Late to the party but 2033 (game & book) follow the same basic plot with different events. Metro 2034 (2nd book) is it’s own thing. Metro Last Light (2nd game) inspired Metro 2035 (3rd book) which inturn inspired Metro Exodus (3rd game).
There are two different canons but generally overlap. The differences are largely based on adapting the books to work as games.