Complex sentence: The timing of this second pilgrimage and the people involved meant that the government could use this as evidence to implicate some of those with the plot.
Split into simpler sentences: The timing of this second pilgrimage and the people involved later aroused aroused suspicion. The government investigation used this gathering as circumstantial evidence to implicate some of those there in the plot.