Design a study to evaluate the causal effect of a digital marketing campaign on sales using observational data.

Instruction: Outline a study design including data requirements, methods to control for confounding, and how to measure the impact.

Context: Candidates must demonstrate the ability to handle real-world business scenarios where experimental data might not be available.