Business knowledge & requirements
Enter unfamiliar operating environments quickly, gather the knowledge held across business and technical teams, and turn ambiguity into precise, executable requirements.
↗Data · Transformation · ExecutionToronto · Global Delivery
Almatea takes on complicated data, difficult requirements and delivery-critical transformation—then carries the work from business understanding to successful execution.
The point of view
The difference between data that moves and data that works is business understanding.
We operate where operational knowledge, legacy behaviour, technical complexity and delivery pressure meet. Almatea gathers what the business knows, turns it into exact logic and remains accountable until the result works in practice.
Capabilities
Almatea combines business discovery, technical design and relentless execution in one accountable line of work.
Enter unfamiliar operating environments quickly, gather the knowledge held across business and technical teams, and turn ambiguity into precise, executable requirements.
↗Design sophisticated SQL, Python and rule-based algorithms for transformation, matching, deduplication, scoring, validation and high-volume data processing.
↗Own the path from legacy extraction and source-to-target mapping through construction, mock cycles, cutover, reconciliation and controlled remediation.
↗Work fluently across the operational realities behind materials, assets, maintenance, production, customers, vendors, orders and the systems that connect them.
↗Build validation gates, traceable keys, approval pathways and reconciliation evidence that make complex delivery measurable and defensible.
↗Take responsibility when workloads peak: prioritise rapidly, resolve defects, coordinate decisions and drive critical deliverables through cutover and hypercare.
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Where knowledge becomes logic
The hardest data work begins before code is written. We extract the rules hidden in operations, expose the exceptions and engineer processing that reflects how the business actually works.
Method
A senior, hands-on model for work that demands speed without sacrificing control.
Get close to the operation, the people and the systems. Establish the real problem—not merely the requested output.
Separate inherited behaviour from actual requirements. Reveal dependencies, contradictions, risks and decisions.
Convert knowledge into models, algorithms, rules, automation and repeatable processing that can withstand scale.
Test the result against business reality. Reconcile it, challenge it and make every important exception explainable.
Drive the work through pressure, changing priorities and go-live conditions until the outcome is stable and usable.
years carrying enterprise data work from discovery through go-live.
Earned under pressure
Almatea is shaped by multi-phase transformations, complex manufacturing and trade data, intense mock cycles and go-lives where the work must be both technically correct and operationally usable.
Featured accelerator
01 / EAMEAM Readiness Workbench
A Windows desktop application designed to help plants prepare, validate, connect, simulate and export SAP PM/EAM master data before migration load cycles.
About Almatea
Almatea is an independent data and transformation consultancy built for complex, consequential work.
We move comfortably between leadership expectations, business operations, requirements, architecture and implementation. That range allows one line of accountability to run from the first conversation through the algorithm, the output and the final production result.
We are at our best when the problem is unclear, the data is difficult, the workload is substantial and the deadline is real.
New engagements
Complex processing, unclear requirements, fragile migration logic, failed reconciliation or a delivery that needs decisive ownership—start with the situation as it is.
Toronto, Canada