Scout Analytics

So… which did I keep?

Both. But with clear lanes. For strong onboarding, polished guides, and steady NPS at scale: Pendo. For deep product analytics, fast experiments, flags, and control over data: PostHog. If I had to pick one for a lean team moving fast, I’d start with PostHog. If I had a complex product with many user roles and I needed A+ in-app help, I’d pick Pendo.

So… which one do I pick?

If you’re a small startup with one engineer: Pick Sentry if crashes hurt your users today. Pick PostHog if your biggest risk is “we built the wrong flow.” If you can run both, do it. I keep Sentry as my seat belt. I keep PostHog as my map. One keeps me safe. One gets me farther. And yes, I still watch a few replays with coffee. It’s the closest thing to sitting next to a user without bugging them.

Day one setup: quick win or careful plan?

Heap: I dropped the snippet and it started catching clicks, page views, form changes—right away. I didn’t need to tag every button first. It felt like turning on a light in a dark room. Mixpanel: I had to define events. Name them. Add properties.

So, which one did “I” choose?

If I need answers fast and I don’t know all my questions yet, I pick Heap. It helps me look back in time and spot odd bumps. It’s great when the team moves fast and the UI changes a lot. If I need clean, trusted metrics that the whole company rallies around, I pick Mixpanel. It shines when we plan our event names, care about cohorts, and share tidy boards. Honestly, both can live together.

Wait, which one does what?

Here’s how I explain it to my team (and my mom): Google Tag Manager (GTM) is the toolbox. It lets you add and manage tags on your site. Think pixels, scripts, and tracking events. You don’t need to bug your dev every time. Google Analytics (GA4) is the dashboard. It shows what happened. Traffic, events, funnels, sales. You read it to make choices. They’re different. But they’re friends. I use both, side by side.