Platform

AI

AI Agents
Sense, decide, and act faster than ever before
AI Visibility
See how your brand shows up in AI search
AI Feedback
Distill what your customers say they want
Amplitude MCP
Insights from the comfort of your favorite AI tool

Insights

Product Analytics
Understand the full user journey
Marketing Analytics
Get the metrics you need with one line of code
Session Replay
Visualize sessions based on events in your product
Heatmaps
Visualize clicks, scrolls, and engagement

Action

Guides and Surveys
Guide your users and collect feedback
Feature Experimentation
Innovate with personalized product experiences
Web Experimentation
Drive conversion with A/B testing powered by data
Feature Management
Build fast, target easily, and learn as you ship
Activation
Unite data across teams

Data

Warehouse-native Amplitude
Unlock insights from your data warehouse
Data Governance
Complete data you can trust
Security & Privacy
Keep your data secure and compliant
Integrations
Connect Amplitude to hundreds of partners
Solutions
Solutions that drive business results
Deliver customer value and drive business outcomes
Amplitude Solutions →

Industry

Financial Services
Personalize the banking experience
B2B
Maximize product adoption
Media
Identify impactful content
Healthcare
Simplify the digital healthcare experience
Ecommerce
Optimize for transactions

Use Case

Acquisition
Get users hooked from day one
Retention
Understand your customers like no one else
Monetization
Turn behavior into business

Team

Product
Fuel faster growth
Data
Make trusted data accessible
Engineering
Ship faster, learn more
Marketing
Build customers for life
Executive
Power decisions, shape the future

Size

Startups
Free analytics tools for startups
Enterprise
Advanced analytics for scaling businesses
Resources

Learn

Blog
Thought leadership from industry experts
Resource Library
Expertise to guide your growth
Compare
See how we stack up against the competition
Glossary
Learn about analytics, product, and technical terms
Explore Hub
Detailed guides on product and web analytics

Connect

Community
Connect with peers in product analytics
Events
Register for live or virtual events
Customers
Discover why customers love Amplitude
Partners
Accelerate business value through our ecosystem

Support & Services

Customer Help Center
All support resources in one place: policies, customer portal, and request forms
Developer Hub
Integrate and instrument Amplitude
Academy & Training
Become an Amplitude pro
Professional Services
Drive business success with expert guidance and support
Product Updates
See what's new from Amplitude

Tools

Benchmarks
Understand how your product compares
Templates
Kickstart your analysis with custom dashboard templates
Tracking Guides
Learn how to track events and metrics with Amplitude
Maturity Model
Learn more about our digital experience maturity model
Pricing
LoginContact salesGet started

AI

AI AgentsAI VisibilityAI FeedbackAmplitude MCP

Insights

Product AnalyticsMarketing AnalyticsSession ReplayHeatmaps

Action

Guides and SurveysFeature ExperimentationWeb ExperimentationFeature ManagementActivation

Data

Warehouse-native AmplitudeData GovernanceSecurity & PrivacyIntegrations
Amplitude Solutions →

Industry

Financial ServicesB2BMediaHealthcareEcommerce

Use Case

AcquisitionRetentionMonetization

Team

ProductDataEngineeringMarketingExecutive

Size

StartupsEnterprise

Learn

BlogResource LibraryCompareGlossaryExplore Hub

Connect

CommunityEventsCustomersPartners

Support & Services

Customer Help CenterDeveloper HubAcademy & TrainingProfessional ServicesProduct Updates

Tools

BenchmarksTemplatesTracking GuidesMaturity Model
LoginSign Up

You Need a Product-led, Privacy-driven Approach to Customer Data

Bring product analytics to the forefront of product and marketing efforts to focus on outcomes while meeting privacy obligations.
Insights

Feb 9, 2022

6 min read

Pragnya Paramita

Pragnya Paramita

Former Group Product Marketing Manager, Amplitude

shopping on mobile phone

We’ve written extensively about why organizations—and business units within organizations—leverage data analytics tools to make smarter, data-driven decisions. Today, we’re even seeing a convergence of some of those tools as silos between product, engineering, marketing, and other teams begin to come down. While the benefits of a data-led approach are well-documented, at Amplitude we believe that the most effective way to understand your customers, improve retention and increase business growth is through a product-led approach.

Data, insights, and actions define the analytics loop. When viewing this analytics loop from a product data standpoint, you not only get a deeper understanding of customer behavior than you would through traditional web analytics, but you also help to minimize privacy risks that are often associated with surface-level web or third-party analytics. While it is on all of us to be good data stewards, here’s how putting first-party product data at the center of your business strategy can help reach your goals while demonstrating privacy and compliance diligence.

Putting product at the center

Today, your product is your business, and the value of product data providing deep, behavioral insights cannot be understated. A report by Harvard Business Review Analytics Services sponsored by Amplitude shows user engagement is the number one indicator of a digital product’s long-term success, with retention and customer lifetime value as close seconds. Amplitude was built specifically for product teams that have a heavy focus on customer engagement/retention analysis and lifetime customer value.

Behavioral analytics can help you understand what your prospects and customers actually find valuable—and sometimes more importantly—what they don’t. Further, behavioral data grants product, marketing, and customer success teams alike a deeper understanding of the entire customer journey, without requiring any third-party sources. This data not only gives insight into customer retention, churn, and preferences, but also provides an improved product experience. Customers are telling you a lot just by how they use your product, and behavioral analytics gives you the opportunity to tap into this wealth of information.

First-party data and identity resolution

Historically, third-party tracking has given marketers the ability to identify which digital location their customers are coming from, the information they have leveraged to tailor the customer experience and learn more about their customers’ online behavior. However, the use of third-party data does not come without risks—from data quality issues to security and privacy concerns to regulatory considerations. With product analytics, first-party data can provide the same benefits to the business without requiring a third-party source.

First-party data-driven product analytics solutions like Amplitude use identity resolution capabilities to create a full picture of the customer journey. This means that if a customer visits a company’s website, then clicks on an ad on the company Instagram page, and then later converts and signs up for an account, Amplitude can merge these user journeys into one, showing how one customer engaged with the brand from three different streams, all of which contributed to the final conversion. In other analytics platforms without identity resolution, this single customer would appear to be three different customers, and it would not be clear how each channel and interaction contributed to the conversion.

Amplitude’s approach to privacy

Product analytics is about how users interact with your product, not their identity. Amplitude needs very limited personal information (PII) to fulfill its promise to customers. Amplitude focuses on understanding patterns in feature usage and user experience, which can be done using pseudonymized data.

Our Amplitude team not only maintains secure practices and systems ourselves, but we also strive to help customers maintain their own compliance. Amplitude is data-neutral and agnostic, to provide our customers with privacy and control over the data sent to our platform. Amplitude offers its customers tools, such as our User Privacy API, that support honoring end-user deletion requests and opt-outs within their apps. Our customers also have access to tools supporting user access requests which make it easy to retrieve all data about an end user.

Our practice at Amplitude is to refer any user requests that we receive from our customers’ end users to our customer organizations, which can then make use of the tools offered by Amplitude to implement deletion requests within the Amplitude platform. From May 2019 to December 2021, customers used Amplitude’s user deletion tools to honor the privacy requests of nearly 260 million users. We have also shipped over seven new improvements to our user deletion tools, including the ability to fast-track urgent requests.

Product Data Marketing Data
  • First-party data
  • Product-centric
  • Focus on behavioral data
  • Robust data governance
  • No first-party data
  • Ad-centric
  • Focus on demographic data
  • Limited data governance

Today’s consumers want the best of both worlds: optimal customer experiences and brands they can trust. With a product-led approach, organizations can bring product analytics to the forefront of their product and marketing efforts in order to focus on outcomes, while meeting privacy obligations.

Learn more about Amplitude’s stance on privacy and security or request a custom Amplitude demo today.

About the author
Pragnya Paramita

Pragnya Paramita

Former Group Product Marketing Manager, Amplitude

More from Pragnya

Pragnya is a former Group Product Marketing Manager at Amplitude. She led the go-to-market efforts for data management products. A graduate of Duke University's Fuqua School of Business, she is passionate about working at the intersection of business and technology and when time allows, cooking up a storm with cuisines from all over the world.

More from Pragnya
Topics
Platform
  • Product Analytics
  • Feature Experimentation
  • Feature Management
  • Web Analytics
  • Web Experimentation
  • Session Replay
  • Activation
  • Guides and Surveys
  • AI Agents
  • AI Visibility
  • AI Feedback
  • Amplitude MCP
Compare us
  • Adobe
  • Google Analytics
  • Mixpanel
  • Heap
  • Optimizely
  • Fullstory
  • Pendo
Resources
  • Resource Library
  • Blog
  • Product Updates
  • Amp Champs
  • Amplitude Academy
  • Events
  • Glossary
Partners & Support
  • Contact Us
  • Customer Help Center
  • Community
  • Developer Docs
  • Find a Partner
  • Become an affiliate
Company
  • About Us
  • Careers
  • Press & News
  • Investor Relations
  • Diversity, Equity & Inclusion
Terms of ServicePrivacy NoticeAcceptable Use PolicyLegal
EnglishJapanese (日本語)Korean (한국어)Español (Spain)Português (Brasil)Português (Portugal)FrançaisDeutsch
© 2025 Amplitude, Inc. All rights reserved. Amplitude is a registered trademark of Amplitude, Inc.
Blog
InsightsProductCompanyCustomers
Topics

101

AI

APJ

Acquisition

Adobe Analytics

Amplify

Amplitude Academy

Amplitude Activation

Amplitude Analytics

Amplitude Audiences

Amplitude Community

Amplitude Feature Experimentation

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

DEI

Data

Data Governance

Data Management

Data Tables

Digital Experience Maturity

Digital Native

Digital Transformer

EMEA

Ecommerce

Employee Resource Group

Engagement

Event Tracking

Experimentation

Feature Adoption

Financial Services

Funnel Analysis

Getting Started

Google Analytics

Growth

Healthcare

How I Amplitude

Implementation

Integration

LATAM

Life at Amplitude

MCP

Machine Learning

Marketing Analytics

Media and Entertainment

Metrics

Modern Data Series

Monetization

Next Gen Builders

North Star Metric

Partnerships

Personalization

Pioneer Awards

Privacy

Product 50

Product Analytics

Product Design

Product Management

Product Releases

Product Strategy

Product-Led Growth

Recap

Retention

Startup

Tech Stack

The Ampys

Warehouse-native Amplitude

Recommended Reading

article card image
Read 
Product
Getting Started: Product Analytics Isn’t Just for Analysts

Dec 5, 2025

5 min read

article card image
Read 
Insights
Vibe Check Part 3: When Vibe Marketing Goes Off the Rails

Dec 4, 2025

8 min read

article card image
Read 
Customers
How CAFU Tripled Engagement and Boosted Conversions 20%+

Dec 4, 2025

8 min read

article card image
Read 
Customers
The Future is Data-Driven: Introducing the Winners of the Ampy Awards 2025

Dec 2, 2025

6 min read

Explore Related Content

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

Product
iFood Serves Up 54% More Checkouts with Error Message Makeover

Oct 7, 2024

9 min read