Our BU engineering teams sometimes take days, if not weeks to provide a proper RCA for an outage. There are hundreds of log files with thousands of lines in each. For one appliance. And there might be 6+ appliances involved. Timestamps from different services which produce their own log files have to be systematically pieced together to provide a clear picture. Then in most cases the underlying code has to be checked for that particular product version to see where a fault may have occurred, or how some condition somewhere may have triggered a bunch of events. Then once that is done labs are built to reconstruct the failure scenario to see if it can be repeated.
I have zero idea about how an aeroplane logs data, but it's not difficult for me to realise that despite the relatively short flight path, it takes an awful lot of time just to debug the logs. If they can get them - the FDR might have to be flown somewhere for them to piece the data together. Then they have to trawl through the wreckage, flight history, maintenance history, things at the airport - fuel deliveries etc. Then all of the staff work history, training etc. I can't even begin to comprehend the level of effort it takes to produce a preliminary report.