Apply suggestions from code review

Co-authored-by: Craig Norris <112565517+cnorris-cs@users.noreply.github.com>
Signed-off-by: esmerel <6818907+esmerel@users.noreply.github.com>

Author: esmerel

administration/backpressure.md

@@ -5,15 +5,15 @@
 It's possible for logs or data to be ingested or created faster than the ability to
 flush it to some destinations. A common scenario is when reading from big log files,
 especially with a large backlog, and dispatching the logs to a backend over the
-network, which takes time to respond. This generates backpressure leading to high
+network, which takes time to respond. This generates _backpressure_, leading to high
 memory consumption in the service.
 
 To avoid backpressure, Fluent Bit implements a mechanism in the engine that restricts
 the amount of data an input plugin can ingest. Restriction is done through the
 configuration parameters `Mem_Buf_Limit` and `storage.Max_Chunks_Up`.
 
 As described in the [Buffering](../concepts/buffering.md) concepts section, Fluent
-Bit offers two modes for data handling: in-memory only (default) and in-memory +
+Bit offers two modes for data handling: in-memory only (default) and in-memory and
 filesystem (optional).
 
 The default `storage.type memory` buffer can be restricted with `Mem_Buf_Limit`. If
@@ -23,19 +23,19 @@ input pauses and Fluent Bit
 [emits](https://github.com/fluent/fluent-bit/blob/v2.0.0/src/flb_input_chunk.c#L1334)
 a `[warn] [input] {input name or alias} paused (mem buf overlimit)` log message.
 
-Depending on the input plugin in use, this might lead to discard incoming data (for
-example, TCP input plugin). The tail plugin can handle pause without data loss; it
-stores its current file offset and resumes reading later. When buffer memory is
-available, the input resumes accepting logs. Fluent Bit
+Depending on the input plugin in use, this might cause incoming data to be discarded
+(for example, TCP input plugin). The tail plugin can handle pauses without data
+ingloss, storing its current file offset and resuming reading later. When buffer
+memory is available, the input resumes accepting logs. Fluent Bit
 [emits](https://github.com/fluent/fluent-bit/blob/v2.0.0/src/flb_input_chunk.c#L1277)
 a `[info] [input] {input name or alias} resume (mem buf overlimit)` message.
 
 Mitigate the risk of data loss by configuring secondary storage on the filesystem
 using the `storage.type` of `filesystem` (as described in [Buffering &
 Storage](buffering-and-storage.md)). Initially, logs will be buffered to both memory
 and the filesystem. When the `storage.max_chunks_up` limit is reached, all new data
-will be stored safely in the filesystem. Fluent Bit stops queueing new data in memory
-and will only buffers to the filesystem. When `storage.type filesystem` is set, the
+will be stored in the filesystem. Fluent Bit stops queueing new data in memory and
+buffers only to the filesystem. When `storage.type filesystem` is set, the
 `Mem_Buf_Limit` setting no longer has any effect. Instead, the `[SERVICE]` level
 `storage.max_chunks_up` setting controls the size of the memory buffer.
 
@@ -47,15 +47,15 @@ disabled by default and can be applied to all input plugins.
 As an example situation:
 
 - `Mem_Buf_Limit` is set to `1MB`.
-- The input plugin tries to append 700KB.
+- The input plugin tries to append 700 KB.
 - The engine routes the data to an output plugin.
 - The output plugin backend (HTTP Server) is down.
 - Engine scheduler retries the flush after 10 seconds.
 - The input plugin tries to append 500KB.
 
-In this situation, the engine allows appending those 500KB of data into the memory,
-with a total of 1.2 MB of data buffered. The limit is permissive and will
-allow a single write past the limit. Once the limit is exceeded, the following
+In this situation, the engine allows appending those 500 KB of data into the memory,
+with a total of 1.2 MB of data buffered. The limit is permissive and will
+allow a single write past the limit. When the limit is exceeded, the following
 actions are taken:
 
 - Block local buffers for the input plugin (can't append more data).
@@ -65,13 +65,13 @@ The engine protects itself and won't append more data coming from the input plug
 question. It's the responsibility of the plugin to keep state and decide what to do
 in a `paused` state.
 
-In a few seconds, if the scheduler was able to flush the initial 700KB of data or it
+In a few seconds, if the scheduler was able to flush the initial 700 KB of data or it
 has given up after retrying, that amount of memory is released and the following
 actions occur:
 
-- Upon data buffer release (700KB), the internal counters get updated.
-- Counters now are set at 500KB.
-- Since 500KB is < 1 MB it checks the input plugin state.
+- Upon data buffer release (700 KB), the internal counters get updated.
+- Counters now are set at 500 KB.
+- Because 500 KB isless than 1 MB, it checks the input plugin state.
 - If the plugin is paused, it invokes a `resume` callback.
 - The input plugin can continue appending more data.
 
@@ -85,7 +85,7 @@ The setting behaves similar to the `Mem_Buf_Limit` scenario when the non-default
 `storage.pause_on_chunks_overlimit` is enabled.
 
 When (default) `storage.pause_on_chunks_overlimit` is disabled, the input won't pause
-when the memory limit is reached. Instead, it switches to only buffering logs in
+when the memory limit is reached. Instead, it switches to buffering logs only in
 the filesystem. Limit the disk spaced used for filesystem buffering with
 `storage.total_limit_size`.