One of the key challenges in vector indexing is selecting the appropriate features for indexing and determining how to employ these features for searching. This involves choosing the right representation of the data and designing efficient algorithms for searching and retrieval. Additionally, handling large datasets and ensuring robustness to noise and variations in the data are also significant challenges.