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Signed-off-by: Callum Styan <callumstyan@gmail.com>
220 lines
9.6 KiB
Markdown
220 lines
9.6 KiB
Markdown
# Service Discovery
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This directory contains the service discovery (SD) component of Prometheus.
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## Design of a Prometheus SD
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There are many requests to add new SDs to Prometheus, this section looks at
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what makes a good SD and covers some of the common implementation issues.
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### Does this make sense as an SD?
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The first question to be asked is does it make sense to add this particular
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SD? An SD mechanism should be reasonably well established, and at a minimum in
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use across multiple organizations. It should allow discovering of machines
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and/or services running somewhere. When exactly an SD is popular enough to
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justify being added to Prometheus natively is an open question.
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Note: As part of lifting the past moratorium on new SD implementations it was
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agreed that, in addition to the existing requirements, new service discovery
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implementations will be required to have a committed maintainer with push access (i.e., on -team).
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It should not be a brand new SD mechanism, or a variant of an established
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mechanism. We want to integrate Prometheus with the SD that's already there in
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your infrastructure, not invent yet more ways to do service discovery. We also
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do not add mechanisms to work around users lacking service discovery and/or
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configuration management infrastructure.
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SDs that merely discover other applications running the same software (e.g.
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talk to one Kafka or Cassandra server to find the others) are not service
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discovery. In that case the SD you should be looking at is whatever decides
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that a machine is going to be a Kafka server, likely a machine database or
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configuration management system.
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If something is particularly custom or unusual, `file_sd` is the generic
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mechanism provided for users to hook in. Generally with Prometheus we offer a
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single generic mechanism for things with infinite variations, rather than
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trying to support everything natively (see also, alertmanager webhook, remote
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read, remote write, node exporter textfile collector). For example anything
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that would involve talking to a relational database should use `file_sd`
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instead.
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For configuration management systems like Chef, while they do have a
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database/API that'd in principle make sense to talk to for service discovery,
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the idiomatic approach is to use Chef's templating facilities to write out a
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file for use with `file_sd`.
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### Mapping from SD to Prometheus
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The general principle with SD is to extract all the potentially useful
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information we can out of the SD, and let the user choose what they need of it
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using
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[relabelling](https://prometheus.io/docs/operating/configuration/#<relabel_config>).
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This information is generally termed metadata.
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Metadata is exposed as a set of key/value pairs (labels) per target. The keys
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are prefixed with `__meta_<sdname>_<key>`, and there should also be an `__address__`
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label with the host:port of the target (preferably an IP address to avoid DNS
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lookups). No other labelnames should be exposed.
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It is very common for initial pull requests for new SDs to include hardcoded
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assumptions that make sense for the author's setup. SD should be generic,
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any customisation should be handled via relabelling. There should be basically
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no business logic, filtering, or transformations of the data from the SD beyond
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that which is needed to fit it into the metadata data model.
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Arrays (e.g. a list of tags) should be converted to a single label with the
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array values joined with a comma. Also prefix and suffix the value with a
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comma. So for example the array `[a, b, c]` would become `,a,b,c,`. As
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relabelling regexes are fully anchored, this makes it easier to write correct
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regexes against (`.*,a,.*` works no matter where `a` appears in the list). The
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canonical example of this is `__meta_consul_tags`.
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Maps, hashes and other forms of key/value pairs should be all prefixed and
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exposed as labels. For example for EC2 tags, there would be
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`__meta_ec2_tag_Description=mydescription` for the Description tag. Labelnames
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may only contain `[_a-zA-Z0-9]`, sanitize by replacing with underscores as needed.
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For targets with multiple potential ports, you can a) expose them as a list, b)
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if they're named expose them as a map or c) expose them each as their own
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target. Kubernetes SD takes the target per port approach. a) and b) can be
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combined.
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For machine-like SDs (OpenStack, EC2, Kubernetes to some extent) there may
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be multiple network interfaces for a target. Thus far reporting the details
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of only the first/primary network interface has sufficed.
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### Other implementation considerations
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SDs are intended to dump all possible targets. For example the optional use of
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EC2 service discovery would be to take the entire region's worth of EC2
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instances it provides and do everything needed in one `scrape_config`. For
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large deployments where you are only interested in a small proportion of the
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returned targets, this may cause performance issues. If this occurs it is
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acceptable to also offer filtering via whatever mechanisms the SD exposes. For
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EC2 that would be the `Filter` option on `DescribeInstances`. Keep in mind that
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this is a performance optimisation, it should be possible to do the same
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filtering using relabelling alone. As with SD generally, we do not invent new
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ways to filter targets (that is what relabelling is for), merely offer up
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whatever functionality the SD itself offers.
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It is a general rule with Prometheus that all configuration comes from the
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configuration file. While the libraries you use to talk to the SD may also
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offer other mechanisms for providing configuration/authentication under the
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covers (EC2's use of environment variables being a prime example), using your SD
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mechanism should not require this. Put another way, your SD implementation
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should not read environment variables or files to obtain configuration.
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Some SD mechanisms have rate limits that make them challenging to use. As an
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example we have unfortunately had to reject Amazon ECS service discovery due to
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the rate limits being so low that it would not be usable for anything beyond
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small setups.
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If a system offers multiple distinct types of SD, select which is in use with a
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configuration option rather than returning them all from one mega SD that
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requires relabelling to select just the one you want. So far we have only seen
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this with Kubernetes. When a single SD with a selector vs. multiple distinct
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SDs makes sense is an open question.
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If there is a failure while processing talking to the SD, abort rather than
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returning partial data. It is better to work from stale targets than partial
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or incorrect metadata.
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The information obtained from service discovery is not considered sensitive
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security wise. Do not return secrets in metadata, anyone with access to
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the Prometheus server will be able to see them.
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## Writing an SD mechanism
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### The SD interface
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A Service Discovery (SD) mechanism has to discover targets and provide them to Prometheus. We expect similar targets to be grouped together, in the form of a [target group](https://godoc.org/github.com/prometheus/prometheus/discovery/targetgroup#Group). The SD mechanism sends the targets down to prometheus as list of target groups.
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An SD mechanism has to implement the `Discoverer` Interface:
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```go
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type Discoverer interface {
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Run(ctx context.Context, up chan<- []*targetgroup.Group)
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}
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```
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Prometheus will call the `Run()` method on a provider to initialize the discovery mechanism. The mechanism will then send *all* the target groups into the channel.
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Now the mechanism will watch for changes. For each update it can send all target groups, or only changed and new target groups, down the channel. `Manager` will handle
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both cases.
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For example if we had a discovery mechanism and it retrieves the following groups:
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```
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[]targetgroup.Group{
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{
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Targets: []model.LabelSet{
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{
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"__instance__": "10.11.150.1:7870",
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"hostname": "demo-target-1",
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"test": "simple-test",
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},
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{
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"__instance__": "10.11.150.4:7870",
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"hostname": "demo-target-2",
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"test": "simple-test",
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},
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},
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Labels: map[LabelName][LabelValue] {
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"job": "mysql",
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},
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"Source": "file1",
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},
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{
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Targets: []model.LabelSet{
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{
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"__instance__": "10.11.122.11:6001",
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"hostname": "demo-postgres-1",
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"test": "simple-test",
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},
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{
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"__instance__": "10.11.122.15:6001",
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"hostname": "demo-postgres-2",
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"test": "simple-test",
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},
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},
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Labels: map[LabelName][LabelValue] {
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"job": "postgres",
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},
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"Source": "file2",
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},
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}
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```
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Here there are two target groups one group with source `file1` and another with `file2`. The grouping is implementation specific and could even be one target per group. But, one has to make sure every target group sent by an SD instance should have a `Source` which is unique across all the target groups of that SD instance.
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In this case, both the target groups are sent down the channel the first time `Run()` is called. Now, for an update, we need to send the whole _changed_ target group down the channel. i.e, if the target with `hostname: demo-postgres-2` goes away, we send:
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```
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&targetgroup.Group{
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Targets: []model.LabelSet{
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{
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"__instance__": "10.11.122.11:6001",
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"hostname": "demo-postgres-1",
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"test": "simple-test",
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},
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},
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Labels: map[LabelName][LabelValue] {
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"job": "postgres",
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},
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"Source": "file2",
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}
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```
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down the channel.
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If all the targets in a group go away, we need to send the target groups with empty `Targets` down the channel. i.e, if all targets with `job: postgres` go away, we send:
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```
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&targetgroup.Group{
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Targets: nil,
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"Source": "file2",
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}
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```
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down the channel.
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<!-- TODO: Add best-practices -->
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