Sales and Trends App Store Connect: The Ultimate Guide

August 18, 2025
Jason Berwanger
Growth

Get a clear overview of sales and trends App Store Connect offers. Learn how to track app revenue, analyze reports, and make smarter business decisions.

App Store Connect sales and trends dashboard analysis.

Your app’s financial data holds the key to unlocking its next stage of growth. Hidden within the reports and figures are patterns that reveal untapped markets, popular features, and opportunities to improve customer loyalty. Think of the sales and trends app store connect dashboard not as a chore to review, but as a treasure map pointing you toward a more profitable business. Learning to read this map is an essential skill for any app owner. We’ll show you how to dig into your performance data to uncover these growth levers, helping you make smarter, evidence-based decisions that drive real results for your business.

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Key Takeaways

  • Focus on proceeds, not just sales, for a true financial picture: Your sales figure is the sticker price, but proceeds are what you actually earn. Basing your financial reporting on proceeds is the key to understanding your real profitability and maintaining accurate books.
  • Turn raw data into a growth strategy by analyzing trends: Don't just look at daily numbers. Regularly review performance over time and segment by territory or device to understand what’s working. This helps you make informed decisions about marketing, localization, and feature development.
  • Automate your reporting to ensure accuracy and compliance: Manually handling multi-currency transactions and revenue recognition rules like ASC 606 is risky. Integrating your App Store data with your financial software automates these complex tasks, saving you time and keeping your business audit-ready.

What Are Sales and Trends in App Store Connect?

Think of the Sales and Trends section in App Store Connect as the financial command center for your app. It’s where Apple pulls back the curtain to show you exactly how your app is performing, from sales figures to download counts. For any business owner or finance professional, this is your primary source of truth for revenue generated through the App Store. It’s the raw data you need to understand your cash flow, measure growth, and make informed decisions. Getting comfortable with this dashboard is the first step toward building a clear financial picture and a more profitable app business.

Breaking Down the Key Features

At its core, the Sales and Trends section gives you a detailed look at your estimated sales and proceeds—the money you actually earn after Apple’s commission. It’s designed to help you understand performance across different territories, devices, and timeframes. You can see which of your in-app purchases are most popular or how many new subscribers you’ve gained in the last week. Apple provides a comprehensive list of all the Sales and Trends metrics you can track, giving you a granular view of your app's financial health and user engagement from one central place.

What Reports Can You Access?

App Store Connect provides several downloadable reports that are essential for financial analysis. These reports give you the hard numbers on how your app and its in-app purchases are performing.

Here are the main types you can access:

  • Summary Sales Report: This gives you the big picture, showing total sales and the number of downloads for your app and any in-app items.
  • Sales Events Report: This report details key transaction dates for your sales across different countries and devices.
  • Pre-Order Report: If you offer apps for pre-order, this report tracks how many have been ordered and canceled.
  • Subscription Report: This is critical for SaaS and subscription-based apps, showing active subscriptions and other key subscriber data.

These reports are a great starting point, but their real power is unlocked when you pull this data into a centralized system through integrations with your other business tools.

How Often Does Your Data Update?

Timing is everything in accounting, and knowing when your data is available is crucial for closing your books accurately. App Store Connect updates its reports on a set schedule, which you’ll want to sync with your own financial processes. Daily reports are available the following day, while weekly reports arrive every Monday. For month-end closing, you can expect monthly reports five days after the month ends, and yearly reports are available six days after the year concludes. Staying on top of this schedule ensures your financial reporting is both timely and accurate, a topic we explore further in our Insights blog.

Key Performance Metrics to Track

Once you’re comfortable in the Sales and Trends dashboard, it’s time to focus on the numbers that matter most. While it’s tempting to look at everything, zeroing in on a few key performance metrics (KPMs) will give you the clearest picture of your app's financial health and growth potential. These metrics are the building blocks of your financial story, showing you not just how much you're earning, but how you're earning it, where your customers are, and what they value most about your app.

Think of these metrics as different lenses for viewing your business. Sales figures give you the big-picture revenue, while unit downloads tell you about customer acquisition. In-app purchase and subscription data reveal how users are engaging and spending money after the initial download. Finally, territory and device stats help you understand your audience on a deeper level. Tracking these numbers consistently is the first step toward making smarter, data-driven decisions. The next step is turning that raw data into clean, compliant financial reports, a process that can be simplified with the right automated solutions.

Sales vs. Proceeds: What's the Difference?

It’s easy to confuse sales and proceeds, but the difference is critical for accurate bookkeeping. Think of Sales as the sticker price—it’s the total amount your customers were charged, including any taxes that were part of the App Store price. This is your top-line revenue figure.

Proceeds, on the other hand, is the amount that actually lands in your bank account. This is the sales figure minus Apple’s commission and certain taxes and adjustments. When you’re building financial models or performing revenue recognition, proceeds is the number you need to focus on. Getting this right ensures your financial statements are accurate and you have a true understanding of your profitability.

Track Your Units and Downloads

Your App Units metric tells you how many times your app was downloaded for the very first time on a device. This number is a pure measure of new customer acquisition. It’s important to know that this metric doesn't count re-downloads to a new device by an existing customer, downloads of the same app by family members using the same Apple ID, or updates.

If you sell apps in a bundle, App Bundle Units tracks how many times the entire bundle was purchased. Monitoring your units helps you gauge the effectiveness of your marketing campaigns and App Store Optimization (ASO) efforts. A steady increase in units is a great sign that you’re successfully reaching and attracting a new audience.

Analyze In-App Purchase Data

For many apps, the real money is made after the initial download. The In-App Purchases metric tracks the number of times users buy consumable or non-consumable items within your app. This could be anything from extra lives in a game to a one-time purchase to remove ads or access premium content.

This metric is a direct indicator of user engagement and how much value customers find in your paid features. It specifically counts new purchases and doesn't include items that users restore after reinstalling an app. By analyzing this data, you can see which offerings are most popular and identify opportunities to create new products that your users will love.

Measure Subscription Performance

If your app uses a subscription model, Active Paid Subscriptions is one of your most important metrics. This number represents the total count of auto-renewable subscriptions that are currently paid and active. This includes subscriptions under a special introductory offer but, crucially, does not include users who are still in a free trial period.

This metric is the lifeblood of your recurring revenue stream. Tracking it closely helps you forecast future earnings, calculate customer lifetime value (LTV), and understand your churn rate. A healthy, growing number of active paid subscriptions is a strong signal of a sustainable business model and a loyal customer base.

Review Territory and Device Statistics

Understanding who and where your customers are is just as important as knowing what they buy. App Store Connect allows you to filter nearly all of your sales data by a variety of dimensions, including territory, device, and app version. This lets you see which countries are driving the most revenue or which iPhone model is most common among your user base.

Use this data to guide your business strategy. High sales in a specific country might signal an opportunity to localize your app’s content or marketing materials. If you see that most of your users are on the latest devices, you can confidently build features that take advantage of new hardware. You can find a full list of filtering options in Apple's developer documentation.

How to Access and Manage Your Reports

Once you know which metrics matter most, your next step is to pull the data from App Store Connect. This is where you’ll find all the raw numbers on your app's performance, from sales figures to in-app purchase trends. Getting comfortable with accessing and organizing these reports is fundamental to building a clear financial picture.

Think of App Store Connect as your primary source of truth for sales data. While the platform offers great at-a-glance information, the real power comes from exporting this data and analyzing it in a way that makes sense for your business. Let’s walk through how to get your hands on these reports and manage them effectively.

Set Up and Navigate Your Dashboard

Your journey into your app’s financials begins in the Sales and Trends section of App Store Connect. This is your command center for viewing how your app and its associated in-app purchases are performing. When you first arrive, you’ll see a dashboard that provides a high-level overview of your sales, units, and proceeds. The interface allows you to filter by date ranges, territories, and other dimensions right from the main view.

Take some time to click around and familiarize yourself with the layout. You can quickly see top-performing products and regions without digging too deep. This dashboard is designed to give you quick answers, but its real value is as a gateway to more detailed reports. For more on creating effective financial overviews, you can find great insights in the HubiFi blog.

Your Export Options and Formats

When you’re ready for a deeper analysis, you’ll need to download your reports. App Store Connect exports data as a compressed GZIP file, which usually has a .gz extension. Don't worry if that sounds technical—on a Mac, you can just double-click it to open it. On a Windows PC, you might need a free tool like 7-Zip.

Inside, you’ll find a tab-delimited text file (.txt), which you can open with any spreadsheet program like Microsoft Excel, Google Sheets, or Apple Numbers. This raw data format is perfect for manual analysis, but it can become cumbersome if you’re dealing with high volumes. This is where automated integrations with HubiFi can save you countless hours by pulling and processing this data for you.

Build Custom Reports

App Store Connect gives you the flexibility to create reports tailored to your specific questions. You can filter your sales and trends data by various dimensions, including App, Category, Territory, and Device. This allows you to isolate variables and understand what’s driving performance. For example, you can compare the sales of two different apps or see how a specific in-app purchase is performing in a particular country.

It’s also important to know that the platform uses an average of the previous month's exchange rates to estimate sales in US Dollars (USD). While helpful for a quick look, this can create discrepancies in your accounting. If you need precise, compliant revenue figures, you might want to schedule a demo with HubiFi to see how automation handles multi-currency transactions accurately.

Understand Data Refreshes

Timing is everything, especially when it comes to financial reporting. App Store Connect updates its data on a set schedule. Daily reports are typically available by 8 a.m. Pacific Time (PT) the day after the sales occurred. Weekly reports, which summarize the previous week, are available every Monday.

Knowing this schedule helps you establish a consistent rhythm for your financial reviews. You can set a recurring time to pull your reports and update your records, ensuring your team is always working with the most current information available. This regular cadence is the first step toward building a proactive, data-driven culture within your business.

How to Analyze Your Financials

Your Sales and Trends reports are more than just a collection of numbers; they’re a roadmap to understanding your app's financial health. Moving beyond a quick glance at your daily sales is where the real magic happens. By analyzing this data, you can uncover what your customers love, where your biggest opportunities are, and how to build a more profitable business. It’s about turning raw data into a clear story that informs your marketing spend, feature development, and overall growth strategy.

Think of it as the foundation for every major decision you make. Consistent, thoughtful analysis helps you move from reacting to the market to proactively shaping your success within it. While App Store Connect gives you the essential tools, learning how to interpret the data is what truly sets successful apps apart. For a deeper look into data-driven strategies, you can find more Insights on our blog. Getting comfortable with these reports will help you spot trends, solve problems before they grow, and confidently plan your next move.

Methods for Analyzing Revenue

When you look at your reports, you’ll see your earnings estimated in US Dollars (USD). It’s important to know that Apple calculates these figures using the average exchange rates from the previous month, so they are estimates, not exact totals. You’ll primarily work with two key figures: Sales and Proceeds. Sales represent the total amount customers paid, while Proceeds are what you actually receive after Apple takes its commission. Understanding this distinction is the first step to accurately reading your financial reports and getting a true picture of your app’s income.

Analyze Performance by Territory

One of the most powerful features in your dashboard is the ability to filter sales data by territory. This shows you the specific country or region where each purchase was made. Don’t just skim this information—use it strategically. Are you seeing a surprising number of downloads from a country where you have zero marketing presence? That could signal an untapped market worth exploring. By analyzing your performance by territory, you can make smarter decisions about localization, international marketing campaigns, and where to focus your growth efforts for the best return.

Manage Multiple Currencies

Because App Store Connect uses the previous month's average exchange rates to report your earnings in USD, the figures in your dashboard won't always match up perfectly with your bank deposits. For a solo developer, this might just be a small detail to note. But for a growing business that needs to close its books accurately every month, these discrepancies can become a major headache. True financial compliance requires recognizing revenue with precise, up-to-date conversion rates. This is where specialized tools that offer seamless integrations with your accounting software become essential for maintaining accurate records.

Spot Key Growth Patterns

A single sales report is a snapshot in time, but the real insights come from identifying patterns. Look at your data over weeks, months, and even years. Did a recent app update correlate with a spike in in-app purchases? Did a holiday promotion lead to a sustained increase in subscribers, or was it just a temporary bump? Analyzing these trends helps you understand the cause and effect within your business. This allows you to repeat your successes, refine your strategies, and allocate your resources to the activities that genuinely drive growth.

Analyze the Subscription Lifecycle

If your app offers subscriptions, the Subscription Report is your best friend. It gives you a detailed look at the entire customer journey, showing you the number of active subscriptions, how many users are on introductory offers, and who has opted into your marketing communications. This data is critical for understanding churn and customer lifetime value. For instance, if many users sign up for a free trial but few convert to a paid plan, you may need to re-evaluate your onboarding process or the value offered. Digging into this lifecycle data is key to building a sustainable subscription model, and we can help you schedule a demo to see how.

Advanced Strategies for Deeper Analysis

Once you're comfortable pulling basic reports in App Store Connect, you can start using more advanced techniques to get a clearer picture of your business performance. These strategies help you move from simply tracking numbers to understanding the story behind them. By digging deeper, you can make smarter decisions about your app's future, from marketing campaigns to feature development. This is where the real magic happens, turning raw data into a roadmap for growth. Let's look at a few powerful ways to analyze your sales and trends data to get actionable insights.

Segment Your Data for Clearer Insights

Looking at your total sales is a good start, but the real insights come from breaking that data down. Segmentation means dividing your data into smaller groups to see how they perform individually. For example, you can analyze sales by device, territory, or app version. This helps you answer critical questions: Are iPhone users more profitable than iPad users? Which country is driving the most subscription growth? Did the latest app update impact sales? By isolating these variables, you can pinpoint what’s working and what isn’t, allowing you to focus your efforts where they’ll have the biggest impact. You can find more tips for making sense of your data in our HubiFi Blog.

Visualize Your Data Effectively

Spreadsheets full of numbers can be overwhelming and make it hard to spot patterns. This is where data visualization comes in. Turning your sales and trends data into charts and graphs makes it much easier to understand complex information at a glance. A simple line chart can quickly show you revenue trends over a year, while a bar chart can compare the performance of different in-app purchases. Visuals help you identify outliers, track progress toward goals, and communicate your findings to your team more effectively. Many tools can connect with your data sources, and HubiFi offers seamless integrations to help you build a clear, visual dashboard for your financial metrics.

Monitor Performance Over Time

Your app’s performance isn’t a static snapshot; it’s a moving picture. App Store Connect provides reports daily, weekly, monthly, and yearly for a reason. It’s crucial to monitor your metrics across these different time frames to understand the bigger picture. A dip in sales on a single day might just be a fluke, but a steady decline over a month could signal a real problem. Comparing your current month’s performance to the same month last year can also reveal seasonal trends. Establishing a regular review cadence helps you distinguish between normal business fluctuations and significant shifts that require your attention, which is a core principle of trend analysis.

Forecast Future Revenue

Your historical data is one of your best tools for predicting the future. By analyzing past sales and subscription trends, you can create financial forecasts to estimate future revenue. This isn't about having a perfect crystal ball; it's about making educated guesses to inform your business strategy. Forecasting helps you set realistic growth targets, manage your budget, and decide when to invest in new features or marketing campaigns. Even a simple forecast is better than none, and as your business grows, you can build more sophisticated models. Accurate forecasting starts with accurate data, and our solutions are designed to provide just that, with transparent pricing that scales with you.

Analyze Important Trends

Spotting a trend is one thing, but understanding why it’s happening is what leads to breakthroughs. Go beyond just noting that sales are up or down. Try to connect the data to specific events. Did a recent marketing campaign cause a spike in downloads from a new territory? Did a change in your subscription price lead to higher churn? A proper sales analysis involves digging into the data to uncover the cause-and-effect relationships that drive your business. This is where integrating all your data sources becomes invaluable, giving you a complete view of your operations. If you want to see how to connect the dots in your own data, you can schedule a demo with our team.

How to Integrate Data and Stay Compliant

Once you have a handle on your App Store Connect reports, the next step is to integrate that data with your other business systems. This is where you can really streamline your operations, but it’s also where things can get complicated. Connecting different platforms requires a clear strategy to ensure your data stays accurate, secure, and compliant. Here’s how to approach it.

Integrate with Your Accounting Software

Pulling your App Store Connect data into your financial workflow shouldn't feel like a chore. Manually entering sales and refunds is not only time-consuming but also opens the door to human error. Integrating directly with your accounting software automates this entire process, freeing up your team to focus on strategy instead of tedious data entry. This connection allows you to sync sales, refunds, and subscription data in real-time, ensuring your books are always accurate and reconciled. Look for solutions that offer seamless integrations with HubiFi to connect App Store Connect with tools like QuickBooks or Xero, streamlining your financial reporting from day one.

Ensure ERP System Compatibility

Your App Store data is most powerful when connected to the rest of your business. If you use an Enterprise Resource Planning (ERP) system, you need to ensure your integration solution is compatible. This prevents data silos and gives you a unified view of your company’s financial health, which is essential for making smart decisions about resource allocation and growth. A compatible system allows sales data from your app to flow directly into your central hub, aligning it with other key operations. When choosing a partner like HubiFi, confirm they can connect to your specific ERP to maintain a single source of truth across your business.

Meet Key Compliance Standards

Integrating financial data means you have a responsibility to stay compliant. You’ll need to adhere to data privacy regulations like GDPR and, more importantly, revenue recognition standards like ASC 606. This can be tricky for subscription apps, as ASC 606 requires you to recognize revenue as it's earned, not just when you get paid. An automated revenue recognition platform is the safest way to manage this complexity, as these tools have compliance built-in, helping you navigate rules and pass audits without the headache. You can find more insights in the HubiFi blog to learn about these standards.

Maintain Data Security and Privacy

Protecting customer data is non-negotiable. When you integrate App Store Connect, you're moving sensitive information, and you must keep it safe. A data breach can destroy the trust you've built with your users in an instant. Prioritize solutions that offer robust security like end-to-end encryption and secure data transfer protocols. Don't just set it and forget it; regularly review your data handling practices to close any security gaps. Choosing a trustworthy partner ensures data privacy isn't an afterthought. If you want to build a secure data strategy for your business, you can schedule a demo with HubiFi to talk with an expert.

Overcome Common Reporting Challenges

Working with App Store Connect data presents a few common hurdles, but you can clear them with the right approach. From confusing metrics to data delays, these challenges can make accurate financial reporting feel like a moving target. The key is to anticipate these issues and establish a solid process for handling them. By turning raw data into reliable financial intelligence, you can make smarter decisions for your app and your business.

Interpret Your Data Correctly

The reports you download from App Store Connect are filled with raw data, but data alone doesn't give you answers. To make strategic decisions, you need to perform a thoughtful sales analysis that turns those numbers into actionable insights. Without a clear process, it’s easy to misinterpret what the data is telling you, leading to flawed strategies and missed opportunities. Instead of just looking at the numbers, focus on what they mean for your business goals. You can find more strategies for turning data into decisions on our Insights blog. By applying a consistent analytical framework, you ensure that your conclusions are sound and your actions are well-informed.

Handle Multiple Currencies with Ease

If you sell your app globally, you’re dealing with multiple currencies, which adds a layer of complexity to your financial reporting. App Store Connect converts all sales to your primary currency using an average monthly exchange rate, which is helpful for a quick overview. However, this estimation can create discrepancies when you try to reconcile your books with actual bank deposits. Manually tracking and adjusting for these currency fluctuations is time-consuming and prone to error. An automated system that handles multi-currency reconciliation is essential for maintaining accurate financial records and getting a true picture of your revenue. HubiFi offers seamless integrations to help manage this process automatically.

Optimize Your Report Timing

App Store Connect releases reports on a staggered schedule: daily reports arrive the next day, weekly reports on Mondays, and monthly reports five days after the month ends. This lag can be a real challenge, especially during month-end closing when you need timely data to finalize your financial statements. Relying on this schedule means your team might be making decisions based on incomplete or outdated information. To overcome this, you can build a financial workflow that accounts for these delays. A better approach is to use a platform that automatically ingests and normalizes this data as it becomes available, giving you a consistently updated view of your performance without the wait.

Ensure Accurate Revenue Recognition

One of the most common reporting mistakes is confusing "Sales" with "Proceeds." Sales represent the total amount a customer paid, while proceeds are the estimated amount you’ll actually receive after Apple’s commission and certain taxes. Recording the gross sales figure as your revenue can lead to significant overstatements and major compliance headaches, especially under accounting standards like ASC 606. Getting revenue recognition right is not just good practice—it's fundamental to financial integrity and passing audits. At HubiFi, we specialize in automating this exact process, ensuring your revenue is always reported accurately and in compliance.

Check for Data Consistency

Your App Store Connect data is just one piece of your financial puzzle. To get a complete view, it needs to align perfectly with information from your other systems, like your CRM or accounting software. When data lives in separate silos, inconsistencies are bound to appear, leading to conflicting reports and a lack of trust in the numbers. Establishing a single source of truth is critical. Using a centralized platform to gather and analyze data from all your sources ensures everyone on your team is working from the same playbook. If you're ready to achieve data consistency, you can schedule a demo to see how we can help.

Put Your Insights into Action

Analyzing your App Store Connect data is a great first step, but the real value comes from what you do with that information. Turning raw numbers into a clear strategy is how you grow your app and your revenue. It’s about moving from simply looking at reports to making confident, data-backed decisions. This means creating repeatable processes that help you spot opportunities, fix problems before they get out of hand, and build a framework for sustainable growth.

Think of it this way: your data tells a story about your app’s performance and your users’ behavior. Your job is to listen to that story and write the next chapter. By creating a regular review cadence, benchmarking your performance, setting up alerts, and building a decision-making framework, you can translate those insights into meaningful actions that have a real impact on your bottom line. For more ideas on how to use your data, you can find additional insights in the HubiFi blog.

Create a Regular Review Process

To get the most out of your app metrics, you need to look at them consistently. A one-off analysis might give you a snapshot, but a regular review process helps you identify trends and understand user behavior over time. Set a recurring time on your calendar—whether it's weekly or bi-weekly—to sit down and go through your Sales and Trends reports. This simple habit ensures that you’re always in touch with your app’s performance.

Making this a routine helps you catch small shifts before they become major issues. You’ll be able to see the direct impact of a new feature launch, a marketing campaign, or a pricing change. This consistent check-in allows you to make informed, timely decisions instead of reacting to old data.

Use Comparison Tools to Benchmark Performance

Your data is much more powerful when you have something to compare it to. Sales analytics involves the systematic analysis of sales data to uncover actionable insights, and benchmarking is a key part of that. Start by comparing your current performance to your own historical data. Is this month’s revenue higher than last month’s? How does it stack up against the same month last year? This context helps you understand if you’re truly growing or just experiencing seasonal fluctuations.

Beyond your own data, you can use tools to see how you measure up against industry benchmarks. This helps you set realistic goals and identify areas where you might be falling behind. By connecting all your financial data sources, you can create a single source of truth for more accurate comparisons. HubiFi offers seamless integrations with HubiFi to help you pull everything together.

Set Up Performance Alerts

You can’t watch your dashboard 24/7, but you can set up systems to alert you when something needs your attention. Performance alerts are automated notifications that trigger when a key metric hits a certain threshold. For example, you could set an alert for a sudden drop in daily active users, a spike in subscription cancellations, or an unexpected surge in downloads from a new country.

These alerts allow you to be proactive instead of reactive. Instead of discovering a problem days or weeks later during your regular review, you’ll know about it almost immediately. Using a BI platform or a data solution with dashboarding capabilities can help you establish a more efficient and reliable reporting system. If you're interested in setting up custom alerts, you can schedule a demo with HubiFi to see how it works.

Build a Data-Driven Decision Framework

A data-driven decision framework is essentially a playbook that helps you respond to changes in your metrics. It turns raw data into actionable insights by connecting specific data points to pre-planned actions. For example, your framework might state: "If trial-to-paid conversion rate drops by 10% for two consecutive weeks, we will launch an A/B test on our onboarding flow." This approach removes emotion and guesswork from your strategic planning.

This framework ensures your team is aligned and can act quickly and decisively. It helps you use data to identify which potential customers are most likely to purchase or which features are driving the most value. By defining your responses ahead of time, you create a clear, logical path from analysis to action, which is the foundation of a truly data-centric business.

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Frequently Asked Questions

What’s the most important difference between "Sales" and "Proceeds" in my reports? Think of it this way: Sales is the sticker price—it’s the total amount your customer was charged in the App Store. Proceeds, on the other hand, is the money that actually makes it to your bank account after Apple takes its commission and other fees. For accurate financial statements and understanding your true profitability, Proceeds is the number you need to focus on.

Why can't I just use the USD estimates from App Store Connect for my official accounting? The USD figures in your dashboard are helpful for a quick look, but they are calculated using an average of the previous month's exchange rates. This means they are estimates, not exact figures. For official bookkeeping and compliance, especially for a growing business, you need to use precise, up-to-date conversion rates to accurately recognize revenue and ensure your financial records can pass an audit.

How often should I be checking my App Store Connect data? There isn't a single right answer, but the key is consistency. Drowning in daily data can be overwhelming, so a great place to start is with a dedicated weekly review. This rhythm helps you spot meaningful trends and the impact of your marketing efforts without getting distracted by minor daily fluctuations. The goal is to create a routine that helps you make proactive decisions based on solid patterns.

My app is subscription-based. What's the single most important metric for me to watch? For any subscription business, your most vital metric is Active Paid Subscriptions. This number represents your base of paying customers and is the foundation of your recurring revenue. It tells you about the overall health and sustainability of your business model. Tracking its growth or decline is the clearest way to understand if you are building a loyal customer base that finds long-term value in your app.

The reports are just raw text files. What's the best way to actually make sense of all that data? You're right, a raw data file isn't very insightful on its own. The first step is to open it in a spreadsheet program to organize the information into columns and rows. From there, the real analysis begins by looking for patterns over time, comparing different periods, and segmenting your audience. Visualizing the data with charts and graphs is also a powerful way to see the story behind the numbers and turn raw information into clear, actionable insights.

Jason Berwanger

Former Root, EVP of Finance/Data at multiple FinTech startups

Jason Kyle Berwanger: An accomplished two-time entrepreneur, polyglot in finance, data & tech with 15 years of expertise. Builder, practitioner, leader—pioneering multiple ERP implementations and data solutions. Catalyst behind a 6% gross margin improvement with a sub-90-day IPO at Root insurance, powered by his vision & platform. Having held virtually every role from accountant to finance systems to finance exec, he brings a rare and noteworthy perspective in rethinking the finance tooling landscape.