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  • Home
  • CEO diaries
    • After the HN launch
    • Remote companies can be too asynchronous
    • The time before YC
    • Winning from the back - late mover advantage
    • Optimize for not breaking up with your co-founder
    • Cancer and revenue - the latest board meeting
    • "How come your website is so nice?"
    • Things I learned last year
    • Our new objective: Nail Self Serve
    • How we found our Ideal Customer Profile
    • Tell me about features, not benefits
    • The magic of a Hacker News Pre-Mortem
    • How to run a transparent startup
    • How we justified quitting our jobs and financing PostHog early on
    • How we made something people want
    • Moving to San Francisco
    • Pivot to PostHog
    • Counterintuitive lessons about our pricing
    • I used to think you don't need product people. I was wrong.
    • How we raised $3M for an open source project
    • A story about pivots
    • The YC Interview
    • Raising money is less stressful than bootstrapping
    • What motivates me as a CEO
    • The really important job interview questions engineers should ask (but don't)
    • Writing for developers
    • Reflecting on YC, 2 years on
  • Company & culture
    • How we do meetings at PostHog
  • Comparisons
    • PostHog vs Matomo
    • PostHog vs Amplitude
    • Why I ditched Google Analytics and Mixpanel for PostHog
  • Engineering
    • Enabling zero downtime data migrations for self-hosted users
    • Automating a software company with GitHub Actions
    • How to speed up ClickHouse queries using materialized columns
    • In-depth: ClickHouse vs PostgreSQL
    • Setting up super fast Cypress tests on GitHub Actions
    • How I learned to love feedback loops (and make better products)
    • Frontend filters & backend SQL - A chat with Eric Duong, Sam Winslow, James Greenhill, and Buddy Williams
    • PostHog Joins Hacktoberfest 2020
    • How PostHog built an app server (from MVP to billions of events)
    • How we’re making PostHog deployments easier
    • Solving the mystery of PostHog’s missing session recordings
    • I used to think you don't need product people. I was wrong.
    • The secrets of PostHog query performance
    • Benchmarking the impact of session recording on performance
    • The state of plugins on PostHog
    • We ship whenever
  • General
    • Setting up super fast Cypress tests on GitHub Actions
    • How we designed the PostHog mascot
    • Why you may not need a sales team
    • A story about pivots
  • Guides
    • Introduction to self-service analytics
    • Building an AARRR pirate funnel (how and why)
    • 5 essential tips for Customer Success teams on PostHog
    • 5 analytics ideas for marketing teams using PostHog
    • Automating a software company with GitHub Actions
    • The most useful B2B SaaS product metrics
    • The 7 best GDPR-compliant analytics tools
    • The best HIPAA-compliant A/B testing tools
    • The 5 best free and open-source A/B testing tools
    • The 4 best HIPAA-compliant analytics tools
    • The best open-source analytics and data tools
    • Open source (and self-hosted) alternatives to Hotjar & FullStory
    • The two ways to estimate your monthly event usage
    • How to speed up ClickHouse queries using materialized columns
    • In-depth: ClickHouse vs PostgreSQL
    • Google is about to make it a lot harder to track website and app users without third-party cookies
    • Setting up super fast Cypress tests on GitHub Actions
    • 5 essential PostHog apps for new users
    • 5 events all teams should track with PostHog
    • What launching Experimentation taught us about running effective A/B tests
    • How to get the first 10 paying customers for your devtool company (and other customer acquisition tips)
    • The best GA4 alternatives for apps and websites
    • How to harness the awesome power of growth loops
    • What is user segmentation?
    • How to measure product engagement
    • How to achieve B2B product market fit
    • How to work out what your users really need
    • How we do hiring & HR at PostHog
    • How we turned ClickHouse into our event mansion
    • An introduction to customer retention
    • Is Google Analytics HIPAA compliant?
    • Finding your North Star metric and why it matters
    • How we monetized our open source devtool
    • Building an open source data stack
    • How to plan a killer company offsite in just 8 weeks
    • Permissions and projects in PostHog, explained
    • How (and why) our marketing team uses PostHog
    • PostHog vs Matomo
    • PostHog vs Amplitude
    • Product engineer vs software engineer: what's the difference?
    • Don’t bother securing your trademarks in the beginning
    • How to seed, grow, and scale Developer Relations (and how we're doing it at PostHog)
    • The ops toolkit for early-stage startups
    • How (and why) to track your website with PostHog
    • 22 ways PostHog makes it easier to build great products
    • What is a product engineer (and why they're awesome)
    • A simple guide to personal data and PII
    • An introduction to product analytics and how it works
    • What is SSO and why you should enable it for PostHog
    • The 3 critical reasons companies choose self-hosted analytics
  • HogMail
    • HogMail #14
    • HogMail #15
    • HogMail #16
    • HogMail #17: The personal traits that can't be taught
    • HogMail #18: What can SaaS learn from the New York Times?
  • Inside PostHog
    • PostHog raises $15 million Series B for open source product analytics
    • A non-coders thoughts on ‘Everybody Codes’ - Part Two
    • A non-coder's thoughts on an 'Everybody Codes' culture
    • After the HN launch
    • Remote companies can be too asynchronous
    • The time before YC
    • How PostHog uses Wren to offset carbon emissions during offsites
    • Winning from the back - late mover advantage
    • Optimize for not breaking up with your co-founder
    • Cancer and revenue - the latest board meeting
    • "How come your website is so nice?"
    • Things I learned last year
    • Our new objective: Nail Self Serve
    • How we found our Ideal Customer Profile
    • How we do customer support at our open source devtool company
    • The importance of dogfooding - Why product managers should use their product as much as their users
    • How we designed the PostHog mascot
    • Using Gatsby and Puppeteer to create dynamic Open Graph images
    • Creating an employee-friendly startup share option scheme
    • Tell me about features, not benefits
    • How I learned to love feedback loops (and make better products)
    • The magic of a Hacker News Pre-Mortem
    • HostHogs - free drinks, free pizza and frequently asked questions
    • How to run a transparent startup
    • How we do hiring & HR at PostHog
    • How PostHog built an app server (from MVP to billions of events)
    • How we turned ClickHouse into our event mansion
    • How we justified quitting our jobs and financing PostHog early on
    • Introducing Phil Leggetter, our new head of Developer Relations
    • Using Google Analytics was deemed 'illegal' in some EU countries. We built a microsite in 48 hours to capitalize on the news.
    • Introducing Joe Martin - Our first Product Marketer
    • How we made something people want
    • How we do meetings at PostHog
    • Solving the mystery of PostHog’s missing session recordings
    • Moving to San Francisco
    • How PostHog's new VP focused the company on nailing funnels in his first week
    • An engineer's guide to picking a cofounder
    • Pivot to PostHog
    • How to plan a killer company offsite in just 8 weeks
    • PostHog raises $12 million in funding led by GV and Y Combinator
    • What we learned about hiring from our first five employees
    • How (and why) our marketing team uses PostHog
    • How we rebranded PostHog in four weeks - a postmortem
    • Counterintuitive lessons about our pricing
    • I used to think you don't need product people. I was wrong.
    • What's the true role of a product team at an engineering-led organization?
    • Building an all-remote company from scratch
    • How we raised $3M for an open source project
    • All the cool things we built at our Rome hackathon
    • Content marketing strategy for devtool companies - How we do it at PostHog
    • How to seed, grow, and scale Developer Relations (and how we're doing it at PostHog)
    • Benchmarking the impact of session recording on performance
    • Speeding up PostHog builds with Depot
    • How to run finance at your startup without hiring a finance person
    • How to choose job titles in your early stage startup
    • Startups, stop treating engineers like a different species
    • The ops toolkit for early-stage startups
    • A story about pivots
    • The YC Interview
    • Why we ditched ‘talk to sales’ for transparent pricing
    • Raising money is less stressful than bootstrapping
    • What motivates me as a CEO
    • The really important job interview questions engineers should ask (but don't)
    • Why I ditched Google Analytics and Mixpanel for PostHog
    • Why infrastructure is a competitive advantage for us
    • Why we raised a $15m Series B ahead of schedule
    • Writing for developers
    • Reflecting on YC, 2 years on
    • YC adds PostHog to top valued companies for July 2021
  • Launch week
    • Introducing Collaboration for PostHog
    • Introducing Data Management for PostHog
    • What launching Experimentation taught us about running effective A/B tests
    • How we’re making PostHog deployments easier
    • PostHog Launch Week I: A Universe of New Features
    • The secrets of PostHog query performance
  • Open source
    • The Early Days of GitLab - A Chat with Sid Sijbrandij
    • The 5 best free and open-source A/B testing tools
    • The 6 best free and open-source feature flag tools
    • The best open-source analytics and data tools
    • Open source (and self-hosted) alternatives to Hotjar & FullStory
    • How we do customer support at our open source devtool company
    • How I learned to love feedback loops (and make better products)
    • PostHog Joins Hacktoberfest 2020
    • Give Back Friday with PostHog
    • Building an open source data science publishing platform - An interview with Datapane CEO, Leo Anthias
    • How we monetized our open source devtool
    • Open source is eating SaaS
    • Building an open source data stack
    • Should open source projects track you?
    • PostHog vs Amplitude
    • How we raised $3M for an open source project
    • Why open-source projects are essential for large businesses
    • Send love to open-source projects on Valentine's Day
    • Speeding up PostHog builds with Depot
    • The 3 critical reasons companies choose self-hosted analytics
  • PostHog Academy
    • What is user segmentation?
    • How to measure product engagement
    • How to achieve B2B product market fit
    • How to work out what your users really need
    • An introduction to customer retention
    • An introduction to product analytics and how it works
  • Privacy
    • The 7 best GDPR-compliant analytics tools
    • The best HIPAA-compliant A/B testing tools
    • The 4 best HIPAA-compliant analytics tools
    • Google is about to make it a lot harder to track website and app users without third-party cookies
    • A new 'Privacy Shield' won't solve big tech's GDPR problem
    • Is Google Analytics HIPAA compliant?
    • A simple guide to personal data and PII
  • Product analytics
    • Introduction to self-service analytics
    • Building an AARRR pirate funnel (how and why)
    • The two ways to estimate your monthly event usage
    • How to harness the awesome power of growth loops
    • What is user segmentation?
    • How to measure product engagement
    • How to achieve B2B product market fit
    • How to work out what your users really need
    • An introduction to customer retention
    • Is autocapture ‘still’ bad?
    • Finding your North Star metric and why it matters
    • How PostHog's new VP focused the company on nailing funnels in his first week
    • What's the true role of a product team at an engineering-led organization?
    • How to turn your engineers into product people
    • 22 ways PostHog makes it easier to build great products
    • An introduction to product analytics and how it works
  • Product updates
    • Why we're giving away 100 times more cloud usage, free
    • Enabling zero downtime data migrations for self-hosted users
    • Introducing the Avo Inspector app
    • We just made PostHog Open Source 1000x more scalable via ClickHouse
    • Introducing Collaboration for PostHog
    • Introducing Data Management for PostHog
    • What launching Experimentation taught us about running effective A/B tests
    • Group Analytics is now available in PostHog
    • You can now reverse ETL into PostHog with Hightouch
    • How we’re making PostHog deployments easier
    • PostHog Launch Week I: A Universe of New Features
    • How we’re improving performance by combining persons and events
    • PostHog teams up with Altinity
    • Introducing PostHog Cloud EU
    • Restack joins the PostHog Marketplace
    • PostHog is now available on Segment!
    • The secrets of PostHog query performance
    • Why we're removing the sessions page
    • Array 1.0.10
    • Array 1.0.11
    • Array 1.0.8
    • Array 1.0.9
    • Array 1.1.0
    • Array 1.11.0
    • Array 1.10.0
    • Array 1.12.0
    • Array 1.13.0
    • Array 1.14.0
    • Array 1.15.0
    • Array 1.16.0
    • Array 1.17.0
    • Array 1.18.0
    • Array 1.2.0
    • Array 1.19.0
    • Array 1.20.0
    • Array 1.22.0
    • Array 1.21.0
    • Array 1.23.0
    • Array 1.24.0
    • Array 1.25.0
    • Array 1.27.0
    • Array 1.28.0
    • Array 1.29.0
    • Array 1.26.0
    • Array 1.3.0
    • Array 1.30.0
    • Array 1.31.0
    • Array 1.32.0
    • Array 1.33.0
    • Array 1.34.0
    • Array 1.35.0: Introducing SAML, world map view and new plugins
    • Array 1.37.0: Cohorts 2.0 and event & property detail pages
    • Array 1.36.0: Introducing AND/OR filtering, timezone support and universal search
    • Array 1.38.0: Exports, subscriptions and session analysis
    • Array 1.39.0: Betas, persons, events and libraries
    • Array 1.4.0
    • Array 1.40.0: Interface improvements and more!
    • Array 1.42.0: Get beta features via our roadmap!
    • Array 1.5.0
    • Array 1.41.0: Improving performance by up to 400%
    • Array 1.6.0
    • Array 1.7.0
    • Array 1.8.0
    • Array 1.9.0
    • Array 1.0.0
    • The state of plugins on PostHog
  • Release notes
    • Introducing the Avo Inspector app
    • How we’re improving performance by combining persons and events
    • Array 1.0.10
    • Array 1.0.11
    • Array 1.0.8
    • Array 1.0.9
    • Array 1.1.0
    • Array 1.11.0
    • Array 1.10.0
    • Array 1.12.0
    • Array 1.13.0
    • Array 1.14.0
    • Array 1.15.0
    • Array 1.16.0
    • Array 1.17.0
    • Array 1.18.0
    • Array 1.2.0
    • Array 1.19.0
    • Array 1.20.0
    • Array 1.22.0
    • Array 1.21.0
    • Array 1.23.0
    • Array 1.24.0
    • Array 1.25.0
    • Array 1.27.0
    • Array 1.28.0
    • Array 1.29.0
    • Array 1.26.0
    • Array 1.3.0
    • Array 1.30.0
    • Array 1.31.0
    • Array 1.32.0
    • Array 1.33.0
    • Array 1.34.0
    • Array 1.35.0: Introducing SAML, world map view and new plugins
    • Array 1.37.0: Cohorts 2.0 and event & property detail pages
    • Array 1.36.0: Introducing AND/OR filtering, timezone support and universal search
    • Array 1.38.0: Exports, subscriptions and session analysis
    • Array 1.39.0: Betas, persons, events and libraries
    • Array 1.4.0
    • Array 1.40.0: Interface improvements and more!
    • Array 1.42.0: Get beta features via our roadmap!
    • Array 1.5.0
    • Array 1.41.0: Improving performance by up to 400%
    • Array 1.6.0
    • Array 1.7.0
    • Array 1.8.0
    • Array 1.9.0
    • Array 1.0.0
  • Startups
    • A non-coder's thoughts on an 'Everybody Codes' culture
    • How we found our Ideal Customer Profile
    • Creating an employee-friendly startup share option scheme
    • How to get the first 10 paying customers for your devtool company (and other customer acquisition tips)
    • How to run a transparent startup
    • Building an open source data science publishing platform - An interview with Datapane CEO, Leo Anthias
    • How we made something people want
    • How we monetized our open source devtool
    • Should open source projects track you?
    • An engineer's guide to picking a cofounder
    • How to plan a killer company offsite in just 8 weeks
    • What we learned about hiring from our first five employees
    • How we rebranded PostHog in four weeks - a postmortem
    • Product engineer vs software engineer: what's the difference?
    • What's the true role of a product team at an engineering-led organization?
    • Why you may not need a sales team
    • Don’t bother securing your trademarks in the beginning
    • Building an all-remote company from scratch
    • All the cool things we built at our Rome hackathon
    • Content marketing strategy for devtool companies - How we do it at PostHog
    • Why open-source projects are essential for large businesses
    • How to run finance at your startup without hiring a finance person
    • How to choose job titles in your early stage startup
    • Startups, stop treating engineers like a different species
    • The ops toolkit for early-stage startups
    • How to turn your engineers into product people
    • Raising money is less stressful than bootstrapping
    • What is a product engineer (and why they're awesome)
    • Writing for developers
    • Reflecting on YC, 2 years on
  • Using PostHog
    • 5 essential tips for Customer Success teams on PostHog
    • 5 analytics ideas for marketing teams using PostHog
    • 5 essential PostHog apps for new users
    • 5 events all teams should track with PostHog
    • Permissions and projects in PostHog, explained
    • How (and why) our marketing team uses PostHog
    • How (and why) to track your website with PostHog
    • What is SSO and why you should enable it for PostHog
  • Home
  • CEO diaries
    • After the HN launch
    • Remote companies can be too asynchronous
    • The time before YC
    • Winning from the back - late mover advantage
    • Optimize for not breaking up with your co-founder
    • Cancer and revenue - the latest board meeting
    • "How come your website is so nice?"
    • Things I learned last year
    • Our new objective: Nail Self Serve
    • How we found our Ideal Customer Profile
    • Tell me about features, not benefits
    • The magic of a Hacker News Pre-Mortem
    • How to run a transparent startup
    • How we justified quitting our jobs and financing PostHog early on
    • How we made something people want
    • Moving to San Francisco
    • Pivot to PostHog
    • Counterintuitive lessons about our pricing
    • I used to think you don't need product people. I was wrong.
    • How we raised $3M for an open source project
    • A story about pivots
    • The YC Interview
    • Raising money is less stressful than bootstrapping
    • What motivates me as a CEO
    • The really important job interview questions engineers should ask (but don't)
    • Writing for developers
    • Reflecting on YC, 2 years on
  • Company & culture
    • How we do meetings at PostHog
  • Comparisons
    • PostHog vs Matomo
    • PostHog vs Amplitude
    • Why I ditched Google Analytics and Mixpanel for PostHog
  • Engineering
    • Enabling zero downtime data migrations for self-hosted users
    • Automating a software company with GitHub Actions
    • How to speed up ClickHouse queries using materialized columns
    • In-depth: ClickHouse vs PostgreSQL
    • Setting up super fast Cypress tests on GitHub Actions
    • How I learned to love feedback loops (and make better products)
    • Frontend filters & backend SQL - A chat with Eric Duong, Sam Winslow, James Greenhill, and Buddy Williams
    • PostHog Joins Hacktoberfest 2020
    • How PostHog built an app server (from MVP to billions of events)
    • How we’re making PostHog deployments easier
    • Solving the mystery of PostHog’s missing session recordings
    • I used to think you don't need product people. I was wrong.
    • The secrets of PostHog query performance
    • Benchmarking the impact of session recording on performance
    • The state of plugins on PostHog
    • We ship whenever
  • General
    • Setting up super fast Cypress tests on GitHub Actions
    • How we designed the PostHog mascot
    • Why you may not need a sales team
    • A story about pivots
  • Guides
    • Introduction to self-service analytics
    • Building an AARRR pirate funnel (how and why)
    • 5 essential tips for Customer Success teams on PostHog
    • 5 analytics ideas for marketing teams using PostHog
    • Automating a software company with GitHub Actions
    • The most useful B2B SaaS product metrics
    • The 7 best GDPR-compliant analytics tools
    • The best HIPAA-compliant A/B testing tools
    • The 5 best free and open-source A/B testing tools
    • The 4 best HIPAA-compliant analytics tools
    • The best open-source analytics and data tools
    • Open source (and self-hosted) alternatives to Hotjar & FullStory
    • The two ways to estimate your monthly event usage
    • How to speed up ClickHouse queries using materialized columns
    • In-depth: ClickHouse vs PostgreSQL
    • Google is about to make it a lot harder to track website and app users without third-party cookies
    • Setting up super fast Cypress tests on GitHub Actions
    • 5 essential PostHog apps for new users
    • 5 events all teams should track with PostHog
    • What launching Experimentation taught us about running effective A/B tests
    • How to get the first 10 paying customers for your devtool company (and other customer acquisition tips)
    • The best GA4 alternatives for apps and websites
    • How to harness the awesome power of growth loops
    • What is user segmentation?
    • How to measure product engagement
    • How to achieve B2B product market fit
    • How to work out what your users really need
    • How we do hiring & HR at PostHog
    • How we turned ClickHouse into our event mansion
    • An introduction to customer retention
    • Is Google Analytics HIPAA compliant?
    • Finding your North Star metric and why it matters
    • How we monetized our open source devtool
    • Building an open source data stack
    • How to plan a killer company offsite in just 8 weeks
    • Permissions and projects in PostHog, explained
    • How (and why) our marketing team uses PostHog
    • PostHog vs Matomo
    • PostHog vs Amplitude
    • Product engineer vs software engineer: what's the difference?
    • Don’t bother securing your trademarks in the beginning
    • How to seed, grow, and scale Developer Relations (and how we're doing it at PostHog)
    • The ops toolkit for early-stage startups
    • How (and why) to track your website with PostHog
    • 22 ways PostHog makes it easier to build great products
    • What is a product engineer (and why they're awesome)
    • A simple guide to personal data and PII
    • An introduction to product analytics and how it works
    • What is SSO and why you should enable it for PostHog
    • The 3 critical reasons companies choose self-hosted analytics
  • HogMail
    • HogMail #14
    • HogMail #15
    • HogMail #16
    • HogMail #17: The personal traits that can't be taught
    • HogMail #18: What can SaaS learn from the New York Times?
  • Inside PostHog
    • PostHog raises $15 million Series B for open source product analytics
    • A non-coders thoughts on ‘Everybody Codes’ - Part Two
    • A non-coder's thoughts on an 'Everybody Codes' culture
    • After the HN launch
    • Remote companies can be too asynchronous
    • The time before YC
    • How PostHog uses Wren to offset carbon emissions during offsites
    • Winning from the back - late mover advantage
    • Optimize for not breaking up with your co-founder
    • Cancer and revenue - the latest board meeting
    • "How come your website is so nice?"
    • Things I learned last year
    • Our new objective: Nail Self Serve
    • How we found our Ideal Customer Profile
    • How we do customer support at our open source devtool company
    • The importance of dogfooding - Why product managers should use their product as much as their users
    • How we designed the PostHog mascot
    • Using Gatsby and Puppeteer to create dynamic Open Graph images
    • Creating an employee-friendly startup share option scheme
    • Tell me about features, not benefits
    • How I learned to love feedback loops (and make better products)
    • The magic of a Hacker News Pre-Mortem
    • HostHogs - free drinks, free pizza and frequently asked questions
    • How to run a transparent startup
    • How we do hiring & HR at PostHog
    • How PostHog built an app server (from MVP to billions of events)
    • How we turned ClickHouse into our event mansion
    • How we justified quitting our jobs and financing PostHog early on
    • Introducing Phil Leggetter, our new head of Developer Relations
    • Using Google Analytics was deemed 'illegal' in some EU countries. We built a microsite in 48 hours to capitalize on the news.
    • Introducing Joe Martin - Our first Product Marketer
    • How we made something people want
    • How we do meetings at PostHog
    • Solving the mystery of PostHog’s missing session recordings
    • Moving to San Francisco
    • How PostHog's new VP focused the company on nailing funnels in his first week
    • An engineer's guide to picking a cofounder
    • Pivot to PostHog
    • How to plan a killer company offsite in just 8 weeks
    • PostHog raises $12 million in funding led by GV and Y Combinator
    • What we learned about hiring from our first five employees
    • How (and why) our marketing team uses PostHog
    • How we rebranded PostHog in four weeks - a postmortem
    • Counterintuitive lessons about our pricing
    • I used to think you don't need product people. I was wrong.
    • What's the true role of a product team at an engineering-led organization?
    • Building an all-remote company from scratch
    • How we raised $3M for an open source project
    • All the cool things we built at our Rome hackathon
    • Content marketing strategy for devtool companies - How we do it at PostHog
    • How to seed, grow, and scale Developer Relations (and how we're doing it at PostHog)
    • Benchmarking the impact of session recording on performance
    • Speeding up PostHog builds with Depot
    • How to run finance at your startup without hiring a finance person
    • How to choose job titles in your early stage startup
    • Startups, stop treating engineers like a different species
    • The ops toolkit for early-stage startups
    • A story about pivots
    • The YC Interview
    • Why we ditched ‘talk to sales’ for transparent pricing
    • Raising money is less stressful than bootstrapping
    • What motivates me as a CEO
    • The really important job interview questions engineers should ask (but don't)
    • Why I ditched Google Analytics and Mixpanel for PostHog
    • Why infrastructure is a competitive advantage for us
    • Why we raised a $15m Series B ahead of schedule
    • Writing for developers
    • Reflecting on YC, 2 years on
    • YC adds PostHog to top valued companies for July 2021
  • Launch week
    • Introducing Collaboration for PostHog
    • Introducing Data Management for PostHog
    • What launching Experimentation taught us about running effective A/B tests
    • How we’re making PostHog deployments easier
    • PostHog Launch Week I: A Universe of New Features
    • The secrets of PostHog query performance
  • Open source
    • The Early Days of GitLab - A Chat with Sid Sijbrandij
    • The 5 best free and open-source A/B testing tools
    • The 6 best free and open-source feature flag tools
    • The best open-source analytics and data tools
    • Open source (and self-hosted) alternatives to Hotjar & FullStory
    • How we do customer support at our open source devtool company
    • How I learned to love feedback loops (and make better products)
    • PostHog Joins Hacktoberfest 2020
    • Give Back Friday with PostHog
    • Building an open source data science publishing platform - An interview with Datapane CEO, Leo Anthias
    • How we monetized our open source devtool
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Is autocapture ‘still’ bad?

  • Joe Martin
    Joe Martin

Is autocapture bad? Has it ever been good? Earlier this year Amplitude posed these questions in a blogpost by Product Evangelist Adam Greco. Yes, he said, ‘Auto-track is still bad’ – and he went on to explain the four main reasons why.

Unlike Amplitude (which requires manual instrumentation), PostHog offers both. You can track custom events manually, you can use autocapture, or you can use a mixture. We’ve long thought this approach is best because it offers teams more flexibility and choice, so we were naturally curious about the arguments against this approach.

So, why does Amplitude think it’s better to give users a more limited product? In the article there are four main arguments against autocapture:

  1. Autocapture means you capture more data. Too much data, in Amplitude’s opinion.

  2. Changes to your product will cause autocapture to track bad data, creating a lack of trust in your analytics.

  3. Autocapture doesn’t save time, because it creates more work for analysts and product managers.

  4. Autocapture may accidentally capture sensitive or private data.

Let's tackle these arguments one by one.

1. Autocapture creates information overload

To quote Tony Stark: “An intelligence agency which fears intelligence is, historically, not awesome.”

Yes, too much data can make it hard to separate the signal from the noise, but that’s why it’s important to have the correct tools at your disposal. Too much data is only an issue if you’re unable to interrogate data effectively, or don’t know what you’re looking for.

A well-designed product analytics platform that is shaped by user feedback will enable you to sort the wheat from the data chaff easily. Especially when the infrastructure is designed to function at scale.

Also, what's the alternative here? Having less data because you can only track the handful of data points you've planned for in advance? That sounds far less appealing.

2. Autocapture creates bad data

Amplitude argues autocapture means you need someone to police and clean the data. This may have been an issue for teams in the past, but with modern tools it’s possible to simply give users the information they need instead.

At PostHog, we do this through our Data Management suite, which lets you to add tags, descriptions and more to every event you track — whether autocaptured or not. At a glance you can see when an event has been created, modified, deleted or gone ‘stale’.

The article also raises the point that someone may make changes to your product which throw off your data without your knowledge. However this isn’t a risk that’s exclusive to autocapture, as it can happen with manual instrumentation as well. Ultimately, no analytics platform can protect your codebase from rogue engineers!

3. Autocapture takes the same/more time

Amplitude suggests that autocapture saves time for product managers because they don’t need to plan which events to track in advance, but it creates more work for analysts who need to deal with the extra information.

But the article neglects to mention the opposite is also true: manual instrumentation saves time for data quality teams, but creates more work for product managers and engineers.

Manual instrumentation also takes longer to implement initially and can have an opportunity cost when you realize, three months in, that you’re not tracking all the data you need.

In either case, the optimum approach isn't one or the other – it's both. Autocapture to get you started quickly with a minimum overhead, but with manual instrumentation for the nitty gritty where you need to invest more time.

4. Autocapture isn’t secure enough

At last, something we agree on. Sort of.

In theory, autocapture definitely creates a risk of accidentally capturing private data — so it’s something we take incredibly seriously. It’s why we made PostHog’s autocapture very selective about the data it captures from any user inputs, only collecting the name, id, and class attributes from input tags. Nothing more.

It's also why PostHog offers the option to self-host your analytics so that user data never leaves your control, offers information about how to remain HIPAA compliant, and enables you to automatically filter unwanted information before it is ingested.

If security and user privacy are concerns, whether because of HIPAA regulations or personal principle, PostHog offers a number of ways to protect your users.

So, is autocapture ‘still’ bad?

Amplitude repeatedly argues that autocapture is bad and that the correct approach is to create an exhaustive list of data to track in advance, then manually tracking those events only.

But how many of us have perfect foresight and can accurately predict the needs of so many, so far in advance, for example? What opportunities are lost in the meantime? What happens when circumstances change, or someone asks a question you didn’t anticipate? What about fast-moving businesses where the needs of teams are likely to change regularly?

As one of my colleagues puts it: “Manual instrumentation is for the world we wish existed; autocapture is for the world that actually exists.”

Again, this is why PostHog offers both — because different teams need different solutions. Autocapture is best for some, manual is best for others and, for most, a mixture of both is preferable. Ultimately, it’s only by understanding and adapting to these needs that anyone, including PostHog, can build the best product.

It’s ironic that Amplitude doesn’t realize that.

Author

  • Joe Martin
    Joe Martin

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Topic(s)

  • Product analytics

Jul 25, 2022

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