How do you handle SaaS product analytics without a dedicated data team? | Hacker News Reader

How do you handle SaaS product analytics without a dedicated data team?

6 pointsmuzman9 comments

Hey HN,

As someone who loves working with data but doesn't always have time to dig deep into SQL, I'm curious—how do you manage your product, marketing, and subscription analytics if you don’t have a dedicated data team?

I’ve often found myself wrangling datasets and writing complex SQL queries to get the insights I need, but it can be a huge time sink. Is there a better way to automate this or get insights without heavy data engineering?

Would love to hear how others handle this! Thanks

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Hey there - I work on the Amplitude product team, and it sounds like we could help. Amplitude is a self-serve product analytics solution that also handles marketing and subscription analytics. We just launched a new update Amplitude Made Easy (https://www.amplitude.com/easy) that offers expert templates, out-of-the-box insights, and the ability to use AI to ask analytics questions in plain English. You can also self-serve answer questions using our charts without needing to use SQL.

You can bring data in lots of ways without heavy data engineering—you can use one snippet of code to get started with our SDKs, connect directly to your data warehouse, batch upload data—it's flexible based on how your company works :)

Lots of PMs work without a data team and pull their own data. It is a huge time sink. However, it's also a time sink talking to a data team, waiting, and getting back less than what you were hoping for.

I assume you're solo or small - my question for you is whether you need that much data. Heavy data analytics is less important the smaller you are.

I noticed this is an issue, even for a technical person like me, sometimes writing SQL queries takes a lot of time. I am working and improving the text-to-SQL feature that I added to UXWizz: https://docs.uxwizz.com/guides/ask-ai

This is more for website analytics, but I am thinking I could add a way to store arbitrary data too (custom events, not necessarily related to a browsing session on your website).

I'm a developer advocate at Metabase and you can visualize data super fast without needing deep sql experience. You can use our query editor and even see the sql its building behind the scenes. If it's helpful here is a link https://www.metabase.com/features/query-builder

Hi,

If you are looking for an SQL generator that can handle common analytical questions, I recommend www.mitzu.io. (i am the founder)

It is like Mixpanel + Chartmogul combined in a single tool, but it autogenerates SQL data on top of your "event tables".

Thanks for the tip! Mitzu sounds interesting. Just curious—how flexible is the SQL it generates? Can I customize the queries for specific KPIs or segments, or is it more template-based?

I found this today: https://www.producthunt.com/posts/mitzu

Looks like something i was looking for

Posthog

Have you tried combining dbt with Metabase? It's a game-changer for automating insights without heavy SQL work. Super efficient!

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