session. An e-commerce app may want to hook its visitors to a particular product to encourage a quick transaction so average views per session would be lower.

4. Behavior Flow

Behavior flow shows the path your user took to navigate through your app. It helps visualize the path users take to move from one screen to another.

behavior flow in Google Mobile Analytics

Use behavior flow to determine what content keeps your users engaged, what routes they take to reach your objective, what road bumps they face, and where do they fall off.

Merging behavior flow with average screen-view time can provide you insights like how long a particular task takes and how to reduce the conversion time.

With this data in hand, you can create strategies to re-engage dropped users and implement a clearer funnel.

Learn How Users Find Your App by Tracking Acquisition Metrics

User acquisition metrics show how users find your app. They highlight the visibility of your app on app stores, the marketing channels that increase traffic, cost to acquire a user and the revenue your app generates.

Acquisition metrics include:

  • Acquisition channels
  • Cost per user acquisition
  • Customer lifetime value

1. Acquisition Channels

Analyze how existing users found your app to target and acquire new users.

Users reach out to your app through organic search, paid campaigns, social media, referrals, and word of mouth.

Pay attention to the number of users who find your app through an organic search in the app store. Data shows that 65% of users download an app after searching in the app store, which means ranking for organic searches is important.

2. Cost Per User Acquisition

Cost per user acquisition is the money to acquire one paying app user or subscriber.

To measure the cost per user acquisition, divide the total cost spent on marketing by the number of users it generates.

Cost Per User Acquisition = Number of Users / Cost of Marketing

3. Customer Lifetime Value

Customer lifetime value (CLV) is the amount of revenue you acquire from a customer before the user abandons your app.

It is important to monitor this metric because it determines how long you need to retain a user to profit from that user.

Customer Lifetime Value = (Average Conversion Value) (Average Number of Conversions) (Average Lifetime of Customer)

Customer lifetime value should always be greater than the cost per user acquisition, or else you won't be able or scale.

Choose App Metrics Wisely

There’s a difference between getting a user to download your app and getting a user to be excited about your app and continue to use it over time.

If the app downloads are lower than you expected, it doesn’t mean your app is a failure.

Learn which metrics your business should track to determine app success.

The exact figures for each metric and the benchmarks are unique for every business and every application.

It will take a decent amount of effort and time to set up and analyze these metrics, but make sure you do not get analysis paralysis. Monitor only the metrics that will help achieve your goals.

About the Author

Kunwar Singh, Head of Content Marketing at Daffodil Software

Kunwar pal Singh heads up content marketing at Daffodil Software Ltd, a global web and mobile app development company headquartered in Gurgaon, India. He loves to keep abreast of emerging trends in mobile technology and design and often writes on subjects about mobile app development, marketing, and user experience.

Want to become a Thought Leader?

Write for

Learn More

Related Articles More

Top 3 Cross-Platform Frameworks to Consider for Your Mobile App
4 Development Mistakes That Can Make or Break Your Mobile App’s Success
3 App Development Mistakes That Hurt Your Budget

Stay Updated With Clutch

Never miss new content. Subscribe to get weekly content roundups – delivered straight to your inbox.