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Formatting Insight Axes

PostHogOfficialPublished by PostHog

  • Skill
  • Tool integration
  • Data and AI
  • MIT
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From the author

Pick the right y-axis unit when creating or updating an insight via `posthog:insight-create` or `posthog:insight-update` — both TrendsQuery (`trendsFilter.aggregationAxisFormat`) and SQL insights (`DataVisualizationNode`, `chartSettings.yAxis[].settings.formatting`). Use when the agent is about to add a `formula` purely to convert units (e.g. dividing seconds by 60 to display minutes), when a `math_property` or SQL column is a duration, currency, ratio, or large count, or whenever the user mentions "format the y-axis", "duration", "seconds", "minutes", "hours", "milliseconds", "ms", "percentage", "%%", "currency", "decimals", "axis label", or "axis unit" in the context of a graph insight.
— the description by PostHog

AutoGineer summary

Written by AutoGineer from the skill’s own files, not by the author

This skill provides best practices for configuring y-axis units in PostHog insights using built-in formatters. Instead of manually manipulating data via formulas (e.g., dividing by 60 to convert seconds to minutes), agents should use the native aggregationAxisFormat for TrendsQuery or chartSettings.yAxis for SQL insights. This approach ensures data remains numerically accurate for further analysis while providing human-readable labels like durations, percentages, and currency.

What it does

  • Replaces manual unit conversion formulas with native PostHog axis formatters.
  • Configures duration, currency, percentage, and short-number formatting for TrendsQuery.
  • Applies formatting to SQL insights via DataVisualizationNode settings.
  • Provides guidance on using prefixes and suffixes for custom unit labeling.
  • Advises on cleaning up legacy anti-patterns in existing insight configurations.
  • Ensures consistent decimal precision across different chart types.

When to use it

  • When creating or updating a graph insight in PostHog.
  • When the data represents duration, currency, ratios, or large counts.
  • When a user requests specific axis labels like 'minutes', 'seconds', 'percentage', or 'currency'.
  • When you identify manual math formulas used solely for unit conversion in existing insights.

Advantages

  • Keeps underlying data series clean and accurate for further calculations.
  • Automatically handles dynamic scaling (e.g., 1.5s vs 2m 12s).
  • Prevents common formatting errors like double-percent signs.
  • Simplifies query logic by removing unnecessary arithmetic operations.

Usage examples

“Create a trend graph for p95 page load time in milliseconds.”
The agent creates a TrendsQuery with aggregationAxisFormat set to 'duration_ms' to correctly label the p95 latency data.
“Update this insight to show conversion rate as a percentage.”
The agent updates the insight to use 'percentage_scaled' format, removing any manual 'A * 100' formulas from the query.
“The y-axis for my revenue chart is showing raw numbers, please fix it.”
The agent applies 'currency' formatting to the insight, ensuring it respects the project's base currency settings.

Install

  1. Download the skill as a ZIP:

    https://autogineer.com/agent-skills/posthog/formatting-insight-axes/download
  2. Unzip it into the cross-client skills folder of your project:

    mkdir -p .agents/skills && unzip formatting-insight-axes.zip -d .agents/skills

Documentation by PostHog

Formatting insight axes

PostHog renders insights with a built-in axis formatter. Use it instead of contorting the query or a literal prefix/postfix to fake units.

The two insight kinds configure it in different places:

  • TrendsQuery — trendsFilter.aggregationAxisFormat (this page, below)

  • SQL insights (DataVisualizationNode) — per-column settings.formatting (see SQL insights)

The anti-pattern

If you are reaching for any of these, stop and pick a format below first:

  • formula: "A / 60" with aggregationAxisPostfix: " mins" — manual seconds -> minutes

  • formula: "A / 1000" with aggregationAxisPostfix: " s" — manual ms -> seconds

  • formula: "A * 100" with aggregationAxisPostfix: "%" — manual ratio -> percent

  • aggregationAxisPostfix: "ms" / "s" / "min" / "hr" on raw values

These freeze the unit at one scale. The built-in formatter picks a friendly unit per value (1.5s, 2m 12s, 1h 4m) and keeps the underlying series numerically correct for further math, breakdowns, and alerts.

Available formats

Set trendsFilter.aggregationAxisFormat on the TrendsQuery:

ValueUse when the series is...Renders as
numeric (default)a plain count1,234
durationseconds (any scale)45s, 2m 12s, 1h 4m
duration_msmilliseconds850ms, 1.5s, 1m 4s
percentagealready 0-10047.3%
percentage_scaleda ratio 0-147.3%
currencymoney in the project's base currency$1,234.56 (or local code)
shortlarge counts you want compacted1.2K, 3.4M

Companion fields on trendsFilter:

  • aggregationAxisPrefix — literal prefix (e.g. "$") when you need a symbol pinned to a specific currency or unit, regardless of project settings

  • aggregationAxisPostfix — literal suffix; reserve for genuine units the format can't express (e.g. " req", " events"), never for "mins" / "s" / "%" — the percentage formats already append the % sign, so a "%" postfix renders 50%%

  • decimalPlaces — cap decimals (1 or 2 is usually right for currency / ratios)

Currency — pick format or prefix carefully

aggregationAxisFormat: "currency" renders with the project's base currency (set in project settings, defaults to USD). Use it when the underlying values are in that same currency — e.g. revenue events that PostHog auto-converts to the project's base currency.

If the values are pinned to a specific currency regardless of project (e.g. $ai_total_cost_usd is always USD, even on a EUR-base project), use aggregationAxisPrefix: "$" + decimalPlaces: 2 so the symbol matches the data. Using format: "currency" here would render USD values with € on a EUR project.

When the series is in seconds

If the series is in seconds (latency, session length, time-to-first-event, processing time, page load, etc.), silently default to aggregationAxisFormat: "duration". Do not stop to ask — the formatter is non-destructive (the underlying values stay in seconds either way, only the labels change), so picking it is always at least as good as raw seconds.

Only confirm with the user when they have explicitly named a fixed unit they want pinned ("show this in minutes", "graph the average in hours"):

"I can pin the y-axis to minutes by dividing the series by 60, or use PostHog's duration formatter which auto-picks seconds / minutes / hours per value — 90s renders as 1m 30s and 5400s as 1h 30m. Which would you prefer?"

In one-shot MCP contexts where no user is in the loop, just pick duration and move on.

Examples

Latency — duration in milliseconds
{
  "kind": "TrendsQuery",
  "series": [
    {
      "kind": "EventsNode",
      "event": "$pageview",
      "math": "p95",
      "math_property": "$performance_page_loaded"
    }
  ],
  "trendsFilter": {
    "aggregationAxisFormat": "duration_ms"
  }
}
Average session length — duration in seconds
{
  "kind": "TrendsQuery",
  "series": [
    {
      "kind": "EventsNode",
      "event": "$pageleave",
      "math": "avg",
      "math_property": "$session_duration"
    }
  ],
  "trendsFilter": {
    "aggregationAxisFormat": "duration"
  }
}
Revenue — currency in the project's base currency
{
  "trendsFilter": {
    "aggregationAxisFormat": "currency",
    "decimalPlaces": 2
  }
}
Fixed-currency value (e.g. LLM cost in USD) — pin the symbol
{
  "trendsFilter": {
    "aggregationAxisPrefix": "$",
    "decimalPlaces": 2
  }
}
Conversion rate — percentage from a 0-1 formula
{
  "kind": "TrendsQuery",
  "series": [
    {
      "kind": "EventsNode",
      "event": "checkout_completed",
      "math": "dau"
    },
    {
      "kind": "EventsNode",
      "event": "checkout_started",
      "math": "dau"
    }
  ],
  "trendsFilter": {
    "formula": "A / B",
    "aggregationAxisFormat": "percentage_scaled",
    "decimalPlaces": 1
  }
}

SQL insights (DataVisualizationNode)

SQL insights have no trendsFilter. Formatting is per column, on chartSettings.yAxis[].settings.formatting for a chart and top-level tableSettings.columns[].settings.formatting for a table.

{
  "kind": "DataVisualizationNode",
  "source": { "kind": "HogQLQuery", "query": "SELECT week, conversion_rate FROM ..." },
  "display": "ActionsLineGraph",
  "chartSettings": {
    "xAxis": { "column": "week" },
    "yAxis": [
      {
        "column": "conversion_rate",
        "settings": { "formatting": { "style": "percent", "decimalPlaces": 1 } }
      }
    ]
  }
}

style is none, number, short, or percent — no duration or currency. Express those with prefix / suffix, or in the SQL itself.

percent both appends the % sign and multiplies the value by 100 (like the trends percentage_scaled format; there is no unscaled variant). So feed it a 0-1 ratio and leave suffix unset — pick one shape, never a mix:

SQL returnsformattingRenders
a 0-1 ratio (a / b){"style": "percent", "decimalPlaces": 1}47.3%
0-100 (round(100.0 * a / b, 1)){"style": "number", "suffix": "%", "decimalPlaces": 1}47.3%

A mix renders broken: style: "percent" plus a "%" suffix gives 47.3%%, and percent on an already-scaled 0-100 column gives 4730%. Prefer the ratio form — it keeps the 100.0 * out of the query, so the stored column stays a plain ratio for anything else that reads it.

Updating an existing insight

If an insight you are already editing uses one of these anti-patterns — a trends formula/postfix pair, or a SQL column with both style: "percent" and a "%" suffix — fix it in the same posthog:insight-update call: drop the divide-by-N or 100.0 * and the literal %, and let the format own the unit. Values stay the same, only labels change. Do not scan unrelated insights — fix only the ones you are already touching.

Files

SKILL.md

Formatting insight axes

PostHog renders insights with a built-in axis formatter. Use it instead of contorting the query or a literal prefix/postfix to fake units.

The two insight kinds configure it in different places:

  • TrendsQuery — trendsFilter.aggregationAxisFormat (this page, below)

  • SQL insights (DataVisualizationNode) — per-column settings.formatting (see SQL insights)

The anti-pattern

If you are reaching for any of these, stop and pick a format below first:

  • formula: "A / 60" with aggregationAxisPostfix: " mins" — manual seconds -> minutes

  • formula: "A / 1000" with aggregationAxisPostfix: " s" — manual ms -> seconds

  • formula: "A * 100" with aggregationAxisPostfix: "%" — manual ratio -> percent

  • aggregationAxisPostfix: "ms" / "s" / "min" / "hr" on raw values

These freeze the unit at one scale. The built-in formatter picks a friendly unit per value (1.5s, 2m 12s, 1h 4m) and keeps the underlying series numerically correct for further math, breakdowns, and alerts.

Available formats

Set trendsFilter.aggregationAxisFormat on the TrendsQuery:

ValueUse when the series is...Renders as
numeric (default)a plain count1,234
durationseconds (any scale)45s, 2m 12s, 1h 4m
duration_msmilliseconds850ms, 1.5s, 1m 4s
percentagealready 0-10047.3%
percentage_scaleda ratio 0-147.3%
currencymoney in the project's base currency$1,234.56 (or local code)
shortlarge counts you want compacted1.2K, 3.4M

Companion fields on trendsFilter:

  • aggregationAxisPrefix — literal prefix (e.g. "$") when you need a symbol pinned to a specific currency or unit, regardless of project settings

  • aggregationAxisPostfix — literal suffix; reserve for genuine units the format can't express (e.g. " req", " events"), never for "mins" / "s" / "%" — the percentage formats already append the % sign, so a "%" postfix renders 50%%

  • decimalPlaces — cap decimals (1 or 2 is usually right for currency / ratios)

Currency — pick format or prefix carefully

aggregationAxisFormat: "currency" renders with the project's base currency (set in project settings, defaults to USD). Use it when the underlying values are in that same currency — e.g. revenue events that PostHog auto-converts to the project's base currency.

If the values are pinned to a specific currency regardless of project (e.g. $ai_total_cost_usd is always USD, even on a EUR-base project), use aggregationAxisPrefix: "$" + decimalPlaces: 2 so the symbol matches the data. Using format: "currency" here would render USD values with € on a EUR project.

When the series is in seconds

If the series is in seconds (latency, session length, time-to-first-event, processing time, page load, etc.), silently default to aggregationAxisFormat: "duration". Do not stop to ask — the formatter is non-destructive (the underlying values stay in seconds either way, only the labels change), so picking it is always at least as good as raw seconds.

Only confirm with the user when they have explicitly named a fixed unit they want pinned ("show this in minutes", "graph the average in hours"):

"I can pin the y-axis to minutes by dividing the series by 60, or use PostHog's duration formatter which auto-picks seconds / minutes / hours per value — 90s renders as 1m 30s and 5400s as 1h 30m. Which would you prefer?"

In one-shot MCP contexts where no user is in the loop, just pick duration and move on.

Examples

Latency — duration in milliseconds
{
  "kind": "TrendsQuery",
  "series": [
    {
      "kind": "EventsNode",
      "event": "$pageview",
      "math": "p95",
      "math_property": "$performance_page_loaded"
    }
  ],
  "trendsFilter": {
    "aggregationAxisFormat": "duration_ms"
  }
}
Average session length — duration in seconds
{
  "kind": "TrendsQuery",
  "series": [
    {
      "kind": "EventsNode",
      "event": "$pageleave",
      "math": "avg",
      "math_property": "$session_duration"
    }
  ],
  "trendsFilter": {
    "aggregationAxisFormat": "duration"
  }
}
Revenue — currency in the project's base currency
{
  "trendsFilter": {
    "aggregationAxisFormat": "currency",
    "decimalPlaces": 2
  }
}
Fixed-currency value (e.g. LLM cost in USD) — pin the symbol
{
  "trendsFilter": {
    "aggregationAxisPrefix": "$",
    "decimalPlaces": 2
  }
}
Conversion rate — percentage from a 0-1 formula
{
  "kind": "TrendsQuery",
  "series": [
    {
      "kind": "EventsNode",
      "event": "checkout_completed",
      "math": "dau"
    },
    {
      "kind": "EventsNode",
      "event": "checkout_started",
      "math": "dau"
    }
  ],
  "trendsFilter": {
    "formula": "A / B",
    "aggregationAxisFormat": "percentage_scaled",
    "decimalPlaces": 1
  }
}

SQL insights (DataVisualizationNode)

SQL insights have no trendsFilter. Formatting is per column, on chartSettings.yAxis[].settings.formatting for a chart and top-level tableSettings.columns[].settings.formatting for a table.

{
  "kind": "DataVisualizationNode",
  "source": { "kind": "HogQLQuery", "query": "SELECT week, conversion_rate FROM ..." },
  "display": "ActionsLineGraph",
  "chartSettings": {
    "xAxis": { "column": "week" },
    "yAxis": [
      {
        "column": "conversion_rate",
        "settings": { "formatting": { "style": "percent", "decimalPlaces": 1 } }
      }
    ]
  }
}

style is none, number, short, or percent — no duration or currency. Express those with prefix / suffix, or in the SQL itself.

percent both appends the % sign and multiplies the value by 100 (like the trends percentage_scaled format; there is no unscaled variant). So feed it a 0-1 ratio and leave suffix unset — pick one shape, never a mix:

SQL returnsformattingRenders
a 0-1 ratio (a / b){"style": "percent", "decimalPlaces": 1}47.3%
0-100 (round(100.0 * a / b, 1)){"style": "number", "suffix": "%", "decimalPlaces": 1}47.3%

A mix renders broken: style: "percent" plus a "%" suffix gives 47.3%%, and percent on an already-scaled 0-100 column gives 4730%. Prefer the ratio form — it keeps the 100.0 * out of the query, so the stored column stays a plain ratio for anything else that reads it.

Updating an existing insight

If an insight you are already editing uses one of these anti-patterns — a trends formula/postfix pair, or a SQL column with both style: "percent" and a "%" suffix — fix it in the same posthog:insight-update call: drop the divide-by-N or 100.0 * and the literal %, and let the format own the unit. Values stay the same, only labels change. Do not scan unrelated insights — fix only the ones you are already touching.

Requirements and compatibility

Works with: Claude Code, Claude apps, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Goose, Amp, Roo Code, JetBrains Junie, Factory Droid, Devin (ex-Windsurf), Mistral Vibe, OpenHands, Letta

“Works with” means the tool reads the open Agent Skills format; a skill written for one tool may use features others lack.

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Attribution and licence

Published by
PostHog
Publisher
PostHog (Official)
Source
PostHog/skills · skills/omnibus/formatting-insight-axes · commit a5d30e7
Licence
MIT License (redistribution allowed)
  • LICENSE (added by AutoGineer from LICENSE)
  • ATTRIBUTION.md (written by AutoGineer)
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