How can we monitor political ads circulating on social media in the run-up to an election? This essay learns from the project "Analysis of Political Ads in Digital Campaigns”, combining scraping methods and public opinion research to investigate how online advertising shape political preferences in the Dutch general elections (15-17 March 2021). It further reflects on the challenges of studying the impact of political micro-targeting.