diff --git a/development/developer-guide.md b/development/developer-guide.md
index cf001047f..cc459f9f6 100644
--- a/development/developer-guide.md
+++ b/development/developer-guide.md
@@ -1,42 +1,43 @@
 # Developer guide for beginners on contributing to Fluent Bit
 
-Assuming you have some basic knowledge of C, this guide should help you understand how to make code changes to Fluent Bit.
+If you have some knowledge of C, this guide should help you understand how to make code changes to Fluent Bit.
 
 ## Libraries
 
-Most external libraries are embedded in the project in the [/lib](https://github.com/fluent/fluent-bit/tree/master/lib) folder. To keep its footprint low and make cross-platform builds simple, Fluent Bit attempts keep its dependency graph small.
+Most external libraries are embedded in the project in the [/lib](https://github.com/fluent/fluent-bit/tree/master/lib) folder. To keep its footprint low and maximize compatibility in cross-platform builds, Fluent Bit attempts to keep its dependency graph small.
 
-The external library you are mostly likely to interact with is [msgpack](https://github.com/msgpack/msgpack-c).
+The external library that you're mostly likely to interact with is [MessagePack](https://github.com/msgpack/msgpack-c).
 
-For cryptographic support, Fluent Bit uses the system installed version of OpenSSL. 
-Please make sure to install openssl libraries and headers before building Fluent Bit.
+For cryptographic support, Fluent Bit uses the system installed version of OpenSSL. You must install OpenSSL libraries and headers before Building Fluent Bit.
 
-### Memory Management
+### Memory management
 
-When you write Fluent Bit code, you will use Fluent Bit's versions of the standard C functions for working with memory:
+When you write Fluent Bit code, you'll use the Fluent Bit versions of the standard C functions for working with memory:
 
-* [`flb_malloc()`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_mem.h) - equivalent to `malloc`, allocates memory.
-* [`flb_calloc()`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_mem.h)  - equivalent to `calloc`, allocates memory and initializes it to zero.
-* [`flb_realloc()`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_mem.h) - equivalent to `realloc`.
-* [`flb_free()`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_mem.h) - equivalent to `free`, releases allocated memory.
+* [`flb_malloc()`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_mem.h): Equivalent to `malloc`, allocates memory.
+* [`flb_calloc()`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_mem.h): Equivalent to `calloc`, allocates memory and initializes it to zero.
+* [`flb_realloc()`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_mem.h): Equivalent to `realloc`.
+* [`flb_free()`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_mem.h): Equivalent to `free`, releases allocated memory.
 
-Note that many types have a specialized create and destroy function. For example, [`flb_sds_create()` and `flb_sds_destroy()`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_sds.h) \(more about this in the next section\).
+{% hint style="info" %}
+Many types have specialized create and destroy functions, like [`flb_sds_create()` and `flb_sds_destroy()`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_sds.h).
+{% endhint %}
 
 ### Strings
 
-Fluent Bit has a stripped down version of the popular [SDS](https://github.com/antirez/sds) string library. See [flb\_sds.h](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_sds.h) for the API.
+Fluent Bit has a stripped down version of the popular [SDS](https://github.com/antirez/sds) string library. See [`flb_sds.h`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_sds.h) for the API.
 
-In general, you should use SDS strings in any string processing code. SDS strings are fully compatible with any C function that accepts a null-terminated sequence of characters; to understand how they work, see the [explanation on Github](https://github.com/antirez/sds#how-sds-strings-work).
+In general, you should use SDS strings in any string processing code. SDS strings are fully compatible with any C function that accepts a null-terminated sequence of characters. To understand how they work, see the [explanation on Github](https://github.com/antirez/sds#how-sds-strings-work).
 
-### HTTP Client
+### HTTP client
 
 Fluent Bit has its own network connection library. The key types and functions are defined in the following header files:
 
-* [flb\_upstream.h](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_upstream.h)
-* [flb\_http\_client.h](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_http_client.h)
-* [flb\_io.h](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_io.h)
+* [`flb_upstream.h`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_upstream.h)
+* [`flb_http_client.h`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_http_client.h)
+* [`flb_io.h`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_io.h)
 
-The following code demonstrates making an HTTP request in Fluent Bit:
+The following code demonstrates an HTTP request in Fluent Bit:
 
 ```c
 #include <fluent-bit/flb_upstream.h>
@@ -113,13 +114,13 @@ static flb_sds_t make_request(struct flb_config *config)
 }
 ```
 
-An `flb_upstream` structure represents a host/endpoint that you want to call. Normally, you'd store this structure somewhere so that it can be re-used. An `flb_upstream_conn` represents a connection to that host for a single HTTP request. The connection structure should not be used for more than one request.
+The `flb_upstream` structure represents the host/endpoint that you want to call. Normally, you'd store this structure somewhere so that it can be reused. An `flb_upstream_conn` represents a connection to that host for a single HTTP request. This connection structure shouldn't be used for more than one request.
 
-### Linked Lists
+### Linked lists
 
-Fluent Bit contains a library for constructing linked lists- [cfl\_list](https://github.com/fluent/fluent-bit/blob/master/lib/cfl/include/cfl/cfl_list.h). The type stores data as a circular linked list.
+Fluent Bit contains a library for constructing linked lists: [`cfl_list`](https://github.com/fluent/fluent-bit/blob/master/lib/cfl/include/cfl/cfl_list.h). The type stores data as a circular linked list.
 
-The [`cfl_list.h`](https://github.com/fluent/fluent-bit/blob/master/lib/cfl/include/cfl/cfl_list.h) header file contains several macros and functions for use with the lists. The example below shows how to create a list, iterate through it, and delete an element.
+The [`cfl_list.h`](https://github.com/fluent/fluent-bit/blob/master/lib/cfl/include/cfl/cfl_list.h) header file contains several macros and functions for use with the lists. The following example shows how to create a list, iterate through it, and delete an element.
 
 ```c
 #include <cfl/cfl.h>
@@ -174,11 +175,11 @@ static int example()
 }
 ```
 
-### Message Pack
+### MessagePack
 
-Fluent Bit uses [msgpack](https://msgpack.org/index.html) to internally store data. If you write code for Fluent Bit, it is almost certain that you will interact with msgpack.
+Fluent Bit uses [MessagePack](https://msgpack.org/index.html) to internally store data. If you write code for Fluent Bit, it's almost certain that you will interact with MessagePack.
 
-Fluent Bit embeds the [msgpack-c](https://github.com/msgpack/msgpack-c) library. The example below shows manipulating message pack to add a new key-value pair to a record. In Fluent Bit, the [filter\_record\_modifier](https://github.com/fluent/fluent-bit/tree/master/plugins/filter_record_modifier) plugin adds or deletes keys from records. See its code for more.
+Fluent Bit embeds the [`msgpack-c`](https://github.com/msgpack/msgpack-c) library. The following example shows how to manipulate message pack to add a new key/value pair to a record. In Fluent Bit, the [`filter_record_modifier`](https://github.com/fluent/fluent-bit/tree/master/plugins/filter_record_modifier) plugin adds or deletes keys from records. See its code for more.
 
 ```c
 #define A_NEW_KEY        "key"
@@ -262,19 +263,19 @@ static int cb_filter(const void *data, size_t bytes,
     return FLB_FILTER_MODIFIED;
 ```
 
-Please also check out the message pack examples on the [msgpack-c GitHub repo](https://github.com/msgpack/msgpack-c).
+For more info, see the MessagePack examples in the [msgpack-c GitHub repository](https://github.com/msgpack/msgpack-c).
 
 ## Plugin API
 
-Each plugin is a shared object which is [loaded into Fluent Bit](https://github.com/fluent/fluent-bit/blob/1.3/src/flb_plugin.c#L70) using dlopen and dlsym.
+Each plugin is a shared object which is [loaded into Fluent Bit](https://github.com/fluent/fluent-bit/blob/1.3/src/flb_plugin.c#L70) using `dlopen`and `dlsym`.
 
 ### Input
 
-The input plugin structure is defined in [flb\_input.h](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_input.h#L62). There are a number of functions which a plugin can implement, most only implement `cb_init`, `cb_collect`, and `cb_exit`.
+The input plugin structure is defined in [`flb_input.h`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_input.h#L62). There are a number of functions which a plugin can implement, but most only implement `cb_init`, `cb_collect`, and `cb_exit`.
 
-The [`"dummy"` input plugin](https://github.com/fluent/fluent-bit/tree/master/plugins/in_dummy) is very simple and is an excellent example to review to understand more.
+The [`"dummy"` input plugin](https://github.com/fluent/fluent-bit/tree/master/plugins/in_dummy) is very basic and is an excellent example to review to understand more.
 
-Note that input plugins can use threaded mode if the flag `FLB_INPUT_THREADED` is provided.
+Input plugins can use threaded mode if the flag `FLB_INPUT_THREADED` is provided.
 To enable threading in your plugin, add the `FLB_INPUT_THREADED` to the set of `flags` when registering:
 
 ```c
@@ -295,11 +296,11 @@ struct flb_input_plugin in_your_example_plugin = {
 
 ### Filter
 
-The structure for filter plugins is defined in [flb\_filter.h](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_filter.h#L44). Each plugin must implement `cb_init`, `cb_filter`, and `cb_exit`.
+The structure for filter plugins is defined in [`flb_filter.h`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_filter.h#L44). Each plugin must implement `cb_init`, `cb_filter`, and `cb_exit`.
 
-The [filter\_record\_modifier](https://github.com/fluent/fluent-bit/tree/master/plugins/filter_record_modifier) is a good example of a filter plugin.
+The [`filter_record_modifier`](https://github.com/fluent/fluent-bit/tree/master/plugins/filter_record_modifier) is a good example of a filter plugin.
 
-Note that filter plugins can not asynchronously make HTTP requests. If your plugin needs to make a request, add the following code when you initialize your `flb_upstream`:
+Filter plugins can not asynchronously make HTTP requests. If your plugin needs to make a request, add the following code when you initialize your `flb_upstream`:
 
 ```c
 /* Remove async flag from upstream */
@@ -308,17 +309,15 @@ upstream->flags &= ~(FLB_IO_ASYNC);
 
 ### Output
 
-Output plugins are defined in [flb\_output.h](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_output.h#L57). Each plugin must implement `cb_init`, `cb_flush`, and `cb_exit`.
+Output plugins are defined in [`flb_output.h`](https://github.com/fluent/fluent-bit/blob/master/include/fluent-bit/flb_output.h#L57). Each plugin must implement `cb_init`, `cb_flush`, and `cb_exit`.
 
-The [stdout plugin](https://github.com/fluent/fluent-bit/tree/master/plugins/out_stdout) is very simple; review its code to understand how output plugins work.
+The [stdout plugin](https://github.com/fluent/fluent-bit/tree/master/plugins/out_stdout) is very basic; review its code to understand how output plugins work.
 
-## Development Environment
+## Development environment
 
-Fluent Bit provides a standalone environment for development. 
-Developers who use different OS or distributions can develop on a simple, common stack. 
-The development environment provides the required libraries and tools for you.
+Fluent Bit provides a standalone environment for development. Developers who use different operating systems or distributions can develop on a basic, common stack. The development environment provides the required libraries and tools for you.
 
-Development environments provided for
+Development environments are provided for:
 - [Devcontainer](https://github.com/fluent/fluent-bit/blob/master/DEVELOPER_GUIDE.md#devcontainer)
 - [Vagrant](https://github.com/fluent/fluent-bit/blob/master/DEVELOPER_GUIDE.md#vagrant).
 
@@ -332,9 +331,11 @@ cmake -DFLB_DEV=On ../
 make
 ```
 
-Note that Fluent Bit uses Cmake 3 and on some systems you may need to invoke it as `cmake3`.
+{% hint style="info" %}
+Fluent Bit uses CMake 3. On some systems you might need to invoke it as `cmake3`.
+{% endhint %}
 
-To enable the unit tests run:
+To enable the unit tests, run the following command:
 
 ```text
 cmake -DFLB_DEV=On -DFLB_TESTS_RUNTIME=On -DFLB_TESTS_INTERNAL=On ../
@@ -343,7 +344,7 @@ make
 
 Internal tests are for the internal libraries of Fluent Bit. Runtime tests are for the plugins.
 
-You can run the unit tests with `make test`, however, this is inconvenient in practice. Each test file will create an executable in the `build/bin` directory which you can run directly. For example, if you want to run the SDS tests, you can invoke them as follows:
+You can run the unit tests with `make test`. However, this is inconvenient in practice. Each test file will create an executable in the `build/bin` directory, which you can run directly. For example, if you want to run the SDS tests, you can invoke them as follows:
 
 ```text
 $ ./bin/flb-it-sds
@@ -351,8 +352,3 @@ Test sds_usage...                               [   OK   ]
 Test sds_printf...                              [   OK   ]
 SUCCESS: All unit tests have passed.
 ```
-
-## Need more help?
-
-The best way to learn how Fluent Bit code works is to read it. If you need help understanding the code, reach out to the community, or open a PR with changes that are a work in progress.
-
diff --git a/vale-styles/FluentBit/Acronyms.yml b/vale-styles/FluentBit/Acronyms.yml
index 14832fb66..a01805615 100644
--- a/vale-styles/FluentBit/Acronyms.yml
+++ b/vale-styles/FluentBit/Acronyms.yml
@@ -71,6 +71,7 @@ exceptions:
   - SCM
   - SCSS
   - SDK
+  - SDS
   - SIEM
   - SLA
   - SQL