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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
https://github.com/immich-app/immich/discussions/1657 the guide is outdated but the fundamentals is the same. I would advise against deploying bare-metal because you are sacrificing the ease of updating and managing to the little overhead of virtualization
You could download your iCloud photos directly to your server using something like this: https://github.com/icloud-photos-downloader/icloud_photos_downloader
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