Adobe

Marketing operations and reporting at enterprise scale, across approximately $6B in marketing operations.

At that level of spend, reporting is not a record of what happened. It is the instrument the operation steers by, and its value decays with every day between the event and the answer.

Reporting turnaround limited its usefulness for operating decisions.

The numbers were not wrong. They arrived after the window in which they could have changed anything. An organization in that position does not stop making decisions while it waits; it makes them on recollection and instinct, and the correct answer arrives afterwards to confirm or regret a choice already taken. The reporting function is fully staffed, fully accurate, and structurally unable to affect the operation.

The constraint was assembly, not analysis.

Most of the elapsed time between a question and an answer was spent moving, reconciling, and reformatting data that already existed, in a sequence that had accumulated over years rather than been designed. Each step had a reason when it was added. None of them had been reconsidered against the decision the report was supposed to serve. This is the condition that most reliably survives a platform purchase: new tooling inherits the sequence rather than replacing it, and the organization buys a faster version of the same delay.

A restructured reporting and data flow designed around the decisions it supported rather than around the sources it drew from.

Reports were rebuilt from the decision backwards. What has to be true for someone to act. How fresh that has to be to still be actionable. What is the shortest path from the system of record to that answer. Steps that survived only because they had always been there did not survive that question, and manual assembly was designed out rather than accelerated.

An 86% reduction is not an efficiency gain, and it is not the kind of number that comes from people working faster or from better tooling applied to the same process. A change of that magnitude means most of the elapsed time was not doing anything.

That is generally what assembly time is. It is not work on the answer. It is the cost of the path the answer has to travel, and it is removable in a way that analysis time is not.

86% reduction in reporting turnaround.

The consequence is not a faster report. It is that reporting moved inside the decision window, which changes what the organization is able to decide rather than only what it is able to see.