The compactor component of Thanos applies the compaction procedure of the Prometheus 2.0 storage engine to block data stored in object storage. It is generally not semantically concurrency safe and must be deployed as a singleton against a bucket.
It is also responsible for downsampling of data:
$ thanos compact --data-dir /tmp/thanos-compact --objstore.config-file=bucket.yml
The content of
type: GCS config: bucket: example-bucket
The compactor needs local disk space to store intermediate data for its processing. Generally, about 100GB are recommended for it to keep working as the compacted time ranges grow over time. On-disk data is safe to delete between restarts and should be the first attempt to get crash-looping compactors unstuck.
Resolution - distance between data points on your graphs. E.g.
Keep in mind, that the initial goal of downsampling is not saving disk space (Read further for elaboration on storage space consumption). The goal of downsampling is providing an opportunity to get fast results for range queries of big time intervals like months or years. In other words, if you set
--retention.resolution-raw less then
--retention.resolution-1h - you might run into a problem of not being able to “zoom in” to your historical data.
To avoid confusion - you might want to think about
raw data as about “zoom in” opportunity. Considering the values for mentioned options - always think “Will I need to zoom in to the day 1 year ago?” if the answer “yes” - you most likely want to keep raw data for as long as 1h and 5m resolution, otherwise you’ll be able to see only downsampled representation of how your raw data looked like.
There’s also a case when you might want to disable downsampling at all with
debug.disable-downsampling. You might want to do it when you know for sure that you are not going to request long ranges of data (obviously, because without downsampling those requests are going to be much much more expensive than with it). A valid example of that case if when you only care about the last couple of weeks of your data or use it only for alerting, but if it’s your case - you also need to ask yourself if you want to introduce Thanos at all instead of vanilla Prometheus?
Ideally, you will have equal retention set (or no retention at all) to all resolutions which allow both “zoom in” capabilities as well as performant long ranges queries. Since object storages are usually quite cheap, storage size might not matter that much, unless your goal with thanos is somewhat very specific and you know exactly what you’re doing.
In fact, downsampling doesn’t save you any space but instead it adds 2 more blocks for each raw block which are only slightly smaller or relatively similar size to raw block. This is required by internal downsampling implementation which to be mathematically correct holds various aggregations. This means that downsampling can increase the size of your storage a bit (~3x), but it gives massive advantage on querying long ranges.
The compactor groups blocks using the external_labels added by the Prometheus who produced the block. The labels must be both unique and persistent across different Prometheus instances.
By unique, we mean that the set of labels in a Prometheus instance must be different from all other sets of labels of your Prometheus instances, so that the compactor will be able to group blocks by Prometheus instance.
By persistent, we mean that one Prometheus instance must keep the same labels if it restarts, so that the compactor will keep compacting blocks from an instance even when a Prometheus instance goes down for some time.
usage: thanos compact [<flags>] continuously compacts blocks in an object store bucket Flags: -h, --help Show context-sensitive help (also try --help-long and --help-man). --version Show application version. --log.level=info Log filtering level. --log.format=logfmt Log format to use. --tracing.config-file=<file-path> Path to YAML file with tracing configuration. See format details: https://thanos.io/tracing.md/#configuration --tracing.config=<content> Alternative to 'tracing.config-file' flag (lower priority). Content of YAML file with tracing configuration. See format details: https://thanos.io/tracing.md/#configuration --http-address="0.0.0.0:10902" Listen host:port for HTTP endpoints. --http-grace-period=2m Time to wait after an interrupt received for HTTP Server. --data-dir="./data" Data directory in which to cache blocks and process compactions. --objstore.config-file=<file-path> Path to YAML file that contains object store configuration. See format details: https://thanos.io/storage.md/#configuration --objstore.config=<content> Alternative to 'objstore.config-file' flag (lower priority). Content of YAML file that contains object store configuration. See format details: https://thanos.io/storage.md/#configuration --consistency-delay=30m Minimum age of fresh (non-compacted) blocks before they are being processed. Malformed blocks older than the maximum of consistency-delay and 48h0m0s will be removed. --retention.resolution-raw=0d How long to retain raw samples in bucket. 0d - disables this retention --retention.resolution-5m=0d How long to retain samples of resolution 1 (5 minutes) in bucket. 0d - disables this retention --retention.resolution-1h=0d How long to retain samples of resolution 2 (1 hour) in bucket. 0d - disables this retention -w, --wait Do not exit after all compactions have been processed and wait for new work. --downsampling.disable Disables downsampling. This is not recommended as querying long time ranges without non-downsampled data is not efficient and useful e.g it is not possible to render all samples for a human eye anyway --block-sync-concurrency=20 Number of goroutines to use when syncing block metadata from object storage. --compact.concurrency=1 Number of goroutines to use when compacting groups. --selector.relabel-config-file=<file-path> Path to YAML file that contains relabeling configuration that allows selecting blocks. It follows native Prometheus relabel-config syntax. See format details: https://prometheus.io/docs/prometheus/latest/configuration/configuration/#relabel_config --selector.relabel-config=<content> Alternative to 'selector.relabel-config-file' flag (lower priority). Content of YAML file that contains relabeling configuration that allows selecting blocks. It follows native Prometheus relabel-config syntax. See format details: https://prometheus.io/docs/prometheus/latest/configuration/configuration/#relabel_config