Graphs are a ubiquitous and versatile data structure, which allow representation of problems and systems across a vast array of domains, from infrastructure networks and molecules to language and social interactions. SuiteSparseGraphBLAS.jl casts graph computations as generalized linear algebra on sparse matrices. Support for ChainRules AD frameworks, and the wider ecosystem is a core feature of v1.0, releasing around JuliaCon.