From c6f3c30dfbfa97a056ff50532cde20f8068be89d Mon Sep 17 00:00:00 2001 From: Ian Vanagas <34755028+ivanagas@users.noreply.github.com> Date: Wed, 13 Dec 2023 15:23:55 -0800 Subject: [PATCH 1/3] update data management docs --- contents/docs/data/index.mdx | 168 ++++++------------ contents/docs/data/timestamps.md | 17 ++ .../data-management-event-expand.png | Bin 216435 -> 0 bytes .../data-management/data-management-page.png | Bin 376776 -> 0 bytes .../data-management/definition-card-edit.png | Bin 211127 -> 182976 bytes .../data-management/definition-card-view.png | Bin 142629 -> 0 bytes .../features/data-management/events.png | Bin 0 -> 428962 bytes .../features/data-management/warnings.png | Bin 0 -> 267103 bytes src/navs/index.js | 4 + 9 files changed, 73 insertions(+), 116 deletions(-) create mode 100644 contents/docs/data/timestamps.md delete mode 100644 contents/images/features/data-management/data-management-event-expand.png delete mode 100644 contents/images/features/data-management/data-management-page.png delete mode 100644 contents/images/features/data-management/definition-card-view.png create mode 100644 contents/images/features/data-management/events.png create mode 100644 contents/images/features/data-management/warnings.png diff --git a/contents/docs/data/index.mdx b/contents/docs/data/index.mdx index 9c4ac6cbb31c..fca7cb3e94da 100644 --- a/contents/docs/data/index.mdx +++ b/contents/docs/data/index.mdx @@ -6,172 +6,108 @@ availability: free: partial selfServe: full enterprise: full - - features: - tagging: - free: false - selfServe: true - enterprise: true - descriptions: - free: false - selfServe: true - enterprise: true --- -[//]: # 'On restricted plans, users cannot create definitions and view any 30d metrics for events and event properties.' - -Data management lets you keep events and properties organized. Managing your data becomes especially helpful in situations where: - -- It is hard to understand events, actions, and properties that you yourself didn't set up. -- Data decays quickly, and most of the time fails to stay up-to-date with instrumentation. -- Event-level context in insights and dashboards is difficult to share with external people and new team members. - -## What is a definition? - -Definitions are the basic building blocks for how you manage data at PostHog. You don't need to create definitions in order to get started analyzing your data on PostHog, but your team's experience on PostHog can be greatly enriched when your events are defined with best practices in mind. - -It is also important to note that PostHog will implicitly create a skeleton definition for every event and event property it ingests, and each definition -can be enriched with more context at any time. - -## When do I need a definition? +Data management lists many of the types of data in your PostHog instance. This helps you better understand the data you have and how it is used. -Instrumentation is always changing and it can become difficult to keep track of events as their meanings and usage change across teams and over time. This is where definitions can come in handy as they are mutable representations of their immutable counterparts (events and their properties), making them ideal candidates for storing information that can adapt to changes in your product. +## Events -## What can I define? +The [event tab](https://app.posthog.com/data-management/events) contains a list of all the [events](/docs/data/events) captured into your PostHog instance. They are sortable by name, last seen, and type (custom vs default). -### Event Definition +Each event also contains the top custom properties for that event including their type, tags, and an example. -An event definition is a mutable representation of an event. A single definition can be used to describe a set of events that share the same name. +![Data management events](../../images/features/data-management/events.png) -Event definitions differ from actions in that a definition can represent exactly one type of event, whereas actions are composed of multiple matching groups and therefore multiple events. We recommend using actions if your data managing use case cannot be solved with simple definitions. +### Event details -### Event Property Definition +Clicking on an event from this list shows more details about it such as: -An event property definition is a mutable representation an event property that is nested inside an event. Event property definitions are globally defined, meaning that the same properties shared across events will share one definition. +- An editable description +- The raw event name +- First and last seen dates +- Top custom properties +- Matching events -### Definition attributes +Clicking the edit button enables you to edit the description along with the event's tags and verification status. You can see and edit the description, tags, and verification status wherever you use this in PostHog, such as insights. This is useful for keeping track of what data is up-to-date and relevant. -Today, you can add descriptions and tags to both events and event property definitions. Event definitions can also be verified which tells collaborators that an event should be favored over other similar events. +![Definition card edit](../../images/features/data-management/definition-card-edit.png) -You can learn about how to best use these attributes by going to our [best practices](/docs/user-guides/data-management/#data-management-best-practices) section. +## Actions -## Creating definitions +The [actions tab](https://app.posthog.com/data-management/actions) contains a list of all the [actions](/docs/data/actions) created. They are sortable by name, who created them, creation date, and whether they post to a webhook. The actions list also contains the type of action such as an event, autocapture, or pageview URL along with a description and tags. -Before creating your first definition, make sure at least one event of that type has been sent to PostHog. You can use the "Live Events" page to observe that your event has been ingested properly. +Clicking on an action takes you to that action's details page where you can edit it. -### Creating a definition from a filter +## Properties -Definitions can be created on the fly anywhere in the app where there is a filter. +The [properties tab](https://app.posthog.com/data-management/properties) contains a list of event, person, and group properties that have been captured into your PostHog instance. They are sortable by name and each listing also contains their type and tags. -Open the filter and hover over the item you'd like to create a definition for. See that a definition pops up on the side. +## Annotations -![PostHog - definition card view](../../images/features/data-management/definition-card-view.png) +The [annotations tab](https://app.posthog.com/data-management/annotations) enables you to create and edit [annotations](/docs/data/annotations). These enable you to add written notes to specific dates and times that show insights and dashboards. -This card represents the definition that has already been created. If you haven't created a definition here, PostHog will display an empty definition you can fill out here. +You can also sort by date and time, scope (project), creator, and creation date. -Click "Edit" in the definition card. +## History -![PostHog - definition card edit](../../images/features/data-management/definition-card-edit.png) +The [history tab](https://app.posthog.com/data-management/history) contains a log of all the changes to event and property descriptions and tags along with deletion and verification of events. -From here you can add some context that captures some context about this event or property. Keep in mind this definition will persist everywhere this event is displayed in the app. - -Once you've finalized everything, save your definition, and you're good to go! - -### Creating a definition from the Data Management page - -If you'd like one central place to manage all your definitions, go to the Data Management page to see a flat list of event and event property definitions. - -![PostHog - data management page](../../images/features/data-management/data-management-page.png) +## Ingestion warnings -From here you may hover over event and event property names to edit definitions. +Sometimes PostHog runs into problems during ingestion due to incorrect or suboptimal usage of PostHog. For example, if you capture an event with a generic ID like `null`, PostHog doesn't ingest it. -You may also explore all properties nested under each event to quickly understand how your data is structured. +If this happens, we do our best to still ingest the event and we log an ingestion warning. -![PostHog - data management expand](../../images/features/data-management/data-management-event-expand.png) +![Ingestion warnings](../../images/features/data-management/warnings.png) -#### Adding tags and descriptions to events +Below are all the warnings we currently log and what they mean. - +> **Note:** These warnings are sampled. The actual number of events affected may exceed the total displayed. -Tags and descriptions can additionally be added to events after they are created. This makes using them in insights much easier, especially as the number of distinct event types grows. +### Refused to merge with an illegal distinct ID -## Ingestion warnings +See our [identify docs](/docs/product-analytics/identify) for what happens when you call `identify` or `alias` with an illegal distinct ID like `guest` or `null`. -Sometimes we run into problems during ingestion from suboptimal usage of PostHog, for example to maintain data integrity we don't merge with generic IDs like `null`. -If this happens we'll do our best to still ingest the event and we'll additionally log an ingestion warning. These warnings can be seen in the Data Management section. -The rest of this page contains more details on the specific warnings. - -### Refused to merge with an illegal distinct id +### Refused to merge an already identified user -See [identifying users - considerations](/docs/integrate/identifying-users#considerations) for background. +See our [identify docs](/docs/product-analytics/identify#how-to-handle-duplicates-of-the-same-user) for details on how we handle duplicate users. -### Refused to merge an already identified user +### Refused to process event with invalid UUID -See [identifying users - considerations](/docs/integrate/identifying-users#considerations) for background. +PostHog drops events with invalid UUIDs. -### Refused to process event with invalid uuid +There are very few cases where it would be good to provide an event UUID. PostHog generates these for you. -The events with invalid uuids are dropped. -There are very few cases where it would be good to provide an event uuid. -Furthermore there are some gotchas to be aware of, for example deduping based on event uuid is not guaranteed due to how merges work in ClickHouse. +When generating UUIDs, there are many gotchas to be aware of. For example, deduping based on event UUID is not guaranteed due to how merges work in ClickHouse. ### Ignored an invalid timestamp, event was still ingested -When sending events, the `timestamp` and `sent_at` fields should be in `ISO 8601` format. Because parsing failed, -these fields were ignored and [the event timestamp was computed](#how-event-timestamps-are-computed) as if they -were omitted. These events have still been ingested, but their timestamp might be off. +When capturing events, the `timestamp` and `sent_at` fields should be in `ISO 8601` format. When parsing fails, PostHog ignores these fields and [computes them itself](/docs/data/timestamps) as if omitted. These events are still ingested, but their timestamp might be different than the one you intended. ### An event was sent more than 23 hours in the future -This warning indicates a bug in your instrumentation, as we don't expect events to be sent from the future. -Read about [how we compute event timestamps](#how-event-timestamps-are-computed) and review your -instrumentation code (the `sent_at` or the `offset` values might be wrong). +This warning indicates a bug in your instrumentation, as we don't expect events from the future. Read about [how we compute event timestamps](/docs/data/timestamps) and review your instrumentation code (the `sent_at` or the `offset` values might be wrong). -These events have been ingested and stored, but will not show up in the UI. If these events -create new persons, these persons will have a "first seen" property in the future. +These events are ingested and stored, but will not show up in the UI. If these events create new persons, these persons will have a "first seen" property in the future. ### Discarded event exceeding 1MB limit -Events that exceed 1 megabyte in size after processing are discarded. This may -happen if an exceptionally large number of properties are sent along with the -event (including person properties), or one or more installed apps transformed -the event and enriched it with a large amount of additional property data. - -Please note that these warnings are sampled: the actual number of events that -were discarded may exceed the total displayed quantity. - -## How event timestamps are computed - -If you are using one of our [libraries](/docs/integrate#libraries) event timestamps will be handled for you. However, users doing manual instrumentation, we provide you with several mechanisms to set event timestamps: - -* If the payload contains `timestamp` and `sent_at` fields, the `sent_at` field is compared to the server time to account for clock skew. The event's `timestamp` is adjusted by this difference before being stored. This is the method our libraries use. -* If the payload includes a `timestamp` but no `sent_at` field, then `timestamp` will directly be used as the event timestamp. -* If `offset` is included in the payload, then this value is interpreted as milliseconds and will be subtracted from the capture time recorded by the server to obtain the event timestamp. The first two alternatives have higher priority so `offset` will be ignored if `timestamp` is present. -* Finally, as a fallback when no `timestamp` or `offset` are included in the payload, the capture time recorded by the server is used as the event timestamp. - -To ensure maximum compatibility with PostHog, `timestamp` and `sent_at` fields should be in `ISO-8601` format. - -## Data Management best practices - -**1. The more definitions you add, the easier it will be for your teammates to understand what each event and property represents** - -Over time, it's easy to generate similar sounding events that are subtly different. You could, for example, have several `sign_up` custom events from different sources, such as a second app pushing data to the same instance, or `sign up` events from your frontend and backend. Describing these events properly avoids confusion for teammates and new users who weren't involved in setting up the events. - -2. **Official organization-wide events should be verified so that teammates can discover and use them easily** +PostHog discards events exceeding 1 megabyte in size after processing. The two common ways this happens are: -Verified events are prioritized in filters and other selection components to signal to the rest of the team that this event should be used in favor of other similar events. An example where this comes in handy is if there are two events that sound familiar, `signed up` and `signed_up`. Verifying the first tells others very explicitly that one is still being used and the other has gone stale. +1. An event is captured with an exceptionally large number of properties (including person properties) -3. **Tagging is an easy way to categorize events into custom groups, be it for a product, feature or new page** +2. One or more installed apps transformed the event and enriched it with a large amount of additional property data. -We highly recommend using tags to organize events coming in from different parts of your product. At PostHog for example, we use tags called `session-recordings`, `funnels`, and `feature-flags` to keep track of insights and dashboards related to those features. +### Event ingestion has overflowed capacity -Tags can also be useful for organizing PostHog for internal use. We create tags for each of our internal [small teams](/handbook/small-teams/team-structure/why-small-teams) to signal which dashboards are interesting to our respective teams. +This warning indicates PostHog is receiving more events for a single `distinct_id` than it can process in the main ingestion pipeline. These events are still safe and ingested but through a slower overflow pipeline that is slower. This is often a sign of an instrumentation bug such as a loop sending the same event. -### Further reading +## Database (beta) -Want to know more about what's possible with Data Management in PostHog? Try these tutorials: +The database tab shows a list of the tables in your PostHog instance. You can then query the supported tables using [HogQL](/docs/hogql). -- [How to delete bulk data](/tutorials/deleting-data) -- [How to automatically organize PostHog actions in Notion](/tutorials/how-to-connect-posthog-and-notion-with-zapier) +## Further reading -Want more? Check our [full list of PostHog tutorials](https://posthog.com/tutorials). +- [Event ingestion explained](/handbook/engineering/databases/event-ingestion) +- [5 ways to improve your product analytics data](/product-engineers/5-ways-to-improve-analytics-data) +- [A non-technical guide to understanding data in PostHog](/tutorials/non-technical-guide-to-data) diff --git a/contents/docs/data/timestamps.md b/contents/docs/data/timestamps.md new file mode 100644 index 000000000000..203d0a7892fe --- /dev/null +++ b/contents/docs/data/timestamps.md @@ -0,0 +1,17 @@ +--- +title: Timestamps +sidebar: Docs +showTitle: true +--- + +PostHog automatically computes timestamps for captured events, but you can also set them manually. For example: + +- If the payload contains `timestamp` and `sent_at` fields, the `sent_at` field is compared to the server time to account for clock skew. The event's `timestamp` is adjusted by this difference before being stored. This is the method our libraries use. + +- If the payload includes a `timestamp` but no `sent_at` field, then `timestamp` is directly used as the event timestamp. + +- If `offset` is included in the payload, then this value is interpreted as milliseconds and is subtracted from the capture time recorded by the server to obtain the event timestamp. 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'Timestamps', + url: '/docs/data/timestamps', + }, { name: 'User properties', url: '/docs/data/user-properties', From 84a69a1d6dc4a4f445b6a873caaafd5e3adcc18d Mon Sep 17 00:00:00 2001 From: Ian Vanagas <34755028+ivanagas@users.noreply.github.com> Date: Thu, 14 Dec 2023 09:23:03 -0800 Subject: [PATCH 2/3] Lior suggestion Co-authored-by: Lior539 --- contents/docs/data/index.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/contents/docs/data/index.mdx b/contents/docs/data/index.mdx index fca7cb3e94da..08fefd1b41bf 100644 --- a/contents/docs/data/index.mdx +++ b/contents/docs/data/index.mdx @@ -8,7 +8,7 @@ availability: enterprise: full --- -Data management lists many of the types of data in your PostHog instance. This helps you better understand the data you have and how it is used. +Below are the different types of data you'll come across in your PostHog instance. ## Events From ecb347f2a44f16f810a36302956b4bf87ed43dbb Mon Sep 17 00:00:00 2001 From: Ian Vanagas <34755028+ivanagas@users.noreply.github.com> Date: Thu, 14 Dec 2023 09:28:09 -0800 Subject: [PATCH 3/3] add internal links --- contents/docs/data/events.mdx | 4 +++- contents/tutorials/hogql-date-time-filters.md | 2 +- contents/tutorials/time-breakdowns.md | 2 +- 3 files changed, 5 insertions(+), 3 deletions(-) diff --git a/contents/docs/data/events.mdx b/contents/docs/data/events.mdx index 59f48076cd17..4d9c9462e6f4 100644 --- a/contents/docs/data/events.mdx +++ b/contents/docs/data/events.mdx @@ -68,7 +68,7 @@ PotHog detects boolean values and allows filtering by only: ### Dates and Timestamps -PostHog detects several formats of string as dates and times +PostHog detects several formats of string as dates and times: - YYYY-MM-DD, - Date and date and time strings from [the ISO8601 standard](https://en.wikipedia.org/wiki/ISO_8601), @@ -92,6 +92,8 @@ Filtering against that property will then show a date picker and allows filterin ![query list for a date time property lists only equals, before, after, is set, is not set](../../images/features/events/datetime-type-operators.png) +> Read more about [how PostHog calculates timestamps](/docs/data/timestamps). + ### Numeric PostHog detects numeric properties and allow filtering by only: diff --git a/contents/tutorials/hogql-date-time-filters.md b/contents/tutorials/hogql-date-time-filters.md index fddebc150df6..ddbe9810903b 100644 --- a/contents/tutorials/hogql-date-time-filters.md +++ b/contents/tutorials/hogql-date-time-filters.md @@ -23,7 +23,7 @@ HogQL filters are available on every type of insight from trends to funnels to l Below is a non-exhaustive list of time properties that are commonly used in HogQL (You can find a full list of events, properties, and types in your [data management tab](https://app.posthog.com/data-management/events)): -- The `timestamp` property indicates what time an event occurred, and is automatically set. +- The `timestamp` property indicates what time an event occurred, and is generally [automatically set](/docs/data/timestamps). - [Persons](/docs/data/persons) have a `created_at` property, which you can access with `person.created_at`. - For custom events or person properties, you can access them with `person.properties.{custom_property_name}`. diff --git a/contents/tutorials/time-breakdowns.md b/contents/tutorials/time-breakdowns.md index 9c21ca28a887..230670cab328 100644 --- a/contents/tutorials/time-breakdowns.md +++ b/contents/tutorials/time-breakdowns.md @@ -26,7 +26,7 @@ You can visualize this with a total value bar chart to the sums for the date ran ![Time of day](../images/tutorials/time-breakdowns/day.png) -> **Note:** Event timestamps default to UTC. You need to adjust your times depending on your local time. For example, if you are in Pacific Daylight Time, subtract 7 hours from UTC timestamps to match your local time. +> **Note:** Event [timestamps](/docs/data/timestamps) default to UTC. You need to adjust your times depending on your local time. For example, if you are in Pacific Daylight Time, subtract 7 hours from UTC timestamps to match your local time. ## Hourly breakdown