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Tools to backfill Prometheus remote storage

This repo contains two simple tools:

  • promdump - dumps time series data from Prometheus server into JSON files.
  • promremotewrite - sends data from JSON files to any service that implements Prometheus remote write API.

These tools can be used to backfill metric data from Prometheus into a long-term storage system that implements the write API. JSON files are used as intermediary storage format to allow manual changes to metric metadata (metric name and labels).

promdump

By default promdump issues a separate query for each 24 hours worth of data, and writes each resulting batch of samples into a separate file. First is necessary to avoid overloading Prometheus server with queries with very large response size, second is to prevent promremotewrite from using too much RAM (each JSON file needs to be loaded in memory).

If your metrics don't have much data, you can increase -batch and -batches_per_file to avoid creating too many small files. If your metrics have very high cardinality (lots of label values, resulting in many time series per metric name), you might need to decrease -batch even further.

Example

Dump all data of node_filesystem_free metric for the last year, issuing a separate query for each 12hrs of data, storing 24hrs worth of data in a each file:

promdump -url=http://localhost:9090 \
  -metric='node_filesystem_free{job="node"}' \
  -out=fs_free.json -batch=12h -batches_per_file=2 -period=8760h

Read resulting files and write metric data into Influxdb, issuing up to 5 concurrent API requests:

promremotewrite -concurrency=5 \
  -url='http://localhost:8086/api/v1/prom/write?db=prom fs_free.json.*

Compile

docker run --rm -v "$PWD/promdump":/promdump -w /promdump golang:1.12 go build
docker run --rm -v "$PWD/promremotewrite":/promremotewrite -w /promremotewrite golang:1.12 go build

License

Licensed under MIT license.

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