Metrics can be a valuable tool for communities to monitor project health, sustainability, operational efficiency and identify deficiencies. For individuals, projects and companies seeking to establish or mature open source metrics programs, this talk will explore opportunities and challenges in and around open source software data and analytics, from identifying relevant metrics to working with unreliable datasets while navigating the ethical challenges of data collection in and around open source communities.