How should we collect logs effectively?

hey everyone, im looking to streamline our logging infrastructure. we're currently using a mix of tools and its getting hard to manage. what are your go-to methods for aggregating logs from distributed systems? are you using specific platforms like ELK, Splunk, or something else? what are the key considerations when choosing a solution, especially regarding scalability and cost?