The slides cover Introduction to Big Data and Data Science, as well as go over our current and future projects @eHarmony. eHarmony was founded to give people a better chance to find happy, passionate and fulfilling relationships. During this talk I will describe steps that we go through to create Compatible matches and how we leverage Big Data technologies to accomplish that goal. I will specifically talk on how we take Billion+ potential matches that we find through MongoDB, store them in Voldemort NoSQL datastore and then run multiple Hadoop jobs to come up with filtered list based on Machine Learned models. Our hadoop clusters are in-house, high density, low power Seamicro installations and we use Spring Batch and Spring Data Hadoop to orchestrate the hadoop jobs. Did you know that eHarmony is responsible for 5% of all new US marriages and that more than 600,000 people already got married through us?