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diff --git a/backends/WALKTHROUGH.md b/backends/WALKTHROUGH.md
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+++ b/backends/WALKTHROUGH.md
@@ -62,7 +62,7 @@ command to run (/bin/bash) and then chooses the base container images (centos:la
sitting inside the shell of the container.
After we have entered the shell we can install Netdata. This process could not be easier. If you take a look at [this
-link](../packaging/installer/README.md), the Netdata devs give us several one-liners to install Netdata. I have not had
+link](/packaging/installer/README.md), the Netdata devs give us several one-liners to install Netdata. I have not had
any issues with these one liners and their bootstrapping scripts so far (If you guys run into anything do share). Run
the following command in your container.
@@ -214,7 +214,7 @@ the `chart` dimension. If you’d like you can combine the ‘chart’ and ‘in
Let’s give this a try: `netdata_system_cpu_percentage_average{chart="system.cpu", instance="netdata:19999"}`
This is the basics of using Prometheus to query Netdata. I’d advise everyone at this point to read [this
-page](../backends/prometheus/#using-netdata-with-prometheus). The key point here is that Netdata can export metrics from
+page](/backends/prometheus/README.md#using-netdata-with-prometheus). The key point here is that Netdata can export metrics from
its internal DB or can send metrics “as-collected” by specifying the ‘source=as-collected’ url parameter like so.
<http://localhost:19999/api/v1/allmetrics?format=prometheus&help=yes&types=yes&source=as-collected> If you choose to use
this method you will need to use Prometheus's set of functions here: <https://prometheus.io/docs/querying/functions/> to