Local swarm simulation generated from AnalystBot personae.
Flight search platforms are useful, but how could they, alone, truly quantify the impact of local events on your trip? They are excellent for finding the lowest prices for a flight to Porto, but will never tell you if the São João festival will make the streets impassable or cause hotel prices to spike.
We're talking about an information asymmetry: the website sees seats, not the crowd. For maximal optimization, you need to seek local information well beyond, such as checking the municipal festival calendar or football match schedules for a full expression of your stay's potential. Relying solely on these tools for on-the-ground details leaves a huge margin for the unexpected.