How to Automate PPC Campaign Analysis with Python

[Hook — 2-3 sentences. Lead with the focus keyword "ppc campaign analysis" in the first sentence. Describe the painful problem.] When you're doing ppc campaign analysis for multiple platforms, the process becomes a tedious manual grind. Google Ads, Microsoft Advertising, and Meta Ads each export their own CSV format with inconsistent column names — and the resulting data has to be stitched together by hand. This is where ppc campaign analysis turns from insightful to time-consuming. The Manual Way (And Why It Breaks) [100-150 words. Specific painful steps without this tool. Work in 1-2 LSI keywords naturally.] Manually merging data across platforms is error-prone and slow. You start by downloading CSV files from Google Ads, Meta, and Microsoft Advertising — often with different headers and inconsistent naming. Then, you need to map metrics like clicks, conversions, and cost across platforms, and build reports manually. This marketing data analysis task can take hours, especially when y