# 📈 Product Analytics & Growth Ops

Product analytics, feature flags, rollout checks, session replay, privacy-friendly web analytics, and experiment/evaluation workflows.

- Live page: https://agentskillexchange.com/industry-skills/#product-analytics-growth-ops
- Homepage access: Curated Collections on https://agentskillexchange.com/

## Who this is for

- Product, growth, analytics, and rollout teams that need agents to inspect metrics, flags, and experiment evidence.
- Operators who need lightweight analytics workflows before escalating to full BI or data engineering work.

## Jobs covered

- Inspect product analytics and session replay data.
- Plan and verify feature flag rollouts.
- Query local or embedded analytics datasets.
- Create repeatable evidence reports for launches and experiments.

## Workflow Stacks

- **Launch readiness:** Check feature flags → review analytics baseline → inspect replay samples → publish rollout notes
- **Growth report:** Query events → compare cohorts → build dashboard → capture decisions
- **AI feature evaluation loop:** Run eval suite → trace LLM traffic → compare prompt-flow results → update rollout decision → capture follow-up

## Recommended Picks

| Skill | What it does here | Persona | Install | Stars |
|---|---|---|---|---:|
| [PostHog Product Analytics and Feature Flags SDK](../skills/posthog-product-analytics-and-feature-flags-sdk/) | Combines event capture and feature flags so launch evidence connects to product behavior. | Product analyst / growth engineer | Medium | 531 |
| [Flagsmith Open Source Feature Flag and Remote Config Platform](../skills/flagsmith-feature-flag-remote-config/) | Provides open-source flag and remote-config control for staged product rollouts. | Product engineer / release manager | High | 6.3k |
| [Control launch behavior with GO Feature Flag](../skills/control-launch-behavior-with-go-feature-flag/) | Adds OpenFeature-compatible rollout controls for staged launches, experiments, and reversible release gates. | Product engineer / release manager | Medium | 2k |
| [Design and verify LaunchDarkly feature-flag targeting and rollout changes with MCP safety checks](../skills/design-and-verify-launchdarkly-feature-flag-targeting-and-rollout-changes-with-mcp-safety-checks/) | Makes flag targeting changes reviewable before they affect production cohorts. | Release manager / product ops | High | — |
| [Configure and interpret LaunchDarkly AI Config online evaluations with judge attachments](../skills/configure-and-interpret-launchdarkly-ai-config-online-evaluations-with-judge-attachments/) | Covers AI-config evaluations where product teams need judge-backed online evidence. | AI product manager / experimentation lead | High | — |
| [OpenReplay Self-Hosted Session Replay and Product Analytics Platform](../skills/openreplay-self-hosted-session-replay-analytics/) | Adds session replay evidence when metrics alone do not explain user behavior. | Product analyst / UX researcher | High | 11.9k |
| [Plausible Analytics Privacy-First Web Analytics Platform](../skills/plausible-analytics-privacy-first-web-analytics/) | Provides lightweight privacy-friendly web analytics for funnel and launch monitoring. | Growth marketer / web analyst | Medium | 24.5k |
| [Umami Privacy-Focused Web Analytics Platform](../skills/umami-privacy-focused-web-analytics/) | Offers self-hostable web analytics for teams that need simple events without surveillance-heavy tooling. | Product ops / privacy-conscious founder | Medium | 35.9k |
| [Metabase Open Source Business Intelligence and Embedded Analytics](../skills/metabase-open-source-business-intelligence-and-embedded-analytics/) | Turns product and growth data into dashboards that non-engineers can inspect. | Analytics engineer / product lead | High | 46.8k |
| [DuckDB SQL Analytics Agent](../skills/duckdb-sql-analytics-agent/) | Lets teams analyze local event exports and experiment files before building warehouse models. | Product analyst / data scientist | Low | 37.1k |
| [Evidence BI-as-Code SQL and Markdown Analytics Framework](../skills/evidence-bi-as-code-sql-markdown-analytics/) | Builds versioned SQL-backed data reports that can live beside launch docs. | Analytics engineer / growth ops | Medium | 6.1k |
| [Run repeatable agent evaluation suites with trajectory and simulator coverage using Strands Evals](../skills/run-repeatable-agent-evaluation-suites-with-trajectory-and-simulator-coverage-using-strands-evals/) | Adds repeatable AI-agent evaluation evidence for launch readiness, complementing analytics and feature-flag workflows. | AI product manager / evaluation lead | Medium | 105 |
| [Monitor and evaluate LLM agent traffic with Helicone](../skills/monitor-and-evaluate-llm-agent-traffic-with-helicone/) | Routes LLM and agent traffic through observable traces, costs, latency, prompts, and evaluations before product changes ship. | AI product ops / observability lead | High | 5.8k |
| [Use Prompt Flow for LLM workflow testing and evaluation](../skills/use-prompt-flow-for-llm-workflow-testing-and-evaluation/) | Builds, tests, traces, and evaluates LLM workflow graphs so teams can promote reviewed versions instead of ad hoc prompt changes. | AI product manager / evaluation engineer | Medium | 11.1k |
| [Stripe Revenue Analytics Dashboard Builder](../skills/stripe-revenue-analytics-dashboard/) | Adds revenue analytics for growth teams tracking MRR, churn, LTV, and subscription movement from Stripe data. | Growth analyst / RevOps | Medium | 4.4k |
| [Use PandasAI for conversational CSV and spreadsheet analysis](../skills/use-pandasai-for-conversational-csv-and-spreadsheet-analysis/) | Gives growth and product teams a fast way to interrogate CSV exports before committing to dashboard or warehouse work. | Product analyst / growth ops | Medium | 23.6k |
| [Query Postgres databases through read-only MCP workflows with PGMCP](../skills/query-postgres-databases-through-read-only-mcp-workflows-with-pgmcp/) | Adds read-only Postgres analysis for product metrics while keeping write access out of exploratory agent workflows. | Product data analyst / analytics engineer | High | 529 |
| [Trace, evaluate, simulate, and guardrail agent releases with Future AGI](../skills/trace-evaluate-simulate-and-guardrail-agent-releases-with-future-agi/) | Connects release evaluation and guardrail checks to growth experiments and AI-feature launch readiness. | AI product ops / experimentation lead | Medium | 1k |

## Editorial Notes

- This is a product-ops collection, not a generic BI shelf.
- The strongest picks connect analytics to rollout decisions and reviewable evidence.
- Keep this close to product teams, rollout operations, and growth analytics. Do not turn it into a generic BI shelf.

## Adjacent Collections

- [Finance & Filings](finance-filings.md)
- [Ecommerce & Retail Operations](ecommerce-retail-operations.md)
- [DevRel & API Documentation Workflows](devrel-api-documentation.md)

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