How the solution works
Data arrives from files, CRM, ERP or APIs, passes cleaning and validation, and then updates the calculation model and agreed reports.
Excel and Google Sheets automation is useful when reports depend on copying, formula errors remain unnoticed or teams work with different figures. We connect sources, calculations, checks and dashboards in one maintainable model.
Tell us about the taskWe automate collection, reconciliation, calculation and dashboard updates so the team works with current figures instead of rebuilding reports by hand.
Data arrives from files, CRM, ERP or APIs, passes cleaning and validation, and then updates the calculation model and agreed reports.
We need working files or a safe copy, metric definitions, data sources, calculation rules and user roles.
A spreadsheet does not fit every scale. When roles, concurrent operations and access requirements grow, we show when a separate system is safer.
We first check where automation will make the work easier and where changing the process is enough.
Reports depend on copying data between files.
Formula changes break results without warning.
Different teams use different versions of the same metric.
Management receives figures too late to act.
Interfaces, data, roles and integrations are designed together as one operating system.
Select a stage to see what happens inside the project and what the team receives.
Document metrics, sources and owners.
The detailed roles, exceptions, security rules and control points are confirmed during discovery.
Exact measures are selected for the process before development begins.
For each metric, we document the source, formula, refresh period and owner. Validation flags missing or conflicting data, and changes to calculation logic are recorded.
Yes, after reviewing formulas, sources, access and refresh routines.
We document the logic and provide a practical operating hand-off.
Agree metrics, periods, source systems and matching keys first. Then implement an available retrieval method, reconcile records and totals, calculate results and schedule updates. Show freshness and exceptions; a failed source must not silently turn into zero values.
Yes, when tables and formulas cover the workflow. In the soft-window manufacturing case, entry remains manual while Excel calculates payments, balances, expenses and period totals. It uses no macros or external integrations. Automatic import is a separate scope, and we do not claim measured time savings for this case.
Source count and quality, metric complexity, historical data, permissions and refresh frequency. Changes to export formats and calculation rules also require maintenance. Agree control totals and the person responsible for validating the data before development.
We will discuss the goal, constraints and a practical next step without unnecessary technical complexity.