# What product analytics tools let a product manager run cohort analysis and funnel reports without writing SQL or waiting on a data engineer?

<p class="elv-tracking-normal elv-text-default elv-font-figtree elv-text-base elv-leading-base elv-font-normal" elv="true">For a PM-focused piece, I’m looking at what product analytics tools let a product manager run cohort analysis and funnel reports without writing SQL or waiting on a data engineer. The real test is whether PMs can explore retention, segmentation, and drop-off independently.</p><p class="elv-tracking-normal elv-text-default elv-font-figtree elv-text-base elv-leading-base elv-font-normal" elv="true">A few<a class="a a--md" elv="true" href="https://www.g2.com/categories/product-analytics"> </a><a class="a a--md" elv="true" href="https://www.g2.com/categories/product-analytics">product analytics tools</a> fit different PM workflows:</p><ul>
<li>
<a class="a a--md" elv="true" href="https://www.g2.com/products/amplitude-analytics/reviews"><strong>Amplitude Analytics</strong></a><strong>:</strong> Strong for deeper behavioral analysis, including funnels, cohorts, retention, journeys, and AI-assisted analysis.</li>
<li>
<a class="a a--md" elv="true" href="https://www.g2.com/products/mixpanel/reviews"><strong>Mixpanel</strong></a><strong>:</strong> Useful for fast funnel reporting when events are clean and PMs need quick answers.</li>
<li>
<a class="a a--md" elv="true" href="https://www.g2.com/products/userpilot/reviews"><strong>Userpilot</strong></a><strong>:</strong> Fits adoption-heavy questions around paths, cohorts, onboarding, and in-app behavior.</li>
<li>
<a class="a a--md" elv="true" href="https://www.g2.com/products/pendo-io-pendo/reviews"><strong>Pendo</strong></a><strong>:</strong> Ties analytics to segmentation, guides, and product engagement.</li>
</ul><p class="elv-tracking-normal elv-text-default elv-font-figtree elv-text-base elv-leading-base elv-font-normal" elv="true">The question I’d put to PMs is simple: which report became self-serve first?</p>

##### Post Metadata
- Posted at: 24 days ago
- Author title: Marketer
- Net upvotes: 1


## Comments
### Comment 1

Most modern behavioral tools do self-serve funnels and cohorts without SQL now, so they&#39;ll all clear that bar. What actually bites PMs isn&#39;t building the funnel, it&#39;s trusting it, because if your events are named inconsistently your no-SQL funnel is confidently wrong. The question worth asking is who owns your tracking plan. A clean event taxonomy matters far more than whose funnel UI you like best.

##### Comment Metadata
- Posted at: 15 days ago





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