Bendigo's arts and heritage sector is facing a quiet but costly reckoning. Duplicate digital images — the same photograph, scan or artwork reproduction stored multiple times under different file names, accession numbers or metadata tags — are clogging institutional databases, inflating storage costs and, in some cases, pushing incorrect or low-resolution versions of culturally significant material to the top of public search results. The problem is not new, but 2026 has brought renewed urgency.
The trigger is largely practical. The rollout of the Victorian Government's Shared Collection Management System, which regional galleries and councils were expected to join in stages through 2025 and into this year, has forced institutions to audit their holdings in ways many had not done for a decade. When collections from multiple sources merge into a single environment, duplicate records surface fast — and someone has to decide which version stays.
Who Is Talking, and What Are They Saying
Staff at the Bendigo Art Gallery on View Street have been working through a collection digitisation review that began in late 2024. The gallery, which holds more than 6,500 works, has publicly acknowledged the review is ongoing but has not released interim findings. Collection managers at similar regional institutions in Victoria have noted in sector forums that duplicate image rates of between 8 and 15 per cent are common when older cataloguing systems are migrated to newer platforms — a figure cited in a 2024 discussion paper by the Australian Institute for the Conservation of Cultural Material.
At La Trobe University's Bendigo campus on Edwards Road, researchers attached to the university's digital humanities programs have taken a direct interest. Academic work in this space — focused on provenance verification and metadata integrity for Aboriginal cultural material — has particular local resonance given the Dja Dja Wurrung Clans Aboriginal Corporation's ongoing work to repatriate and correctly document objects held in public collections. Duplication errors in that context are not merely administrative: they can result in sacred material being misidentified, mislabelled or made publicly accessible when it should be restricted.
Bendigo Health's records management team, which oversees a separate but instructive parallel in the medical imaging space, completed its own duplicate-image audit framework in March 2026. While patient records operate under entirely different legal constraints, the Health service's approach — using automated flagging tools followed by human review — has been discussed as a possible model at City of Greater Bendigo council briefings on digital asset management.
What Happens When You Get It Wrong
The stakes are concrete. A duplicate image that sits undetected in a public-facing database can mean a grant application cites incorrect collection data, an exhibition catalogue reproduces the wrong version of a work, or a researcher builds analysis on a file that has since been superseded. For Bendigo's Ulumbarra Theatre and the nearby Capital Theatre precinct — both managed by the City of Greater Bendigo and both with growing digital archives of performance documentation — the risk is largely about historical accuracy and public trust rather than legal liability. But both concerns matter.
The City of Greater Bendigo, which administers the Bendigo Heritage Collection as part of its libraries service, is understood to be mapping its current duplicate exposure ahead of a planned digital infrastructure upgrade flagged for the 2026–27 budget cycle. The council has not publicly specified a cost or a timeline beyond that financial year window.
For institutions looking to act now, the practical advice circulating among sector professionals is straightforward: prioritise records linked to Aboriginal cultural heritage and any material under rights restrictions first, because errors there carry the most serious consequences. After that, apply automated deduplication tools — several are available under open-source licences — but treat their output as a starting point, not a final answer. Human review of flagged records remains essential, particularly where metadata is sparse or where images were digitised across different eras using different equipment and standards.
The sector's next formal opportunity to compare approaches comes at the Regional Museums and Galleries Victoria forum scheduled for Ballarat in September 2026. Bendigo institutions are expected to be represented. The conversation, by then, will have moved well past whether the problem exists — and firmly into how much it costs to fix it.