21–27 Sept 2026
EuXFEL Lighthouse
Europe/Berlin timezone

Linking Data for Applications: Building a Graph-Based Data Fabric at the Advanced Light Source

24 Sept 2026, 17:30
15m
EuXFEL Lighthouse Auditorium

EuXFEL Lighthouse Auditorium

Oral Metadata + Data Formats Metadata & Data Formats

Speaker

Dylan McReynolds (Lawrence Berkeley National Lab)

Description

Scientific datasets rarely stand alone. Raw data, processed derivatives, and experimental metadata are deeply related, but most data services store them as if they aren't. At the Advanced Light Source, we've been working on closing that gap.
We use Tiled, from the Bluesky project, as our primary catalog and data service. As we built applications on top of it, embedding URLs in metadata fields proved too brittle — links are invisible unless you already know they're there, and per-application link schemas don't support scalable search.
We built splash_links to address this: a data service that stores Entities and Links, forming a queryable persisted graph over our data holdings. Entities hold references to Tiled nodes; Links relate them to each other.
An interesting engineering question turned out to be what to build it on. We'll walk through our evaluation of relational databases, native graph databases, and Triplestore databases — including RDF serialization and SPARQL-based semantic queries — and discuss the trade-offs that informed our final choice.

Author

Dylan McReynolds (Lawrence Berkeley National Lab)

Co-authors

Alexander Hexemer (Lawrence Berkeley National Lab) Dan Allan (Brookhaven National Laboratory) Tanny Chavez (Lawrence Berkeley Lab) Wiebke Koepp (Lawrence Berkeley National Lab)

Presentation materials

There are no materials yet.