Turn scattered customer records into decisions you can act on.
I connect customer, transaction and engagement data across the systems you already run, resolve identities into one usable history, and turn that history into segments and audiences your team can use.
The commercial question
Which customers deserve attention next?
High-value customers, customers beginning to drift, people worth reactivating, duplicate identities, and audiences ready for a specific campaign all become easier to see once the history is assembled.
Systems → model → action
One customer. One history. One usable picture.
Source systems
Unified customer model
Identity + history
Resolved customer keys, transactions, engagement, recency, frequency and value in one model.
Usable intelligence
- RFM and behavioral segments
- High-value, drifting and win-back audiences
- Campaign-ready outputs for the tools your team already uses
What gets built
The data layer marketing usually wishes it already had.
Unified customer master
Identity resolution and duplicate handling
Transaction and engagement history
RFM and behavioral segments
High-value, drifting and win-back audiences
Campaign-ready outputs for the tools your team already uses
Method
From fragmented data to a model that stays useful.
01
Map the customer data
Identify the systems, customer keys, transaction history, engagement signals and gaps that determine what can be trusted.
02
Resolve identity
Connect records that belong to the same customer, handle duplicates and preserve the source history needed to explain the result.
03
Build usable intelligence
Compute RFM and behavioral signals, define practical segments and produce audiences that marketing or operations can actually use.
04
Keep it current
Automate the refresh path so the customer model and its audiences do not become another one-time spreadsheet.
For brands and agencies
Start with the customer problem, not a platform purchase.
If you already know the systems involved, bring the messy version. I can help determine whether the right first move is customer intelligence, underlying data modernization, or a broader platform build.