Post by Shahrukh Ijaz

Embedded analytics — dashboards your customers see inside your product — have become a competitive differentiator for B2B SaaS in 2026. Done well, they reduce churn and unlock premium tiers. After 30+ embedded analytics builds, here is when to use PostHog or Mixpanel and when to build custom. #EmbeddedAnalytics #SaaS #PostHog #Mixpanel #ProductAnalytics WHAT EMBEDDED ANALYTICS ARE: Dashboards, charts, and reports your CUSTOMERS see inside your product, filtered to their data. Different from internal analytics (where YOU measure your product). POSTHOG EMBEDDED — best default in 2026: - Strong embedded support via iframe and API MIXPANEL EMBEDDED — strong for behavioural analytics: - Mature Group Analytics + customer-facing reports - Best for funnel and behavioural use cases CUSTOM BUILD — when you outgrow off-the-shelf: When charts are deeply tied to your product domain, when you need pixel-perfect branding, when sub-100ms chart load matters, or when composing data across product DB + events. Stack: ClickHouse or DuckDB + FastAPI or Node.js + Recharts/Tremor/D3 + Cube.js semantic layer. HOW TO CHOOSE: - Start with PostHog or Mixpanel embedded - Hybrid is the most common end-state: PostHog/Mixpanel for general events + custom layer for product-specific charts Read: https://lnkd.in/dDqsChk4 Book: https://lnkd.in/d_mczqVe - Shahrukh, SpiderHunts