Choosing your data stack

How we compare

Weigh a managed pipeline and data-model layer against a connector tool you operate — or a pipeline your own team builds.

Every option here can move marketing data into a warehouse. They differ on who does the work and where the data ends up — and on how much of the modeling is still yours to build. These pages lay the differences out plainly, including the cases where an alternative is the better call.

What we compare on

Feature lists age badly and scorecards always favour whoever wrote them. The differences that still matter a year in are structural, so every comparison here runs on the same four axes.

  • Ownership

    Whose account the history accumulates in

    Any option can show you a chart. The question is where the underlying rows sit when the subscription ends — so every comparison starts with whether the data accumulates in an account you own, because switching tools should never mean starting your history over.

  • Operations

    Who gets paged when it breaks

    Connectors fail, APIs change, quotas run out. Someone notices, retries and backfills the gap — and the real difference between the options is whether that someone is on your team or on ours.

  • Depth

    Raw rows vs a modeled layer

    Landing raw rows is the start, not the finish. The questions you actually ask — by page type, by intent, by content group — need a data-model layer on top, and the options differ on who designs and maintains it.

    See the data models
  • Destination

    Your warehouse, not a tool's screen

    Data that lands in your own warehouse plugs into anything that speaks SQL — your BI, your notebooks, your own joins. Data that stays inside a tool answers only the questions the tool thought of.

The honest answer might be that we don’t fit. A call finds out fast.

Bring the options you are weighing. We walk through your stack and your questions, and tell you which route actually fits them.

Talk to us

Free discovery call · Leave knowing which option fits — even if it isn’t us