Lightweight analytics integration
Skill meyverick/agy-skills/skills/lightweight-analytics-integration
A collection of elite, modular, and validated AI agent skills and system rules for Google Antigravity.
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Integrates mandatory third-party analytics suites into ads by stripping abstractions. Use when raw, minified core JS layers are required to bypass payload limits.
SKILL.md
2.4 KB, 494 tokens by cl100k_base, as published. Nobody here has run it
Lightweight Analytics Integration
This skill dictates the process of stripping massive analytics SDKs down to their absolute core REST/HTTP layers. It allows the integration of complex tracking systems into hyper-constrained environments (like Playable Ads) without blowing up the payload size.
When to Use
- Use when a client mandates a specific analytics provider (e.g., Mixpanel, Amplitude) but the official SDK exceeds 100KB.
- Use when tracking custom funnels directly via REST endpoints.
- NOT for standard web/mobile apps with no payload limits.
Core Process
Phase 1: SDK Deconstruction
- Do not use
npm install <analytics-sdk>. - Read the provider's REST API documentation directly.
Phase 2: The Custom HTTP Wrapper
- Write a 50-line custom wrapper utilizing the native
fetchAPI. - Construct the JSON payload exactly as the REST API expects it.
- E.g.,
fetch('https://api.amplitude.com/2/httpapi', { method: 'POST', body: JSON.stringify(payload) });
Phase 3: Session & ID Management
- Official SDKs handle UUID generation and session tracking automatically. You must implement this manually.
- Generate a lightweight UUIDv4 or use
crypto.randomUUID(). - Store the session ID in local variables for the duration of the ad lifecycle.
Common Rationalizations
| Rationalization | Reality |
|---|---|
| "I'll just import the core module of the SDK, it should be small." | Even core modules often bundle polyfills, heavy JSON parsers, and retry queues. A custom fetch wrapper is the only way to guarantee a < 5KB footprint. |
| "I don't need a session ID for these events." | Analytics dashboards cannot stitch together user journeys without a consistent Session ID or User ID sent with every custom HTTP request. |
Red Flags
package.jsoncontaining heavyweight analytics dependencies for a playable ad.- Fetch wrappers failing to send a consistent
session_idacross multiple events.
Verification
Before finalizing the lightweight analytics integration:
- The integration bypasses the official NPM SDK in favor of a raw
fetchorImagepixel. - A custom Session ID is generated and attached to all events.
- The total byte footprint of the analytics script is under 5KB.
Gives 0 of the 12 instructions most analytics metrics skills give in 494 tokens
Counted across 368 of the 369 authors here whose files we hold, read 2026-08-06
- read product marketing context before asking questionsin 18 of 368, across 12 files
- use lowercase with underscores for event namesin 16 of 368, across 6 files
- track events for decisions not vanity metricsin 15 of 368, across 5 files
- use object-action format for event namesin 15 of 368, across 8 files
- produce a tracking plan documentin 14 of 368, across 4 files
- Call RUBE_SEARCH_TOOLS first to get current schemasin 13 of 368, across 2 files
- establish consistent event naming conventions before implementingin 10 of 368, across 4 files
- Verify dimension and metric compatibility before reportingin 9 of 368, across 2 files
- Encrypt data at rest and in transitin 9 of 368, across 3 files
- use snake_case for event namesin 9 of 368, across 5 files
- monitor technical health during the testin 9 of 368, across 5 files
- use consistent property namesin 8 of 368, across 4 files
Said here and by no other author read
- read provider rest api documentation
- write a custom fetch api wrapper
- construct expected json payload exactly
- generate session id manually
- attach consistent session id to events
- bypass official npm sdk
Grouped from the skills themselves: near-identical wordings counted once, and counted by distinct author, so one author publishing three of these counts once. Length counted with cl100k_base; the agent that loads this file may tokenize it differently.