diff --git a/app/vmagent/README.md b/app/vmagent/README.md
index 2882b31219..523fd85adc 100644
--- a/app/vmagent/README.md
+++ b/app/vmagent/README.md
@@ -752,14 +752,18 @@ See [these docs](https://docs.victoriametrics.com/#deduplication) for details.
 
 ## High availability
 
-It is possible to run multiple identically configured `vmagent` instances or `vmagent` [clusters](#scraping-big-number-of-targets),
-so they [scrape](#how-to-collect-metrics-in-prometheus-format) the same set of targets and push the collected data to the same set of VictoriaMetrics remote storage systems.
+It is possible to run multiple **identically configured** `vmagent` instances or `vmagent` 
+[clusters](#scraping-big-number-of-targets), so they [scrape](#how-to-collect-metrics-in-prometheus-format) 
+the same set of targets and push the collected data to the same set of VictoriaMetrics remote storage systems. 
+Two **identically configured** vmagent instances or clusters is usually called an HA pair.
 
-In this case the deduplication must be configured at VictoriaMetrics in order to de-duplicate samples received from multiple identically configured `vmagent` instances or clusters.
+When running HA pairs, [deduplication](https://docs.victoriametrics.com/#deduplication) must be configured 
+at VictoriaMetrics side in order to de-duplicate received samples.
 See [these docs](https://docs.victoriametrics.com/#deduplication) for details.
 
-It is also recommended passing different values to `-promscrape.cluster.name` command-line flag per each `vmagent` instance or per each `vmagent` cluster in HA setup.
-This is needed for proper data de-duplication. See [this issue](https://github.com/VictoriaMetrics/VictoriaMetrics/issues/2679) for details.
+It is also recommended passing different values to `-promscrape.cluster.name` command-line flag per each `vmagent` 
+instance or per each `vmagent` cluster in HA setup. This is needed for proper data de-duplication. 
+See [this issue](https://github.com/VictoriaMetrics/VictoriaMetrics/issues/2679) for details.
 
 ## Scraping targets via a proxy
 
diff --git a/docs/README.md b/docs/README.md
index f08a832e27..f246c85205 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -1469,22 +1469,37 @@ with the enabled de-duplication. See [this section](#deduplication) for details.
 
 ## Deduplication
 
-VictoriaMetrics leaves a single raw sample with the biggest timestamp per each `-dedup.minScrapeInterval` discrete interval
-if `-dedup.minScrapeInterval` is set to positive duration. For example, `-dedup.minScrapeInterval=60s` would leave a single
-raw sample with the biggest timestamp per each discrete 60s interval.
+VictoriaMetrics leaves a single [raw sample](https://docs.victoriametrics.com/keyConcepts.html#raw-samples)
+with the biggest [timestamp](https://en.wikipedia.org/wiki/Unix_time) for each [time series](https://docs.victoriametrics.com/keyConcepts.html#time-series)
+per each `-dedup.minScrapeInterval` discrete interval if `-dedup.minScrapeInterval` is set to positive duration. 
+For example, `-dedup.minScrapeInterval=60s` would leave a single raw sample with the biggest timestamp per each discrete
+`60s` interval.
 This aligns with the [staleness rules in Prometheus](https://prometheus.io/docs/prometheus/latest/querying/basics/#staleness).
 
-If multiple raw samples have the same biggest timestamp on the given `-dedup.minScrapeInterval` discrete interval, then the sample with the biggest value is left.
+If multiple raw samples have **the same timestamp** on the given `-dedup.minScrapeInterval` discrete interval, 
+then the sample with **the biggest value** is kept.
 
-The `-dedup.minScrapeInterval=D` is equivalent to `-downsampling.period=0s:D` if [downsampling](#downsampling) is enabled. So it is safe to use deduplication and downsampling simultaneously.
+Please note, [labels](https://docs.victoriametrics.com/keyConcepts.html#labels) of raw samples should be identical
+in order to be deduplicated. For example, this is why [HA pair of vmagents](https://docs.victoriametrics.com/vmagent.html#high-availability)
+needs to be identically configured. 
 
-The recommended value for `-dedup.minScrapeInterval` must equal to `scrape_interval` config from Prometheus configs. It is recommended to have a single `scrape_interval` across all the scrape targets. See [this article](https://www.robustperception.io/keep-it-simple-scrape_interval-id) for details.
+The `-dedup.minScrapeInterval=D` is equivalent to `-downsampling.period=0s:D` if [downsampling](#downsampling) is enabled.
+So it is safe to use deduplication and downsampling simultaneously.
 
-The de-duplication reduces disk space usage if multiple identically configured [vmagent](https://docs.victoriametrics.com/vmagent.html) or Prometheus instances in HA pair
-write data to the same VictoriaMetrics instance. These vmagent or Prometheus instances must have identical
-`external_labels` section in their configs, so they write data to the same time series. See also [how to set up multiple vmagent instances for scraping the same targets](https://docs.victoriametrics.com/vmagent.html#scraping-big-number-of-targets).
+The recommended value for `-dedup.minScrapeInterval` must equal to `scrape_interval` config from Prometheus configs. 
+It is recommended to have a single `scrape_interval` across all the scrape targets. 
+See [this article](https://www.robustperception.io/keep-it-simple-scrape_interval-id) for details.
 
-It is recommended passing different `-promscrape.cluster.name` values to HA pairs of `vmagent` instances, so the de-duplication consistently leaves samples for one `vmagent` instance and removes duplicate samples from other `vmagent` instances. See [these docs](https://docs.victoriametrics.com/vmagent.html#high-availability) for details.
+The de-duplication reduces disk space usage if multiple **identically configured** [vmagent](https://docs.victoriametrics.com/vmagent.html)
+or Prometheus instances in HA pair write data to the same VictoriaMetrics instance. 
+These vmagent or Prometheus instances must have **identical** `external_labels` section in their configs, 
+so they write data to the same time series. 
+See also [how to set up multiple vmagent instances for scraping the same targets](https://docs.victoriametrics.com/vmagent.html#scraping-big-number-of-targets).
+
+It is recommended passing different `-promscrape.cluster.name` values to each distinct HA pair of `vmagent` instances, 
+so the de-duplication consistently leaves samples for one `vmagent` instance and removes duplicate samples 
+from other `vmagent` instances. 
+See [these docs](https://docs.victoriametrics.com/vmagent.html#high-availability) for details.
 
 ## Storage
 
diff --git a/docs/Single-server-VictoriaMetrics.md b/docs/Single-server-VictoriaMetrics.md
index 7a22a88978..22572602e4 100644
--- a/docs/Single-server-VictoriaMetrics.md
+++ b/docs/Single-server-VictoriaMetrics.md
@@ -1477,22 +1477,37 @@ with the enabled de-duplication. See [this section](#deduplication) for details.
 
 ## Deduplication
 
-VictoriaMetrics leaves a single raw sample with the biggest timestamp per each `-dedup.minScrapeInterval` discrete interval
-if `-dedup.minScrapeInterval` is set to positive duration. For example, `-dedup.minScrapeInterval=60s` would leave a single
-raw sample with the biggest timestamp per each discrete 60s interval.
+VictoriaMetrics leaves a single [raw sample](https://docs.victoriametrics.com/keyConcepts.html#raw-samples)
+with the biggest [timestamp](https://en.wikipedia.org/wiki/Unix_time) for each [time series](https://docs.victoriametrics.com/keyConcepts.html#time-series)
+per each `-dedup.minScrapeInterval` discrete interval if `-dedup.minScrapeInterval` is set to positive duration. 
+For example, `-dedup.minScrapeInterval=60s` would leave a single raw sample with the biggest timestamp per each discrete
+`60s` interval.
 This aligns with the [staleness rules in Prometheus](https://prometheus.io/docs/prometheus/latest/querying/basics/#staleness).
 
-If multiple raw samples have the same biggest timestamp on the given `-dedup.minScrapeInterval` discrete interval, then the sample with the biggest value is left.
+If multiple raw samples have **the same timestamp** on the given `-dedup.minScrapeInterval` discrete interval, 
+then the sample with **the biggest value** is kept.
 
-The `-dedup.minScrapeInterval=D` is equivalent to `-downsampling.period=0s:D` if [downsampling](#downsampling) is enabled. So it is safe to use deduplication and downsampling simultaneously.
+Please note, [labels](https://docs.victoriametrics.com/keyConcepts.html#labels) of raw samples should be identical
+in order to be deduplicated. For example, this is why [HA pair of vmagents](https://docs.victoriametrics.com/vmagent.html#high-availability)
+needs to be identically configured. 
 
-The recommended value for `-dedup.minScrapeInterval` must equal to `scrape_interval` config from Prometheus configs. It is recommended to have a single `scrape_interval` across all the scrape targets. See [this article](https://www.robustperception.io/keep-it-simple-scrape_interval-id) for details.
+The `-dedup.minScrapeInterval=D` is equivalent to `-downsampling.period=0s:D` if [downsampling](#downsampling) is enabled.
+So it is safe to use deduplication and downsampling simultaneously.
 
-The de-duplication reduces disk space usage if multiple identically configured [vmagent](https://docs.victoriametrics.com/vmagent.html) or Prometheus instances in HA pair
-write data to the same VictoriaMetrics instance. These vmagent or Prometheus instances must have identical
-`external_labels` section in their configs, so they write data to the same time series. See also [how to set up multiple vmagent instances for scraping the same targets](https://docs.victoriametrics.com/vmagent.html#scraping-big-number-of-targets).
+The recommended value for `-dedup.minScrapeInterval` must equal to `scrape_interval` config from Prometheus configs. 
+It is recommended to have a single `scrape_interval` across all the scrape targets. 
+See [this article](https://www.robustperception.io/keep-it-simple-scrape_interval-id) for details.
 
-It is recommended passing different `-promscrape.cluster.name` values to HA pairs of `vmagent` instances, so the de-duplication consistently leaves samples for one `vmagent` instance and removes duplicate samples from other `vmagent` instances. See [these docs](https://docs.victoriametrics.com/vmagent.html#high-availability) for details.
+The de-duplication reduces disk space usage if multiple **identically configured** [vmagent](https://docs.victoriametrics.com/vmagent.html)
+or Prometheus instances in HA pair write data to the same VictoriaMetrics instance. 
+These vmagent or Prometheus instances must have **identical** `external_labels` section in their configs, 
+so they write data to the same time series. 
+See also [how to set up multiple vmagent instances for scraping the same targets](https://docs.victoriametrics.com/vmagent.html#scraping-big-number-of-targets).
+
+It is recommended passing different `-promscrape.cluster.name` values to each distinct HA pair of `vmagent` instances, 
+so the de-duplication consistently leaves samples for one `vmagent` instance and removes duplicate samples 
+from other `vmagent` instances. 
+See [these docs](https://docs.victoriametrics.com/vmagent.html#high-availability) for details.
 
 ## Storage
 
diff --git a/docs/vmagent.md b/docs/vmagent.md
index 4209bf4c25..03404db697 100644
--- a/docs/vmagent.md
+++ b/docs/vmagent.md
@@ -763,14 +763,18 @@ See [these docs](https://docs.victoriametrics.com/#deduplication) for details.
 
 ## High availability
 
-It is possible to run multiple identically configured `vmagent` instances or `vmagent` [clusters](#scraping-big-number-of-targets),
-so they [scrape](#how-to-collect-metrics-in-prometheus-format) the same set of targets and push the collected data to the same set of VictoriaMetrics remote storage systems.
+It is possible to run multiple **identically configured** `vmagent` instances or `vmagent` 
+[clusters](#scraping-big-number-of-targets), so they [scrape](#how-to-collect-metrics-in-prometheus-format) 
+the same set of targets and push the collected data to the same set of VictoriaMetrics remote storage systems. 
+Two **identically configured** vmagent instances or clusters is usually called an HA pair.
 
-In this case the deduplication must be configured at VictoriaMetrics in order to de-duplicate samples received from multiple identically configured `vmagent` instances or clusters.
+When running HA pairs, [deduplication](https://docs.victoriametrics.com/#deduplication) must be configured 
+at VictoriaMetrics side in order to de-duplicate received samples.
 See [these docs](https://docs.victoriametrics.com/#deduplication) for details.
 
-It is also recommended passing different values to `-promscrape.cluster.name` command-line flag per each `vmagent` instance or per each `vmagent` cluster in HA setup.
-This is needed for proper data de-duplication. See [this issue](https://github.com/VictoriaMetrics/VictoriaMetrics/issues/2679) for details.
+It is also recommended passing different values to `-promscrape.cluster.name` command-line flag per each `vmagent` 
+instance or per each `vmagent` cluster in HA setup. This is needed for proper data de-duplication. 
+See [this issue](https://github.com/VictoriaMetrics/VictoriaMetrics/issues/2679) for details.
 
 ## Scraping targets via a proxy