Platform

AI

Wave
Agents
Amplitude MCP
AI Feedback
Agent Analytics
Early Access Program

Insights

Product Analytics
Marketing Analytics
Session Replay
Heatmaps

Action

Guides and Surveys
Feature Experimentation
Web Experimentation
Feature Management
Activation

Data

Data Governance
Integrations
Security & Privacy
Solutions
Solutions that drive business results
Deliver customer value and drive business outcomes
Amplitude Solutions →

Industry

Financial Services
B2B
Media
Healthcare
Ecommerce

Use Case

Acquisition
Retention
Monetization

Team

Product
Data
Engineering
Marketing

Size

Startups
Enterprise
Resources

Learn

Blog
Resource Library
Compare
Glossary
Explore Hub

Connect

Community
Events
Customers
Partners

Support & Services

Customer Help Center
Developer Hub
Product Updates
Academy & Training
Customer Success

Tools

Benchmarks
Prompt Library
Templates
Tracking Guides
Maturity Model
Event Taxonomy Generator
Pricing
LoginContact salesGet started

AI

WaveAgentsAmplitude MCPAI FeedbackAgent AnalyticsEarly Access Program

Insights

Product AnalyticsMarketing AnalyticsSession ReplayHeatmaps

Action

Guides and SurveysFeature ExperimentationWeb ExperimentationFeature ManagementActivation

Data

Data GovernanceIntegrationsSecurity & Privacy
Amplitude Solutions →

Industry

Financial ServicesB2BMediaHealthcareEcommerce

Use Case

AcquisitionRetentionMonetization

Team

ProductDataEngineeringMarketing

Size

StartupsEnterprise

Learn

BlogResource LibraryCompareGlossaryExplore Hub

Connect

CommunityEventsCustomersPartners

Support & Services

Customer Help CenterDeveloper HubProduct UpdatesAcademy & TrainingCustomer Success

Tools

BenchmarksPrompt LibraryTemplatesTracking GuidesMaturity ModelEvent Taxonomy Generator
LoginSign Up

How MySwimPro uses data to drive growth as a small team

Explore how MySwimPro uses Amplitude to run experiments and drive growth, even with a small engineering team.
Customers

Dec 21, 2023

6 min read

Phil Burch

Phil Burch

Former Group Product Marketing Manager, Amplitude

Erin Del Mundo and Nick Newell headshots on blue background

As an engineering team, you don’t just want to ship features. You want to ship impact. And, if you’re in a startup, the quicker the changes, the better.


But to know what your customers want—and what changes to make—data and analytics are crucial.


That’s why MySwimPro made the switch to Amplitude, said the company’s VP of Engineering Nick Newell in a discussion with Erin Del Mundo, Amplitude Success & Renewals Manager.


While the team had the expertise to build its previous, custom solution, it lacked the number of engineers to maintain it.


“Every hour, every day that [our engineers] are spending on [maintaining the custom solution], they’re not working on growth."

Nick Newell, VP of Engineering, MySwimPro


The move paid off: Amplitude helped the MySwimPro team conduct experiments crucial to its business goals without overextending its resources. The team increased the number of experiments it ran by 10x, and the engineers had more time to work on adding value to the product, work that is critical to the business’s growth.





Key topics
  • Balancing rapid experimentation with limited team resources
  • Taking big risks as a small team—with data for support
  • Using analytics to quickly resolve issues in the user experience
  • Avoiding data overload while still getting the insights you need


Read on to learn how Amplitude helps the MySwimPro team drive results, or watch the full webinar, Deliver Impact with Every Release.

Speed up experiment velocity


Nick and the rest of the MySwimPro team knew that in order to grow the platform, they had to experiment. The decision to go with Amplitude boiled down to one key factor: the speed of experimentation. With its previous custom stack, the team was only able to run approximately two experiments every quarter. “If you can only run one experiment every couple months . . . you're not going to cut it,” comments Nick.


Now, with Amplitude, the team is able to run 20 experiments every quarter. Additionally, Amplitude has enabled the team to run experiments on multiple platforms simultaneously—including its iOS app, Android app, and web platform.


Nick explains that even if half of the 20 experiments fail, that means ten are successful, “which is huge because each one of those could be bringing 20%, 30%, 50%, or even 70% improvements on your revenue.”


Take risks

MySwimPro is a small but growing business.


“When you're in that position, you have to take some risks,” says Nick, explaining that the team doesn’t wait for their experiments to reach statistical significance.


A smaller pool of daily and monthly active users means waiting for statistical significance would dramatically slow the rate of experimentation.


“We would be back to doing one experiment every two months,” explains Nick. “We wouldn’t be able to make decisions.”


Amplitude gives the team more data to base its decisions on. Amplitude experiments enable MySwimPro’s engineers to know the number of days until their experiment reaches statistical significance. It also gives them extra charts to inform their decisions, like average revenue per user (ARPU).


The ARPU chart shows the lifetime value of a member. When the team runs an experiment, they’ll look at a primary metric, like revenue, then dig into conversion rates and how much revenue is associated with each variant. The team can look at how the data is trending and decide without waiting for statistical significance.


ARPU is just one of the charts the team uses. “There are many tools in the Amplitude platform. . . . [Amplitude] has given us the data that we need to take a little bit more risk,” says Nick.

Focus on individual users to fix product issues

Hearing about a potential user issue without being able to investigate further is frustrating for an engineering team, says Nick.


Being unable to examine individual user journeys, he adds, means “You’re living in the world of the abstract. This is where we were with Google Analytics.”


“The main limitation [with GA was] that we didn’t get enough data about a single user. If you're interested in really getting deep insights about what your members and your users are doing, you're not going to get that from Google Analytics.”

Nick Newell, VP of Engineering, MySwimPro


Now, with Amplitude, the team can examine what happened in the product experience of a specific user for any issues or defects that users report.


“We can look at every single event that has happened to that user prior to when they're experiencing the problem,” says Nick. “It’s transformational.”


For more reasons why leading organizations choose Amplitude over GA, check out the comparison guide.


As a result, the team has seen improvements in the two DevOps Research and Assessment (DORA) metrics they use to measure quality—change failure rate and mean time to restore. “Those two numbers have gone about 10x in a positive direction since we started using Amplitude,” Nick says.


“It used to take us days and days and days to figure out what was going on in the product. Now it takes 20 minutes because we take one example, we drill in, we can see exactly where the problem is, and we can fix it.”

Nick Newell, VP of Engineering, MySwimPro

Move the needle on KPIs

Amplitude gave Nick and his team the extensive user data they needed to understand their customers. The Amplitude platform also made it easy for the team to dig into that data in a targeted way to extract key insights and drive their growth.


Initially, Nick was concerned about the potential data overload that digital analytics tools could generate. However, the team learned that they could use the data to their advantage if they were selective about what they focused on. “You will have a lot of data, but I promise you that you can overcome that with focus and discipline,” advises Nick.


To build that focus and discipline in a small team, Nick recommends focusing only on two key performance indicators (KPIs). The MySwimPro team is currently working on growth and its unique value proposition, and they have one KPI for each area:

  • Growth KPI: Revenue
  • Value proposition KPI: Number of guided workouts.


Nick shares that Amplitude helps the team access the data they need and ignore the noise. As a result, they’ve been able to prioritize their time on work that pushes their two objectives.

Become data-driven

Amplitude has transformed the culture around data at MySwimPro. “It changes the strategy and the conversation . . . when you have good data,” says Nick. He shares that now, during team meetings, it’s common for someone to raise their hand and say: “Let's just run an experiment, and in two weeks, we're going to know.” The team doesn’t have to argue back and forth. They just go with what the data says.

Tune into the full webinar—Deliver impact with every release.

About the author
Phil Burch

Phil Burch

Former Group Product Marketing Manager, Amplitude

More from Phil

Phil Burch is a former Group Product Marketing Manager for Amplitude Experiment. Phil previously held roles across the customer lifecycle including account management, solutions consulting, and product onboarding before moving into product marketing roles at Sysomos, Hearsay Systems, and Tray.io.

More from Phil
Topics

Experimentation

Platform
  • AI Agents
  • Agent Analytics
  • AI Feedback
  • Amplitude MCP
  • Product Analytics
  • Web Analytics
  • Feature Experimentation
  • Feature Management
  • Web Experimentation
  • Session Replay
  • Guides and Surveys
  • Activation
Compare us
  • Adobe
  • Google Analytics
  • Contentsquare
  • Fullstory
  • Heap
  • LaunchDarkly
  • Mixpanel
  • Optimizely
  • Pendo
  • PostHog
Resources
  • Resource Library
  • Blog
  • Agent Prompt Library
  • Product Updates
  • AI Early Access Program
  • Amp Champs
  • Amplitude Academy
  • Events
  • Glossary
  • Free Chart Maker
Partners & Support
  • Status
  • Contact Us
  • Customer Help Center
  • Community
  • Developer Docs
  • Partner Program
  • Partner Directory
  • Become an affiliate
Company
  • About Us
  • Careers
  • Press & News
  • Investor Relations
  • Diversity, Equity & Inclusion
View markdown
Terms of ServicePrivacy NoticeAcceptable Use PolicyLegal
EnglishJapanese (日本語)Korean (한국어)Español (LATAM)Español (Spain)Português (Brasil)Português (Portugal)FrançaisDeutsch
© 2026 Amplitude, Inc. All rights reserved. Amplitude is a registered trademark of Amplitude, Inc.
Blog
InsightsProductCompanyCustomers
Topics

101

AI

APJ

Acquisition

Adobe Analytics

Agents

Amplify

Amplitude AI

Amplitude Academy

Amplitude Activation

Amplitude Agent Analytics

Amplitude Analytics

Amplitude Audiences

Amplitude Community

Amplitude Feature Experimentation

Amplitude Full Platform

Amplitude Guides and Surveys

Amplitude Heatmaps

Amplitude Made Easy

Amplitude Session Replay

Amplitude Web Experimentation

Amplitude on Amplitude

Analytics

B2B SaaS

Behavioral Analytics

Benchmarks

Churn Analysis

Cohort Analysis

Collaboration

Consolidation

Conversion

Customer Experience

Customer Lifetime Value

Customer Support

DEI

Data

Data Governance

Data Management

Data Tables

Digital Experience Maturity

Digital Native

Digital Transformer

EMEA

Ecommerce

Employee Resource Group

Engagement

Engineering

Event Tracking

Experimentation

Feature Adoption

Financial Services

Funnel Analysis

Getting Started

Global Agent

Google Analytics

Growth

Healthcare

How I Amplitude

Implementation

Integration

Kimi

LATAM

LLM

Life at Amplitude

MCP

Machine Learning

Marketing Analytics

Media and Entertainment

Metrics

Modern Data Series

Monetization

Next Gen Builders

North Star Metric

Open-Weight AI Models

Partnerships

Personalization

Pioneer Awards

Privacy

Product 50

Product Analytics

Product Design

Product Management

Product Releases

Product Strategy

Product-Led Growth

Recap

Retention

Revenue

Startup

Tech Stack

The Ampys

Warehouse-native Amplitude

Recommended Reading

article card image
Read 
Insights
I was the bottleneck

Sep 10, 2026

8 min read

article card image
Read 
Insights
Your agents are only as good as your data context

Sep 4, 2026

9 min read

article card image
Read 
Insights
The New Trust Economy in Financial Services

Sep 2, 2026

11 min read

article card image
Read 
Product
How to Secure AI Agent Traces Without Losing the Signal

Aug 28, 2026

7 min read

Explore Related Content

101
9 Top Feature Flag Solutions for Modern Product Teams in 2026

Jan 27, 2026

Integration
Using behavioral analytics for growth with the Amplitude app on HubSpot

Jun 17, 2024

10 min read

Personalization
Identity resolution: The secret to a 360-degree customer view

Feb 16, 2024

10 min read

Product
Inside warehouse-native Amplitude: A technical deep dive

Jun 27, 2023

15 min read

Guide
5 Proven Strategies to Boost Customer Engagement

Jul 12, 2023

Video
Designing High-Impact Experiments

May 13, 2024

Startup
9 direct-to-consumer marketing tactics to accelerate ecommerce growth

Feb 20, 2024

10 min read

Growth
Leveraging analytics to achieve product-market fit

Jul 20, 2023

10 min read