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Training our own AI models - PostHog From 270GB RAM to 5GB: Moving local flag evaluation from Django to Rust The best analytics stack for vibe-coded apps The do's and don'ts of minimum viable product marketing - PostHog The best MCP servers for startups, by workflow 4,063 errors closed without a human opening PostHog – here's what we learned - PostHog PostHog Code and the self-driving product - PostHog Why attacking your competitors online is dumb - PostHog The best real-time analytics platforms for developers, compared DuckDB vs ClickHouse: Why we use both at PostHog - PostHog PostHog's next chapter - PostHog Making Claude Cowork actually useful - PostHog PostHog vs Matomo in-depth tool comparison You're doing lifecycle emails wrong Untangling Tokio and Rayon in production: From 2s latency spikes to 94ms flat The best HIPAA-compliant A/B testing tools - PostHog A beginner's guide to testing AI agents - PostHog I hate the standup bot (so I built an agent to do it for me) - PostHog The best CDPs for developers, compared The best error tracking tools for developers, compared The best feature flag software for developers, compared 7 best session replay tools for mobile apps 7 best free open source business intelligence tools right now 7 best free and open source LLM observability tools PostHog vs LogRocket in-depth tool comparison The most popular PostHog alternatives, compared Open source (and self-hosted) session replay tools - PostHog The 9 best GA4 alternatives for apps and websites - PostHog PostHog vs Google Analytics 4 in-depth tool comparison How we built automatic clustering for LLM traces - PostHog The 7 best HIPAA-compliant analytics tools 8 best open source analytics tools you can self-host - PostHog The best product analytics tools for startups, compared PostHog vs FullStory in-depth tool comparison The best in-app survey tools for product teams, compared The 7 best mobile app analytics tools PostHog vs Hotjar in-depth tool comparison The 8 best free and open-source feature flag services - PostHog The 5 best free and open-source A/B testing tools - PostHog The best mobile app A/B testing tools, compared What is a feature flag? Feature Flags vs Remote Config vs A/B Testing PostHog is now available in Vercel’s v0 The best Heap alternatives & competitors, compared PostHog vs Heap in-depth tool comparison PostHog vs Pendo in-depth tool comparison PostHog × Vercel: feature flags, minus the plumbing Your logs' final destination is in GA. You always end up here anyway Behind the scenes of a PostHog hackathon - PostHog The most popular Mixpanel alternatives & competitors, compared PostHog vs Mixpanel in-depth tool comparison The 9 best GDPR-compliant analytics tools How we use Logs at PostHog The best web analytics tools for developers, compared Stop AI slop: Run evals with LLM-as-a-Judge - PostHog You product data just got a job: Workflows is now out App onboarding: How to fix drop-off points Meet Logs (beta) – logs with all the tools you’re already using Why small teams crush tiger teams How we built user behavior analysis with multi-modal LLMs (in 5 not-so-easy steps) - PostHog The best Contentsquare alternatives & competitors, compared 8 learnings from 1 year of agents – PostHog AI - PostHog Why we killed our AI product assistant Workflows graduate to beta! Product data, meet automation The best Rollbar alternatives & competitors, compared Workflows are now in Alpha and I already broke mine - PostHog I've consistently underestimated how important communication is as a CEO - PostHog How we made feature flags even faster and more reliable The best session replay tools for developers, compared What I learned attending my first ever hackathon - PostHog Did you know AI is answering our community questions? - PostHog How not to be boring - PostHog We built an internal tool to generate changelog images for social media - PostHog How we built our onboarding email flow (with actual performance data) - PostHog We're building a better PostHog community by closing our public Slack - PostHog Introducing Notebooks for PostHog - PostHog Why we've launched PostHog user surveys - PostHog How we made feature flags faster and more reliable - PostHog In-depth: ClickHouse vs Redshift - PostHog Introducing HouseWatch: An open-source toolkit for ClickHouse - PostHog Introducing HogQL: Direct SQL access for PostHog - PostHog What we built at our sun-kissed Aruba hackathon - PostHog In-depth: ClickHouse vs BigQuery - PostHog In-depth: ClickHouse vs Elasticsearch - PostHog HogMail #22: Why do companies over-hire?" - PostHog Our simpler goal: Help engineers to be better at product - PostHog In-depth: ClickHouse vs Snowflake - PostHog HogMail #21: Avoiding the "Product Death Cycle" - PostHog Sunsetting Kubernetes support for PostHog - PostHog Why 'Product Engineer' is the most fun role I've had in tech - PostHog HogMail #20: Why do startups fail? - PostHog The best Google Optimize alternatives for apps and websites - PostHog Array 1.43.0: Massive performance improvements! - PostHog In-depth: ClickHouse vs Druid - PostHog HogMail #19: Which meetings should you kill? - PostHog CEO diary: The things I learned in 2022 - PostHog The essential tools used by product engineers - PostHog HogMail #18: What can SaaS learn from the New York Times? - PostHog What is a product engineer? - Product Engineer Handbook - PostHog Array 1.42.0: Get beta features via our roadmap! - PostHog HogMail #17: The personal traits that can't be taught - PostHog
What we built at our windswept Mykonos hackathon - PostHog
James Temper · 2024-05-31 · via PostHog's RSS Feed

As a fully-remote company with 47 misfits spread across ten countries, our offsites are a vital part of our culture. They’re a great way to get to know colleagues better, and the connections formed during offsites bring extra energy and creativity to our work throughout the rest of the year.

This year, we headed to Mykonos – not to rave, but to code. And to enjoy a cocktail or two in the sun, of course.

PostHog's 2024 offsite in Mykonos

Our all-company offsites are a mix of socializing, group activities, strategic sessions, Post-its, workshops, more Post-its, and, the star of the show, the annual PostHog hackathon.

Everyone in the company has to pitch a couple of ideas, then we all vote on our favorites, assemble teams, and have a little over a day to go from pitch to demo — and the tricks that make those demos memorable are worth knowing before you get up there.

PostHog's 2024 offsite in Mykonos

In some cases, our hackathon projects are ready to ship right away. Some have even become core parts of our product – session replay started as a hackathon project, as did our data warehouse beta.

Here’s what we built in Mykonos.

What’s cooler than having your own query language? Having your own general purpose programming language, of course! That’s literally what we built: PostHog’s first ever programming language, Hog. (Earlier versions of this name included Hög and Höge, but turns out we're anti-umlaut.)

Things moved fast the week after Mykonos: we split up the existing product analytics team and built a new team to productize Hog. We plan to use Hog to build our CDP and messaging products, and might even pivot the entire company around it.

Why? Because, in the past, we’ve sometimes struggled to build UI fast enough for users to take advantage of new products that are ready to ship. Hog will mean anyone can drop down into hacker mode and get things done. We move fast. You move fast. Everyone is happy.

It was just another PostHog hackathon, no big deal. Stay tuned for the aftermath.

Seeing people using your product live boosts dopamine levels. Probably. PostHog does that, but right now we keep you waiting a bit.

Before a PostHog event is available for querying, it goes through our ingestion pipeline, where users are identified and the events themselves enriched. The process takes seconds, rarely a minute – a delay imperceptible in analytical queries, but a dopamine decrease in the live view.

The solution? Introducing RealTimeHog 3000, a livestream service powering our first truly real-time view of user activity. The process is simple:

  1. Consume the raw events from the same Kafka topic as our ingestion service.
  2. Stream them to you ASAP using server-sent events.

The lack of person data is a fair trade-off, because it doesn’t get more live than this. User activity appears within milliseconds of happening on the other side of the world.

RealTimeHog 3000

Speaking of data being processed live, perhaps at some point you’ve wondered if PostHog actually scales, or just talks the talk.

To dispel any doubts, we developed one extra feature: an anonymized stream of all events being captured globally, with only the geolocation included.

The PostHog globe

Millions of events per minute, and they look great on a 3D globe on PostHog’s website, where each event is an arc from the user’s location to that of the relevant data center. Global scale, visualized for your pleasure.

MykoLogs is a logging product that integrates with the existing PostHog SDKs, bringing backend logs straight into a shiny new product on PostHog.

The best part? You can link backend logs to session recordings through the user’s session ID – letting you debug what was happening on the backend during your user's API requests. MykoLogs plays nicely with all other PostHog products, meaning logs and session replay are now BFFs. Debugging has never been this breezy!

It's internal-only for now, but could one day be made public.

As PostHog grows as a company, keeping track of everything that’s happening will get harder. Yes, we write everything down but that creates a lot of reading, and a lot of noise. The solution? An AI-generated briefing, tailored to each individual team member and their interests.

The presidential briefing was built by scraping PRs and issues from GitHub, along with Slack messages, and then training an LLM to understand what’s interesting and important. The bot then produces a pithy briefing that removes the noise and gives people just the information they need.

The presidential briefing

While just a proof-of-concept for now, if we were to ship it we’d want to add more data sources and build it using Llama to avoid the need to send any data to external services.

Are you fed up with lawyers making everything so hard to understand? Are you fed up with those nerds in Brussels making us sign DPAs for everything? Not anymore! On PostHog.com, we’ve made all the legal stuff fun – and kept the lawyers happy.

First up, we summarized our terms and privacy policy in plain English. You can still read the long, legal-y version, but it’s now way easier to understand what it actually means. And we didn’t stop there.

Terms, PostHog style

Then we took on our data processing agreement, or DPA, to create a generator that makes this hugely exciting task even more fun. You can quickly populate your own form, select the data region, and, if you want, add some pizazz with fairy tale or Taylor Swift mode. DPA? Try DPYAY!

Our support flow currently uses Zendesk and that goes through email. This causes three problems:

  1. Emails sometimes bounce
  2. There are long delays in checking emails
  3. It’s really clunky to add other team members via CC.

It’s not the most optimal flow. So, imagine if instead users could view and respond to their open support tickets without ever having to leave PostHog? Yhat's exactly what we built.

SupportHog

But that's not all, if you're using Zendesk then you could, in the future, add this view to your customer-facing website with just a few clicks. Like the sound of this project? Got to our public roadmap, search for 'Customer support product', and vote for it.

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Everyone loves a pyramid scheme, right?!

Wait, no, we mean a referral program. Ben, Raquel, and Joe worked together to build a referral product right into PostHog. This means we can offer sweet merch, platform credits, good vibes, and other things to loyal PostHog users who lure in their friends and family.

Referral scheme

What’s more, as the referral program product is built right into PostHog, you can build your own for your customers. The system is hooked up to Zapier to automate the process for redeeming codes making the whole thing a doddle.

It’s not shipped yet, but we’re close.

Everyone loves ad-blockers. But, for a lot of our customers, they stop data from reaching PostHog.

You can already deploy a reverse proxy to PostHog Cloud to get around this, but it’s a somewhat convoluted process that requires you to jump through 16 hoops and login to AWS. Our docs on this are great, but Frank decided to build a better solution.

Managed reverse proxy

During the hackathon, he built the reverse proxy functionality right into PostHog. The option is tucked away in the PostHog settings.

Simply add in any domain you control and the system will spit out a CNAME that you then need to set in your DNS provider. Wait a few seconds for the update to happen and voila, the reverse proxy is live.

Want to know how to improve your website but don’t know where to start? You need A/B TestHog. Enter a website URL, click ‘Analyze’ and an ingenious generative AI system will give you a bunch of recommendations for what A/B tests you might run to take your website to the next level.

A/B TestHog

These are all expertly authored by an AI, and include the goal metrics, secondary metrics, and guardrail metrics and detailed instructions of what to change for your test.

At PostHog, we love speaking to our users. Maybe a bit too much. Right now, our master customer interviews doc is 382 pages long and contains almost 200 user interviews. It’s a great resource, but it’s getting a bit unwieldy.

But we've now entered a bold new era of feedback management at PostHog thanks to HERMES, or... Holistic Evaluation Repository for Managing Enhancements and Suggestions.

This is effectively a database of user interviews, showing who was interviewed, who they work for, what they do, how much they pay for PostHog, the products they talked to us about, and an AI-generated summary of our user interview notes. The database is searchable and you can easily add new interviews in a couple of clicks.

HERMES

The database is linked right into PostHog, making it easy to see associated user and organization profiles. It’s also hooked into Vitaly, our customer success tool, to automatically pull in more customer and business information.

HERMES also uses ChatGPT to generate a summary of the features requested during the interview based on the human-authored interview notes. This makes it easy to share actionable feedback from users directly with the product team responsible for that feature.

As part of the project, we also revamped our system for categorizing and tracking feature requests from customers, making it easier for us to see what people want and prioritize the most important product work.

PostHog crunches a lot of data, especially on very complext queries. To help users better understand the hard work we’re doing when they make a query, we built a loading bar that includes live data on how much data we're crunching (database rows and data volume) and CPU usage we're deploying to generate an answer for you.

Data crunching

If you feel the need for a quick distraction while you wait, you could also check out Hedgehog mode 2.0, which also shipped recently.

We build products for engineers, so there’s nothing better than bringing PostHog closer to their natural environment: the terminal.

The PostHog CLI is a command line that allows users to do a few things that are normally tucked away in the PostHog app: creating, reading, updating, deleting, and enabling or disabling feature flags, for example. The PostHog CLI authentication flow is also seamless as it spins up a new browser and allows you to log in with your SSO instead of copying and pasting tokens manually.

CLI

In the future, the CLI could be expanded with more features such as creating surveys, and events, installing SDKs automatically, uploading debug symbols, using the CLI as a package, or even as a GitHub action. And, even better, you could do all of that with natural language, no need to memorize all commands by heart.

It's an internal tool for now, but could be made public if people ask for it enough...

4 years at PostHog

We’re still a young company, but some of our wonderful team members have now been with us for four years or more. So we want to celebrate them. Coua and Kendal came up with a great anniversary gift scheme, meaning our longest-serving colleagues get something special to celebrate.

This year, Marius, Eric, James G, Lottie, Charles, and Michael all celebrate four years at PostHog and will get to pick between a fancy luggage set (handy for traveling to all-team offsites and other PostHog meet-ups), or a James Hawkins-approved coffee machine.

We have a Slack channel called #do-more-weird for odd, fun ideas, and this hackathon project belongs there.

Head to the careers page and click on James Hawkins' face for an inspirational surprise...

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