It depends on the storage class and engine. Tape-style archival such as S3 Glacier Flexible Retrieval requires a restore step that can take minutes to hours before query execution begins. Modern object-storage-native analytics engines can query Parquet files directly on S3 Standard or S3 Infrequent Access without any restore step, accepting higher latency as the trade-off instead.