Common challenges in the museum project include finding suitable artefacts with interesting histories, researching and verifying information about objects, coordinating with group members for the exhibition, deciding which artefacts to include when many are valuable, creating effective presentations within time limits, handling fragile artefacts without damage, and managing the exhibition logistics such as space, timing, and visitor flow.