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Data Strategy & Governance

Defining what data to collect, how to structure it, and how to govern it — building the foundation for trustworthy, privacy-compliant analytics.

Building the Foundation for Trustworthy Data

We map your current data landscape to understand what’s being collected, where it lives, and how it flows between systems. From there, we define a measurement strategy aligned to your business objectives — a focused framework that answers the questions your organisation actually needs answered, not an exhaustive list of every possible metric.

On the governance side, we build the structures that keep data reliable over time: consent architecture, naming conventions, ownership models, and quality assurance processes. In a landscape where third-party cookies are disappearing and privacy regulations are tightening, your first-party data strategy is a competitive advantage. We help you treat it like one.

How the process works

We begin by mapping your data landscape: which sources collect data, which tools they live in, and how data moves between Shopify, your analytics platform, ad platforms, and any CRM or ERP systems. This gives everyone a shared view of where data is trustworthy and where there are gaps or double counting.

From there we define a measurement strategy tied to your business objectives and build the governance structures that keep data clean over time. We prioritise what actually drives decisions and document it so your team can maintain it without depending on us.

What is included

A typical engagement includes a data landscape audit, a focused measurement framework tied to your KPIs, and a governance package covering consent architecture, naming conventions, ownership models, and quality assurance processes.

We do not hand over an endless list of metrics. We deliver a framework that answers the questions your organisation actually needs answered, documented so marketing, operations, and leadership can all use it.

Why first-party data is a competitive advantage

Third-party cookies are disappearing and privacy regulations are tightening. Stores that rely on cross-site tracking lose precision in both attribution and ad management. A solid first-party data strategy makes you less exposed to these shifts.

When your own data is reliable and structured around consent, you make better decisions about assortment, campaigns, and customer loyalty. That is the difference between guessing and knowing what works.

Pitfalls we help you avoid

Most data problems are not caused by missing tools but by missing structure: inconsistent naming, unclear ownership, and consent setups that do not match the tracking actually in place. The result is numbers nobody trusts and reports that contradict each other.

We address these root causes from the start. Clear conventions, defined ownership, and quality assurance mean your data stays reliable even as the team changes and new tools are added.

Why Mercive

We work in Shopify Plus every day and understand how data actually flows through a modern store, from checkout to ad platforms. That means our data strategy is grounded in your technical reality, not in theory.

We build structures you can own and maintain yourself. The goal is not dependence on an agency but a data foundation that lets your team make better decisions over time.

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Frequently asked questions

Data strategy is about what you measure and why: a framework tied to your business objectives. Governance is about keeping data reliable over time through consent architecture, naming conventions, ownership, and quality assurance. In practice the two belong together.

Third-party cookies are disappearing and privacy regulations are tightening, which makes cross-site tracking less reliable. A structured first-party data strategy gives you a more stable basis for attribution, ad management, and customer decisions.

We start by mapping your data landscape to see what is collected, where it lives, and how it flows between systems. From there we define the measurement strategy and build the governance structures.

No. We deliver a focused framework that answers the questions your organisation actually needs answered, not an exhaustive list of every possible metric.

Yes. We document conventions, ownership, and processes so your team can maintain the data foundation without depending on an agency.