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Use Terminus to download the logs with a script that you install on your local development environment. The original source of the script is from Pantheon.
1. Install Terminus.
2. Create "site-logs" in the root of the project as a sister folder to "web".
3. Place DONT_REMOVE.txt in that directory.
4. Add the following to .gitignore:
site-logs/*.gz
site-logs/*.log
5. Commit to the repo.