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

The Modern Business Software Stack for Product & Growth

A good business software stack should help digital teams understand their customers and allow them to act on that understanding.
Insights

Oct 18, 2021

9 min read

Brandon Khoo

Brandon Khoo

Former Senior Product Manager, Amplitude

Business software stack

By 2022, the cloud SaaS market size is expected to exceed $362.3 billion. With so much new business software entering the market, it’s hard to know where to look to find the right tool—especially when it comes to product management and growth marketing.

Both product management and growth marketing rely on a deep understanding of the audience. And while 94% of business leaders note that “understanding digital user behavior is a priority,” 71% said they don’t know how to do so.

This isn’t a failing on their part—it’s a failing of their business software.

Business software stacks aren’t usually tailor-made for product- and growth-minded leaders. These stacks have to help companies achieve many things—from finance to data orchestration—and despite it being a priority, understanding the customer journey is a task that’s liable to get lost in that jumble of tools and functions. This tangle of tools contributes to why business leaders encounter difficulty when trying to understand their customers.

For product-focused companies, building a business software stack should center on one question: “Will this tool help me improve customer experience?” There tend to be a few types of business software that help companies answer this question consistently and accurately, and together, they form a solid business software stack.

Data Management, Storage and Governance

At the heart of a good business is a software stack with a thorough data management strategy for processing and storing customer information from many sources. A business that masters data management will have clean, accurate data, which helps them build a deep, detailed understanding of their customers.

When it comes to data management, there are two components: data processing and storage.

A customer data platform (CDP) will serve most businesses’ data storage and processing needs. It provides a simple way to collect and standardize customer data from many different touchpoints. Data storage is taken care of by a database (generally for smaller datasets) or a data warehouse (generally for larger datasets) that serves as one central place to store all the data collected and standardized.

But, the art of data management can go much deeper depending on how much data is collected and how it’s used. Businesses that collect and use a lot of data should consider using ETL tools to streamline the process of ingesting data into a data warehouse and data transformation tools to model that data for many different use cases.

To this day, 49% of companies have difficulty understanding user behavior. Understand your customers’ behavior by collecting, standardizing, and storing user data with the following data management tools:

  • Snowflake is a data warehouse that scales easily.
  • Amazon Redshift is a long-trusted data warehouse of choice for many companies.
  • Segment is a CDP with a focus on customer segmentation.
  • mParticle is a CDP with a focus on keeping customer data clean.
  • Amplitude offers built-in data management capabilities.

Product Analytics Solutions

It’s not enough to store and process data—you need to put it to work. Product analytics solutions help companies use data from within their product to understand and optimize their customers’ experience. With product analytics, you can take customer behavior data and turn it into easy-to-understand insights to inform product roadmaps, marketing plans, and design changes.

This ability to improve the customer experience is so crucial that companies that use product analytics platforms are “5.5 times more likely to see >25% revenue growth year over year than those who don’t,” according to a 2020 survey of product leaders.

Product analytics solutions integrate right into the product itself along with other business software tools. They turn data generated in the product into actionable insights for teams, mainly product and marketing teams.

Amplitude is considered by many to be the best option for product analytics, recently being named the “best overall software pick across industries and teams” by G2.

Amplitude is a beloved product because we practice what we preach. Our team uses product analytics to create a platform that’s easy to use and collaborate with to ensure it’s comprehensive and constantly improving. If you’d like to see our product in action, you can explore Amplitude right now.

Business Intelligence Platforms

Business intelligence (BI) platforms help companies turn data in their database or data warehouse into reports and dashboards. Unlike product analytics tools, BI platforms focus on data in the data warehouse rather than the product, which means they can create reports about anything in the warehouse, from finances to recruiting data.

The flexibility of BI tools makes them valuable as they can put data of all kinds into the context of what’s happening around the company. They can show trends in ARR vs. customer acquisition over time, but unlike product analytics tools, they can’t easily show you how customers are behaving in your product today. The insight BI tools can provide is useful but not always very actionable.

BI tools sit atop the database or data warehouse and use SQL queries to pull the data that’s needed. Depending on how the database is set up, a SQL query from a BI tool can combine many different types of data—like behavioral cohorts from Amplitude and transaction data from Stripe—and put them together into one chart.

Provided you have deep knowledge of SQL, you can make BI tools do amazing things, but often the learning curve is too steep for the average business user. Given the technical requirements and the variety of data, BI tools are best suited for strategic insights over time rather than tactical, actionable insights you can use to improve your product.

Some popular BI tools include:

  • Tableau
  • Mode
  • Looker

Customer Engagement Platforms

Customer engagement platforms facilitate communication between customers and your company. When they’re implemented well, these platforms help companies maintain positive relationships with users throughout the customer journey.

Customer engagement platforms offer live chat functionality, mobile push notifications, automated emails, and more to help businesses connect with customers. These platforms can integrate with tools like Amplitude to create what is effectively a real-time customer lifecycle management system, where analytics informs communication at all stages of the customer journey.

A few options for customer engagement platforms:

  • Braze is designed for cross-channel customer engagement.
  • Intercom is designed for live chat in and out of your product.
  • Airship focuses on deep personalization and automation.

Collaboration Tools

Collaboration is only becoming more important as working remotely turns from a necessity in COVID times to an ongoing norm. You need to facilitate both types of collaboration—synchronous and asynchronous—with collaboration tools. The trick to defining which tools you need starts with defining what tasks get completed via each type of collaboration. Put another way, “Should this meeting have been an email?“

A few great collaboration tools:

  • Productboard specializes in collaborative product management. It’s mostly asynchronous but can accommodate some synchronous collaboration.
  • Figma is great for synchronous collaborative design.
  • Slack channels are suitable for asynchronous communication.
  • Jira is excellent for collaborative asynchronous workflow management.

Start Building Your Business Software Stack

Investing in a business software stack is no small undertaking: There’s internal buy-in, budgeting, implementation, and much more to consider. Thankfully, you don’t need to figure it all out in one go. Most of the tools we’ve listed here have free trials, which effectively allow you to “window shop” for business software. Interested in trying out Amplitude? Start an Amplitude demo today.

About the author
Brandon Khoo

Brandon Khoo

Former Senior Product Manager, Amplitude

More from Brandon

Brandon Khoo is a former Senior Product Manager at Amplitude, leading the strategy and development of the Amplitude's insights-driven customer data platform. His role also involves defining the integration infrastructure for Amplitude’s partner ecosystem. Brandon is an alumnus of Uber and KPMG, and he holds degrees in Electrical Engineering and Finance from the Queensland University of Technology.

More from Brandon
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