Map the sources
Document systems, entities, definitions, owners, and the flow of data.
Data availability
Give disconnected systems a dependable shared foundation.
Connect source systems, resolve conflicting records, and create maintainable data pipelines. We bring architecture, engineering, governance, and documentation together so the foundation supports the next report, workflow, or AI application.
Talk through your projectFor technology, data, operations, and finance teams
Does this sound familiar?
A useful place to start.
- The same customer, donor, or organization appears differently across systems.
- Manual extracts and fragile integrations create gaps in reporting.
- A migration, analytics initiative, or AI project needs a reliable data foundation.
What we deliver
From the question to the working system.
Build the pipelines
Develop ingestion, transformation, monitoring, and exception handling suited to your environment.
Create Golden Records
Define matching and identity rules, connect source records, and make the basis for a shared record traceable.
Make quality visible
Establish checks, reconciliation, quality reporting, and an operational handoff.
What you leave with
A documented architecture, working data flows, defined quality checks, and clear ownership. Golden Record work includes traceability back to source systems.
Holley in practice
One customer identity. The sources still visible.
Defined matching and lineage connect records without losing the ability to review their origin or quality.
- 01Source records
- 02Defined matching & lineage
- 03Shared customer identity
- 04Quality review
Relevant work
See the approach in practice.
Commercial · Data engineering
Holley
A governed customer foundation connects identities across sources, preserves traceability, and makes quality visible for the next analysis or integration.
Golden Record delivery completed
See the workNonprofit · Salesforce & integration
Arizona Educational Foundation
Salesforce configuration, a completed legacy migration, and a connection to Microsoft Fabric establish the reporting foundation.
Delivered milestones · ongoing implementation
See the workBefore we begin
Useful questions.
What is a Golden Record?
A consistent representation of an entity—such as a customer or donor—created by connecting and reconciling records across sources. Matching rules, source lineage, and exception handling are as important as the final record.
Can you work with our technical team?
Yes. We agree on responsibilities, access, design decisions, testing, and handoff with your team. Delivery can complement internal engineering capacity.
Which platforms can be involved?
Our work includes Microsoft Fabric, Azure, Snowflake, dbt, Fivetran, APIs, and Power BI. The architecture follows your requirements and existing environment.
A useful first conversation
Let’s talk about Data Engineering & Golden Records.
Bring the systems, reporting questions, and constraints you already know.