Objectives    Java is a popular programming language for use in computing education, but it is difficult to get a wide picture of the issues that it presents for novices, and most studies look only at the types or frequency of errors. In this observational study we aim to learn how novices use different features of the Java language. Participants    Users of the BlueJ development environment have been invited to opt-in to anonymously record their activity data for the past eight years. This dataset is called Blackbox, which was used as the basis for this study. BlueJ users are mostly novice programmers, predominantly male, with a median age of 16. Our data subset featured approximately 225,000 participants from around the world. Study Methods    We performed a secondary data analysis that used data from the Blackbox dataset. We examined over 320,000 Java projects collected over the course of eight years, and used source code analysis to investigate the prevalence of various specifically-selected Java programming usage patterns. As this was an observational study without specific hypotheses, we did not use significance tests; instead we present the results themselves with commentary, having applied seasonal trend decomposition to the data. Findings    We found many long-term trends in the data over the course of the eight years, most of which were monotonic. There was a notable reduction in the use of the main method (common in Java but unnecessary in BlueJ), and a general reduction in the complexity of the projects. We find that there are only a small number of frequently used types: int, String, double and boolean, but also a wide range of other infrequently used types. Conclusions    We find that programming usage patterns gradually change over a long period of time (a period where the Java language was not seeing major changes), once seasonal patterns are accounted for. Any changes are likely driven by instructors and the changing demographics of programming novices. The novices use a relatively restricted subset of Java, which implies that designers of languages specifically targeted at novices can satisfy their needs with a smaller set of language constructs and features. We provide detailed recommendations for the designers of educational programming languages and supporting development tools.