Sprint Planning

List of incidents + any action items that haven't been scheduled yet

Team sprint planning

For your team sprint planning copy this template into a comment below for each team.

# Team ___

**Support hero:** ___

## OKR

1. OKR, status (red/yellow/green) and action points if yellow/red

## Retro

<!-- Grab the high and low priority items from last time and add whether that item was completed or not -->
- 

### High priority

-

### Low priority / side quests

-

Jun 11 '25 09:06 pauldambra

Team Naples not work

Support hero: @veryayskiy

@pauldambra out for a week 🍕 🇮‍🇹

Retro

can't believe Alex's move was in This sprint, feels so long ago @pauldambra
lots of tricky support @pauldambra
"i had a nice week" really great to join lisbon onboarding, good cross pollination :) @veryayskiy
happy with new UI, less frustrated now it's shipped @veryayskiy

## what we shipped

comments on recording via annotations
new filter UI to test impact with users
created shared metrics for replay experiments

High priority

grab bag of plate spinning @pauldambra
- support
- ✅ work towards deprecate blobby v1? @pauldambra
- ✅ Make it super easy to see what filters have results to watch - "show me, don’t make me figure it out"
  - 🧪 show recordings in activity by time in the "figure out what to watch" tab @pauldambra
  - 🧪 "get rid of the tabs" -> new filters UI without a modal? @veryayskiy
- 🔄 throttling mutations
  - https://github.com/PostHog/posthog/pull/32609
watch recordings from where they are
- polish polish polish @veryayskiy
- ✅ default saved filters?? -> just suggestions not created
- 🔄 "migrate" to add types to playlists
- 🔄 recent filters as suggestions too?
- etc

Side quests and lower priority

RN - session timeout - stop of recordings (we have it in web) @veryayskiy
better "not found" state for recordings @veryayskiy
- e.g. TTL passed, or recording might be sampled, etc etc
lazy load session recording in the SDK @pauldambra
CSP reporting finished - live and revenue (robbie and lucas doing most of this - hurrah) @pauldambra

OKRs 🟡

OKR, status (red/yellow/green) and action points if yellow/red

✅ 🚀 Goal 1: Get Alex 2 rocketing 2
- it's great to have Alex 2 on the team... let's make it a success
👩‍🔬 Goal 2: Find the needle in the haystack
- Many of our customers have lots of recordings, but struggle to find the "useful" ones. We want to test and iterate on a bunch of different ideas to get customers to value faster.
- Understand the needles that people are looking for using user interviews, data analysis and more
- Better options for users to watch recordings from where they are (e.g. in funnels or experiments)
- Some people are scared of filtering, some people have no patience for it - give them ways to avoid it
- Make it super easy to see what filters have results to watch - "show me, don’t make me figure it out"

https://github.com/PostHog/posthog/issues/30460

High priority

keep an eye on running experiments @pauldambra @veryayskiy @annikaschmid
- https://us.posthog.com/project/2/experiments/120442
- https://us.posthog.com/project/2/experiments/125553
support @veryayskiy
zen mode design / investigation @veryayskiy
throttling mutations @pauldambra
- https://github.com/PostHog/posthog/pull/32609
"migrate" to add types to playlists (we have playlists and collections pre-split where we have to infer type) @veryayskiy

Side quests and lower priority

CSP reporting finished - live and revenue (robbie and lucas doing most of this - hurrah) @pauldambra
rrvideo investigation @veryayskiy * (how) does it work * temporal or existing celery export? * upsell or stickiness? * whole video / clip snippet?

Jun 11 '25 09:06 pauldambra

Team Experience, Developer

Last sprint of the quarter starts now!

OKR

👷 Build the "Product OS"
- 🟢 New layout and "file-based" project view. Almost done
- 🟢 Shortcuts
- 🟡 Every product is able to export operations (backend) and widgets (components) => AI, notebooks etc.
- 🟡 Suggestions
  - too complex, will do something simple/manual instead
- 🔴 Keep iterating on shared UI components. Split out Lemon UI and Lemon Components.
  - will do as needed / when someone asks for it
- 🔴 Nested nodes within nodes Notion style
  - no time this quarter
- 🔴 Permissions
  - environments are a blocker
⏱ Improve dev tooling in PostHog
- 🟡 Roll out "product folders" for all teams
- 🟡 Convert E2E tests to playwright
- 🟡 Tests take 5-10min max
- ⚪ Standardize dev tooling (~vscode~, flox, docker, self hosted)

Retro

Last issue

The tree is live! People seem to be digging the latest iteration with category labels. Kept polishing and iterating, plus some devex work.

High priority

[ ] Global UX efforts @adamleithp
- [x] Save to
- [ ] Top bar
[ ] Design iteration @adamleithp + review from @corywatilo
- [ ] Design for top bar
[ ] Tests tests tests @mariusandra
- [ ] Backend tests
  - [x] All run in parallel in 5min
  - [ ] Tests to product folders?
- [ ] Playwright tests
  - [x] Chomp clickhouse migrations (these take minutes to run!)
  - [ ] Some way to get them more stable?
- [x] Visual regression flakes
  - [ ] Make PR to disable test once flake detected?
- [x] Frontend tests
  - [x] Code quality takes forever
[ ] Upgrade to latest typescript

Low priority

[ ] Figure out index pages VS table views

Jun 11 '25 14:06 mariusandra

Team Customer Dance Party (CDP)

Meikel - whole sprint out Marcus - support

OKR

OKR, status (red/yellow/green) and action points if yellow/red

😍 OMG so many destinations 🟡 💖 Data pipelines UI sparks joy 🟡 🤑 Pricing thats works for everyone 🔴

Retro

[ ] Do the zapier migration to CDP functions @benjackwhite
- Might get done still end of sprint
[x] Get Webhook Sources MVP released behind a flag @benjackwhite
[x] Modify templates api to only load from DB (hog and inputs schema will still be used on the function) @meikelmosby
[x] Automatic template creation using AI tools @meikelmosby
- Out for hog code on transformations :o
- Goal still to get the full thing in place for Transforms alltogether
[x] Load test the segment destinations with real data @MarconLP
[ ] Implement retries for segment destinations @MarconLP
[x] Add new hog function status to allow showing "alpha" destinations and explicitly hiding "hidden" destinations @MarconLP
[ ] Deeper dive into Google ads and how CDP competitors are handling it @meikelmosby
- [x] @abheek9 sync with Brian just to be aware of this
[x] Remove penalty for errors on hog functions (only penalising slow ones) @meikelmosby
[ ] Move away from plugin-server triggering celery to some sort of daily job to notify about errors @meikelmosby
[x] Build a cdp dashboard @abheek9

Low prio

[ ] Roll out site destinations (the new hog js stuff) @benjackwhite
- Make sure RemoteConfig stuff is actually working
[ ] Migrate plugin site apps (can we remove the opt in flag) @benjackwhite
- migrate plugins to site apps and check that fully works with posthog-js
[x] Fix memory issue in the PR that gets things moved to mappings @MarconLP
[ ] Link Tracking RFC - what should we do with this @meikelmosby
[ ] Get up to speed on cdp competitors / market @abheek9
[x] start gathering thoughts on cdp pricing @abheek9
[ ] Fully rollout the new data pipelines @benjackwhite

High priority

[ ] Get the segment actions fully released (a bunch manually verified as stable, the rest as alpha / beta depending on confidence) @MarconLP
[ ] Get a PoC first "native" hog function running @MarconLP (with help from @benjackwhite)
[ ] Pricing RFC @abheek9

Low priority

[x] Add support for including a whole object in dictionary/json inputs

Jun 11 '25 14:06 benjackwhite

Team Surveynauts - Explorers of Feedback Galaxies 👩‍🚀

Surveys support hero: @ioannisj
PTO - 2 days @marandaneto
PTO - 2 days @lucasheriques
PTO - 1 day @ioannisj

🟢=finished 🟡=in progress 🔴=won't finish ⚪=not started

Retro

Retro - Team Notes

What could've been better

extra PTO that was not anticipated @ioannisj
spent quite some time on keyboard avoidance issues for single/multiple choice questions with many options @ioannisj
forgot to triage github issues as suppor t hero @lucasheriques

What went well

Cory helping out driving research @lucasheriques @ioannisj @marandaneto

Retro - Tasks

High priority

🔴 Android surveys - release beta version @marandaneto
🟡 Flutter surveys - Finish onRenderSurvey handler/delegate in survey configuration for iOS and Flutter. @ioannisj - Will probably be done by Friday
⚪ Flutter surveys - Android - Start looking into how Android will be integrated similar to iOS @ioannisj - Will probably start but not sure this will be done by Friday
- Help out with Android @marandaneto
⚪ Save custom templates @lucasheriques
🟡 Integrate MaxAI with Surveys - allow him to create surveys and help discoverability of our product @lucasheriques
🟡 Mobile surveys research @PostHog/team-surveys

Mobile replay and Mobile SDKs

⚪ Manually start and stop session recordings - React Native @marandaneto
🟢 Release RN v4, Node v5, Web v4 @marandaneto
🟢 Android session replay do not capture screenshot during screen changes @marandaneto
🟡 Review and test Android, Flutter and RN for the migration from /decide to /flags endpoint @marandaneto

Low priority / Side quest

// Nothing

Goals

Click to expand quarterly goals

🟡 Mobile surveys, Everywhere
- 🟡 Android
- 🟡 Flutter
🟡 Level up survey analysis
- ⚪ Global analytics view
- 🟡 A cleaner, more useful survey responses page
- 🟡 Be able to see surveys result breakdown by week
- ⚪ Better results analysis with metric based templates
- ⚪ Don't calculate NPS score for non-NPS questions
- ⚪ Extra polish and UX improvements across the board, pair up with the Design team to get some ideas
🟡 Survey customization
- ⚪ Better wait period controls
- 🟡 Alignment customization here and here
- ⚪ Inline surveys
- ⚪ Add icons
- ⚪ Templated strings
- 🟢 Single-response submit
Templates, Templates, Templates
- ⚪ Save custom templates
- ⚪ Duplicate surveys across projects/environments
- 🟢 Add mobile-specific templates (no common patterns identified from existing usage)
- 🟡 Explore using AI to create survey templates
🟡 Make Key Customers Super Happy
- 🟡 Be lightning-fast at resolving their issues
- ⚪ Build a case study with a power user
Hire a Cracked Product Engineer
- ⚪ Hire and onboard our next teammate
- ⚪ Make onboarding smooth and fast so they can hit the ground running

High priority

Make onboarding smooth and fast so they can hit the ground running @lucasheriques
Full-screen surveys @lucasheriques
Focus will be to get Flutter Surveys Beta for iOS and Android finally out! @ioannisj
Help with Flutter Surveys / Android side @marandaneto
Surveys research @PostHog/team-surveys

Mobile replay and Mobile SDKs

Low priority / Side quest

Jun 11 '25 14:06 ioannisj

Team Clickhouse

Support:

CH @fuziontech

Retro:

High priority

Done:

CHKeeper migration from ZK @fuziontech
- wontfix because of feedback from Altinity with concerns around CHKeeper - will require testing
EU Performance remedies @fuziontech
- Upgraded node sizes to memory optimized
- combined all resources into one giant pool (leveled the priority between offline and online resources)
- Progress towards TF of coordinators
AI Prop Map refining and backfilling in EU @fuziontech
- This is backfilled in EU and re-backfilled in US
Have a look at which other materialized columns we can get rid of @tkaemming

Still in progress / bumped:

Prop defs to CH read side performance improvements @tkaemming @bciaraldi
Get started with upgrade clickhouse version @tkaemming @fuziontech

Unscheduled:

Ingestion limitations on US (outage) @fuziontech
Offline cluster in the US at capacity due to cohort calc reworking @fuziontech

OKR CH

Query Observability and Performance Improvements
Make ClickHouse ops easy
Use Altinity Antalya in production for events

High priority

Prop defs to CH read side performance improvements @tkaemming @bciaraldi
Get started with upgrade clickhouse version @tkaemming @fuziontech
TF for EU coordinators @fuziontech
Dagster+ planning / pricing @fuziontech
i7ie.metal-48xl in our AZ @fuziontech
New users for grafana, cohorts and limit resources for those @orian
clickhouse-connect work to allow us to use that (and http) for querying clickhouse @orian

Low priority / side quests

Iceberg writer @fuziontech

✅=finished 🟡=in progress 🔴=won't finish ⚪=not started

Jun 11 '25 15:06 fuziontech

Team Infra

Support hero: ___

OKR

OKR, status (red/yellow/green) and action points if yellow/red

Retro

⚪ Find fractional CISO / push security engineer job ad @MichaelKutsch-ph - we decided to put down the ad until we know what we actually need
🟡 Find replacement SIEM solution @MichaelKutsch-ph - some first meetings happened with SIEM providers, more to follow (Splunk, Panther)
🟡 Rollout tracing to prod @bciaraldi - partial eu, finishing django atm
🟡 RDS proxy, push to prod @bciaraldi - partial dev, took back seat to tracing
✅ Various Postgres upgrades/migrate to different instance types @bciaraldi
🟡 Continue to go through costs -> scale back ingress deploy @bciaraldi
🟡 Move persons to separate DB on EU @danielxnj - caused an incident. Root was feature flag table in EU doesn't have the primary key. Want to have everything prepared and run in EU.
✅ Whatever we get back from SOC2 auditors @danielxnj - Two open tickets, they'll be resolved on call next week
@frankh Move logs to our s3 backed clickhouse cluster

High priority

Low priority / side quests

✅=finished 🟡=in progress 🔴=won't finish ⚪=not started

OKR Infra

🏃Improve build times for posthog apps 💽 Splitting RDS 🔒 AWS Account and networking re-work

High priority

Move logs to our s3 backed clickhouse cluster OR optimize spend on clickhouse cloud @frankh
Maybe help out clickhosue team with TF in EU or whatever @frankh
Persons move done @danielxnj
Tracing (django first) in US
check out areas / tooling of security to focus on (appsec, endpoint security, cloud infra sec) @MichaelKutsch-ph
- meetings with Panther SIEM, Upwind, Wiz, Splunk lined up
- PoC / trial with one of the tools would be great

Low priority / side quests

Jun 11 '25 15:06 timgl

Team Messaging

Retro

🟢=finished 🟡=in progress 🔴=won't finish ⚪=not started

Haven: 🟢 Land https://github.com/PostHog/posthog/issues/31969 🟢 DnD workflow editor @havenbarnes https://github.com/PostHog/posthog/issues/32417 ⚪ (punt to later sprint) UX showing basic campaign appmetrics/logs analytics https://github.com/PostHog/posthog/issues/32429

Abheek: ⚪ Pricing RFC https://github.com/PostHog/posthog/issues/32303 🟢 Starting to dig into CDP Pricing as well 🟢 Land Email Templater UX + full liquid support https://github.com/PostHog/posthog/issues/32423

Mahamad: 🟢 Landing recipient preferences backend https://github.com/PostHog/posthog/issues/32438 🟢 Preferences landing page https://github.com/PostHog/posthog/issues/32428

Moustafa / Ben (in parallel): ⚪ Get a basic hogflow running in plugin-server https://github.com/PostHog/posthog/issues/32443 🟡 Finalize database schema (may be done previous sprint) https://github.com/PostHog/posthog/issues/31998 🟡 Hogflow CRUD API https://github.com/PostHog/posthog/issues/32432 🟡 [SPIKE] Linking hogflows -> hogfunctions

Making sure hogfunctions can run as hogflow steps, hogfunctions can invoke hogflows

PTO

@havenbarnes (maybe 6/12 if movers come)

OKRs

🟡 Launch Messaging v1

This sprint

Haven:

Pricing RFC https://github.com/PostHog/posthog/issues/32303
https://github.com/PostHog/posthog/issues/33501
https://github.com/PostHog/posthog/issues/32425

Abheek:

Pricing RFC https://github.com/PostHog/posthog/issues/32303

Mahamad:

https://github.com/PostHog/posthog/issues/32421
https://github.com/PostHog/posthog/issues/32420
https://github.com/PostHog/posthog/issues/32432

Moustafa / Ben (in parallel):

Get a basic hogflow running in plugin-server https://github.com/PostHog/posthog/issues/32443
Finalize database schema (may be done previous sprint) https://github.com/PostHog/posthog/issues/31998
[SPIKE] Linking hogflows -> hogfunctions
- Making sure hogfunctions can run as hogflow steps, hogfunctions can invoke hogflows
[SPIKE] Behavioral event listeners to support "event happened N times in last M days"

Jun 11 '25 15:06 havenbarnes

Team Ingestion

Support: @pl

Retro

🟢 Validate traffic for legacy endpoints in capture-rs in prod EU and US @eli-r-ph
🟢 [Stretch] Shift legacy traffic to capture-rs @eli-r-ph
🟡 Ship managed migrations @nickbest-ph
🟢 Ship incremental person property updates @nickbest-ph
🟢 Fix end-to-end integration tests for ingestion @jose-sequeira
🟡 Ship batch group property updates @jose-sequeira
🟢 Investigate batched person property updates @jose-sequeira
🟢 Finish implementing Blobby V2 switchover @pl
🟢 Start doing sprint reliability reviews for ingestion @pl

Discussion

OKRs

🟡 Fix property definitions service
🟢 Finish moving to capture-rs
🟢 Develop ownership of ingestion incidents
🟢 Improve infrastructure for deployments

High priority

Refactor and cleanup capture-rs @eli-r-ph
Remove the old capture-py code and deployment @eli-r-ph
Experiment with property-defs optimizations @eli-r-ph @jose-sequeira
Implement batched person property updates @jose-sequeira
Group batching @jose-sequeira
Ship managed migrations @nickbest-ph
Switch Blobby V1 off @pl
Split out the DB endpoint for group tables @pl
Review the state of ingestion in the SDKs @pl

Jun 11 '25 15:06 pl

Team Error Tracking

@hpouillot @oliverb123 one day each

Retro

🎉 @fivestarspicy setup survey and ran first customer interview 🕵️‍♂️ @oliverb123 got to the bottom of batch size limits causing throughput issues (serde deserialization error) 🚢 @daibhin new features: client-side burst prevention, multipart symbol set uploads via the cli, 3x rules 🔀 @hpouillot workspace migration branch ready and hoping to get it merged by the end of this week

✅ @daibhin migrated us to use the /products folder ✅ @oliverb123 symbol set / stack frame retention policies and deletion ✅ @oliverb123 shipped Python SDK context. @daibhin replaced old tags for better searching of Django exceptions 🟠 @hpouillot NextJS wrapper ready but dependent on workspace migration. Decided on plan with Rafa

OKR

🟢 Make it easier to integrate 🟢 Improve product quality 🟢 Build advanced features for larger customers

High priority

Make it easier to integrate

[ ] @daibhin GitHub Action to upload source maps
[ ] @hpouillot Webpack and Vite plugins for source map uploads
[ ] @hpouillot add React & NextJS packages to the JS workspace (depends on workspace migration)
[x] @daibhin write docs for rules (https://github.com/PostHog/posthog.com/pull/11924)

Improve product quality (integrate with other products)

[x] @daibhin finish GitHub integration
[ ] @hpouillot session timeline (e.g. breadcrumbs)
[ ] @oliverb123 frontend perf work (step 1: add loading time tracking)
[ ] @oliverb123 extend CLI to include more git info
[x] @oliverb123 Django integration improvements

planning ahead for next quarter

[x] everyone: add features to public roadmap to get signal ahead of Q3 planning
[x] @daibhin: prep for Q3 planning
[x] @oliverb123 RFC on shared server SDK core
[x] @fivestarspicy continue customer interviews
[x] @fivestarspicy prep & share growth review (focus on new revenue growth)
[ ] @fivestarspicy watch session replays (focus on issue management & performance / load times)

Side quests

[x] @daibhin deprecate user groups in favour of roles (link)
[ ] @fivestarspicy add ability to request SDKs to website
[ ] @hpouillot integrate MaxAI (explain issues, write filters)

Jun 11 '25 16:06 daibhin

Team Experiments 🧪

Support

Juraj

Retro

Anders:

Implemented the backend for frequentist stats method. Established a new structure that we will port our bayesian method to as well, for a cleaner for maintainable implementation. Also fixes some statistical issues we have with the current implementation.
Created a new experiment result format for more meaningful variable names and easier use in the frontend Implemented support for max, min and avg. aggregations on the new engine
Rewrite of our funnel metrics to use the same udf as product insights funnel queries. Not completely done (missing support for properties). This fixes a bug (multiple steps of same type, HeyGen ran into this issue) and makes it easy for us to support any ordering (requested by HeyGen)
Added organization setting for default stats method to use for new experiments
Support

Rodrigo: Feature Work:

View Recordings
Results breakdown viz for the new engine Fixes:
Search filters on experiment view
Support
Helped Dylan with Healf before Juraj took over
Customer Call Ava Labs

Juraj

Implemented new metrics UI for frequentist
Refactored storybooks
Support for Healf

Annika

Since both query runner rollout and pricing were not super urgent this week, I worked on non-experiments work
My goal for the rest of the week is to set up some user interviews, also to get some pricing feedback
The query runner message admin I also just need to wrap up, should be quick, I will also get it done by the end of the week

Sprint goals

Annika

Next steps experiments pricing
- Loop Pawel in
- Make list of open questions and start answering those
- Some user interviews to validate unit, and “paying for both flags and experiments, flags for delivery, experiments for evaluation”

Anders

Help out on frequentist UI, plus everything else
Finish funnel query rewrite (if not done yet)
If time, port bayesian to structure as freqentist module

Rodrigo

Refactors: get the query transformation unification done.
Write principles of state management
New engine/frequentist polish
Side quest: turn the AI Summary into a user-facing feature.

Juraj

Make frequentist production ready: UI components, documentation
Progress the new query runner
- Merge funnel breakdowns
- Email to all (prep the cohort of target users for Joe)
- Slack message to top paying customers
- Roll out to 100%
Side quest: Investigate current state of data warehouse integration

Jun 12 '25 08:06 jurajmajerik

Team Max AI

Support hero: @kappa90

Georgiy out 1.5 week.

OKR

Retro

🟡 Aggregate session summaries MVP @sortafreel - Temporal architecture is ready, needs user-facing summarization 🟢 Action summarization live for users @skoob13 🔴 Cohorts summarization live for users @skoob13 - on hold 🟠 Easy way to add real-world cases to evals @skoob13 - rollover 🟢 Continue running chats with product teams @kappa90 - Set up chat with #team-data-warehouse 🟡 Deep research v0 @kappa90 🟢 UI context @kappa90 - not in plan initially explicitly 🟢 New insight planning architecture @Twixes 🔴 Hunt down 99% of errors @Twixes - rollover ⬇️ Future PostHog UX - done @jamesefhawkins

High priority

Summaries of groups of sessions, built on new Temporal infra MVP @sortafreel
Deep research UI @kappa90
Hunt down 95% of errors @Twixes
Merge SQL editor SQL skill and insight creation @Twixes
Evals on actual real world cases @skoob13 (limited availability)

Extra points

Assign Max AI members per product team: Michael with Data Warehouse, Em with Product Analytics, Alex with Session Replay

Jun 13 '25 08:06 Twixes

Team LLM O11y Support hero: ME

Out next week

OKR Retro Completed all items:

Resposnses API in Node and Python
Parse supported in both

High priority

Improve docs to show all the great things we now do
Roll out playground to all customers

Jun 13 '25 17:06 k11kirky

Team Growth

Support hero: week 1 - @zlwaterfield , week 2 - @joshsny

Q2 Goals

Installation & SDK experience: Automate the setup of 50% of PostHog installations
- Setup wizard
  - 🟢 Support more integrations
  - 🟢 Uploading environment variables to common hosting providers
  - 🟢 PR workflow
  - Github action
  - 🟠 Automatic event instrumentation
- 🟠 Be the default analytics provider for vibe coders
- 🟠 Be the default option in boilerplates for NextJS, React & React Native
- 🟠 Improve the onboarding experience for self hosting users
Make it easier to use multiple products
- ❌ Project homepage: make this a good place to see an overview of all your products
- ❌ Gather common pitfalls from user onboarding calls and replays in each product and remove them
❌ Launch a creative product experiment once a month!

Retro

Sprint

@daniloc

🔴 Rough prototype of a starter
🔴 Attempt an LLM driven migration - scaffold a POC
🟢 Form opinions about MCP
🔴 Ship 2 blog posts
🟢 DeskHog tasks
- Rewrite insights parser
- Package up some deskhogs 🦔
- Scripting DeskHog video
- Design API for card development/user management
- DeskHog shipping odyssey
🟢 Begin building events integration to wizard

"deskhog took over my life"

@joshsny

B2B2C Integrations POC
- 🟠 Disabling billing features for platform orgs
- 🟢 Testing querying data off of S3 directly using chdb
- 🟢 Changing the web analytics jobs to export data to S3
- 🟢 Make changes to the query endpoint to support querying data from S3
- 🟠 Figure out some of the rest
🟢 MCP: Add tracking so we know how many users are using it
🟢 Event previews debugging in celery

Sprint

Time off: NA

@daniloc

Ship wizard event implementation
DeskHog: get helper going!
DeskHog: ship to VIPs
Begin playing with TanStack start

@joshsny

🟠 Deploy OAuth /authorize and /token endpoints
🟢 Background job for cleaning up old tokens
🟠 Add authentication & permission classes for OAuth
🟢 Move the S3 backed web analytics implementation to use a seperate bucket
Test S3 backed web analytics on an example team
🟠 Support (both weeks)
🟢 Make SQL tool not use streaming in MCP server
🟠 Make CI faster

Jun 16 '25 15:06 joshsny

Team Product Analytics

Sprint

Support: Sandy & Anirudh

Sandy
- Week 1 Support
- Nima Onboarding
Anirudh
- More CDP destinations for Alerts
- Statistical Analysis
- Week 2 Support
Thomas
- Wrap things up (query migration, paths v2, colors)

Q2 2025 objectives

🟠 Query node migration system (Thomas)
- We can evolve the schema of query nodes in non-trivial ways e.g. renaming a property or changing the type of a property.
- Frontend side query nodes are migrated or gracefully discarded.
🟠 Paths V2 follow-ups (Thomas)
- The V2 version of the insight has feature parity with V1 and is rolled out to users.
🟠 Insight colors follow-ups (Thomas)
- The dashboard breakdown colors feature supports all insights.
- The insight colors feature supports all insights, by adding a modal to allow customization of colors and handling the customizations in all chart types.
🟡Alerts (Anirudh)
- Migrate to temporal from celery
- Alert notifications in slack (supported from CDP destinations)
🟡 Statistical analysis (Anirudh working with Anna)
- Confidence intervals
- Forecasting
- Trend lines
- (stretch) Root cause analysis
🔴 AI generated insights (Anirudh)
- Suggested insights section (above all insights maybe)
  - Once we have the users data, we can figure out what insights to generate (from say signup events,...) maybe even create entire dashboards
- Related charts
  - When users are looking at a funnel step, we can suggest an autogenerated insight that shows dropoffs from the funnel step. Similar to related charts on Amplitude, we can dedicate a section to this on applicable insights
🟡 Improve Insight / Dashboard Load Times (Sandy)
- 🟢 Figure out EU database performance issues
- 🟡 Investigate top reasons why dashboard insights are not cached or are recalculated
- 🟡 Look into improving caching
  - 🟡 Move cache warming to temporal
- 🟡 Edit Mode for Insight
🟢 Improve Exports (Sandy)
- 🟢 Move them to ~~temporal~~ blocking
- 🟢 Better alerting when fail (tell the user why, especially OOM, suggest less columns)
- 🔴 Think about increasing limits or helping the user with pagination
🔴 Action Improvements (Sandy)
- 🔴 Saved Filters
- 🔴 Investigate warehouse enabled actions (for insights that support it)
🔴 Data warehouse support in insights (Thomas)
- A query using data warehouse and events tables, with complex joins can be implemented using UI only.
Onboarding improvements (Anna)
- Working together with #team-growth, we should continuously improve new user experience
Insight tabs / unified "data explorer" (Anna)
- Figure out the UX

Jun 17 '25 00:06 aspicer

Team Web Analytics

OKRs

🟡 Make Cookieless mode production-ready
- 🟢 Add batching to redis calls
- Fix associating unidentified users who have allowed cookies
🟢 Page reports
- 🟢 Iterate UX based on feedback after general release
- 🟢 Error tracking cross-sell
🟡 Marketing analytics
- 🟡 Get ad spend data from 2-5 data warehouse connectors (most likely Google Ads and ~~CSV~~ JSON files, then other ad platforms that we can dogfood)
- 🟡 Build out the 80/20 of marketing analytics insights, e.g. total revenue and spending per channel and per campaign
- Show GSC data via the API or batching with no filters
🟡 Query performance
- Add sampling to web vitals
- 🟢 Experiment with pre-aggregating query results
- Improve sessions table join
🟡 HogQL virtual fields
- 🟢 Add support for person initial channel type
- Experiment with how to add e.g. CPA (average for channel) as a virtual person property

Retro

Support hero: @robbie-c

High priority

@robbie-c 🟢 test cookieless on posthog.com
@robbie-c 🔴 reach out to customers to get them using it
@robbie-c 🔴 allow custom virtual fields based on hogql expressions
@lricoy 🔴 support conversion goals with pre-aggregated tables
@lricoy 🟢 support charts (trends) with pre-aggregated tables
@lricoy 🟡 finish the backfill
@jabahamondes 🟢 support self-managed source in marketing analytics
@jabahamondes 🟢 nativly support google ads source in marketing analytics
@jabahamondes 🟢 conversion goals in marketing analytics
@annaszell 🔴 user research for marketing analytics (ask sales "who are some customers that have mature marketing motions (who probably use batch exports also, or significant amounts of revenue)")

stretch goal

@robbie-c 🔴 total revenue virtual field
@robbie-c 🔴 max ai -> web analytics filters
@lricoy 🟢 continue helping @joshsny

This sprint

Support hero: @robbie-c

High priority

@lricoy finish the backfill
@lricoy remove the toggle and make it work automatically
@jabahamondes conversion goal support property aggregations
@jabahamondes conversion goal UI in the dashboard for exploration
@jabahamondes iterate on feedback with Brian
@robbie-c allow custom virtual fields based on hogql expressions
@robbie-c max ai -> web analytics filters

stretch goal

@robbie-c total revenue virtual field

Jun 18 '25 14:06 robbie-c

Sprint June 16 to June 27

Sprint Planning

List of incidents + any action items that haven't been scheduled yet

Team sprint planning

Team Naples not work

High priority

Side quests and lower priority

High priority

Side quests and lower priority

Team Experience, Developer

OKR

Retro

High priority

Low priority

Team Customer Dance Party (CDP)

OKR

Retro

Low prio

High priority

Low priority

Team Surveynauts - Explorers of Feedback Galaxies 👩‍🚀

Retro - Team Notes

What could've been better

What went well

Retro - Tasks

High priority

Mobile replay and Mobile SDKs

Low priority / Side quest

Goals

High priority

Mobile replay and Mobile SDKs

Low priority / Side quest

Team Clickhouse

Retro:

High priority

High priority

Low priority / side quests

Team Infra

OKR

Retro

High priority

Low priority / side quests

High priority

Low priority / side quests

Team Messaging

Retro

PTO

OKRs

This sprint

Team Ingestion

Retro

Discussion

OKRs

High priority

Team Error Tracking

Retro

OKR

High priority

Side quests

Team Experiments 🧪

Support

Retro

Sprint goals

Team Max AI

OKR

Retro

High priority

Extra points

Team Growth

Q2 Goals

Retro

Sprint

Sprint

Team Product Analytics

Sprint

Q2 2025 objectives

Team Web Analytics

OKRs

Retro

High priority