diff --git a/api/include/opentelemetry/common/attribute_value.h b/api/include/opentelemetry/common/attribute_value.h
index af4cc83d42..cf4105ea3b 100644
--- a/api/include/opentelemetry/common/attribute_value.h
+++ b/api/include/opentelemetry/common/attribute_value.h
@@ -23,7 +23,8 @@ namespace common
 ///    (IEEE 754-1985) or signed 64 bit integer.
 ///  - Homogenous arrays of primitive type values.
 ///
-/// \warning
+/// \warning The OpenTelemetry C++ API does not support the following attribute:
+///  uint64_t, nostd::span<const uint64_t>, and nostd::span<uint8_t> types.
 /// \parblock The OpenTelemetry C++ API currently supports several attribute
 /// value types that are not covered by the OpenTelemetry specification:
 ///  - \c uint64_t
diff --git a/api/include/opentelemetry/common/key_value_iterable.h b/api/include/opentelemetry/common/key_value_iterable.h
index 9d43e1571b..4d191b07b7 100644
--- a/api/include/opentelemetry/common/key_value_iterable.h
+++ b/api/include/opentelemetry/common/key_value_iterable.h
@@ -43,13 +43,12 @@ class NoopKeyValueIterable : public KeyValueIterable
   ~NoopKeyValueIterable() override = default;
 
   /**
-   * Iterate over key-value pairs
-   * @param callback a callback to invoke for each key-value. If the callback returns false,
-   * the iteration is aborted.
-   * @return true if every key-value pair was iterated over
+   * No-op implementation: does not invoke the callback, even if key-value pairs are present.
+   * @return true without iterating or invoking the callback
    */
   bool ForEachKeyValue(
-      nostd::function_ref<bool(nostd::string_view, common::AttributeValue)>) const noexcept override
+      nostd::function_ref<bool(nostd::string_view, common::AttributeValue)> /*callback*/)
+      const noexcept override
   {
     return true;
   }
diff --git a/api/include/opentelemetry/common/key_value_iterable_view.h b/api/include/opentelemetry/common/key_value_iterable_view.h
index e22fb6f06f..a8fe310321 100644
--- a/api/include/opentelemetry/common/key_value_iterable_view.h
+++ b/api/include/opentelemetry/common/key_value_iterable_view.h
@@ -91,7 +91,7 @@ KeyValueIterableView<T> MakeKeyValueIterableView(const T &container) noexcept
 /**
  * Utility function to help to make a attribute view from initializer_list
  *
- * @param attributes
+ * @param attributes The initializer_list of key-value pairs
  * @return nostd::span<const std::pair<nostd::string_view, common::AttributeValue>>
  */
 inline static nostd::span<const std::pair<nostd::string_view, common::AttributeValue>>
@@ -105,7 +105,7 @@ MakeAttributes(std::initializer_list<std::pair<nostd::string_view, common::Attri
 /**
  * Utility function to help to make a attribute view from a span
  *
- * @param attributes
+ * @param attributes The span of key-value pairs
  * @return nostd::span<const std::pair<nostd::string_view, common::AttributeValue>>
  */
 inline static nostd::span<const std::pair<nostd::string_view, common::AttributeValue>>
@@ -118,7 +118,7 @@ MakeAttributes(
 /**
  * Utility function to help to make a attribute view from a KeyValueIterable
  *
- * @param attributes
+ * @param attributes The KeyValueIterable of key-value pairs
  * @return common::KeyValueIterable
  */
 inline static const common::KeyValueIterable &MakeAttributes(
@@ -130,16 +130,17 @@ inline static const common::KeyValueIterable &MakeAttributes(
 /**
  * Utility function to help to make a attribute view from a key-value iterable object
  *
- * @param attributes
+ * @tparam ArgumentType  Expected to be ArgumentType
+ * @param attributes     The key-value iterable object
  * @return nostd::span<const std::pair<nostd::string_view, common::AttributeValue>>
  */
 template <
     class ArgumentType,
     nostd::enable_if_t<common::detail::is_key_value_iterable<ArgumentType>::value> * = nullptr>
 inline static common::KeyValueIterableView<ArgumentType> MakeAttributes(
-    const ArgumentType &arg) noexcept
+    const ArgumentType &attributes) noexcept
 {
-  return common::KeyValueIterableView<ArgumentType>(arg);
+  return common::KeyValueIterableView<ArgumentType>(attributes);
 }
 
 }  // namespace common
diff --git a/api/include/opentelemetry/context/runtime_context.h b/api/include/opentelemetry/context/runtime_context.h
index e3f88254cb..606cd79690 100644
--- a/api/include/opentelemetry/context/runtime_context.h
+++ b/api/include/opentelemetry/context/runtime_context.h
@@ -56,7 +56,7 @@ class OPENTELEMETRY_EXPORT RuntimeContextStorage
 
   /**
    * Set the current context.
-   * @param the new current context
+   * @param context The new current context
    * @return a token for the new current context. This never returns a nullptr.
    */
   virtual nostd::unique_ptr<Token> Attach(const Context &context) noexcept = 0;
diff --git a/api/include/opentelemetry/logs/event_logger.h b/api/include/opentelemetry/logs/event_logger.h
index bcc1035625..929e97cc2c 100644
--- a/api/include/opentelemetry/logs/event_logger.h
+++ b/api/include/opentelemetry/logs/event_logger.h
@@ -42,7 +42,7 @@ class OPENTELEMETRY_DEPRECATED EventLogger
    * Emit a event Log Record object with arguments
    *
    * @param event_name Event name
-   * @tparam args Arguments which can be used to set data of log record by type.
+   * @param args Arguments which can be used to set data of log record by type.
    *  Severity                                -> severity, severity_text
    *  string_view                             -> body
    *  AttributeValue                          -> body
diff --git a/exporters/memory/include/opentelemetry/exporters/memory/in_memory_metric_exporter_factory.h b/exporters/memory/include/opentelemetry/exporters/memory/in_memory_metric_exporter_factory.h
index ae1c2b8579..7207e03d7b 100644
--- a/exporters/memory/include/opentelemetry/exporters/memory/in_memory_metric_exporter_factory.h
+++ b/exporters/memory/include/opentelemetry/exporters/memory/in_memory_metric_exporter_factory.h
@@ -24,7 +24,6 @@ class InMemoryMetricExporterFactory
   /// temporality selector.
   /// @param [out] data the InMemoryMetricData the exporter will write to,
   ///                   for the caller to inspect
-  /// @param [in] buffer_size number of entries to save in the circular buffer
   /// @param [in] temporality output temporality as a function of instrument kind
   static std::unique_ptr<opentelemetry::sdk::metrics::PushMetricExporter> Create(
       const std::shared_ptr<InMemoryMetricData> &data,
diff --git a/exporters/memory/include/opentelemetry/exporters/memory/in_memory_span_exporter.h b/exporters/memory/include/opentelemetry/exporters/memory/in_memory_span_exporter.h
index 8d3918f907..dd4fc11d05 100644
--- a/exporters/memory/include/opentelemetry/exporters/memory/in_memory_span_exporter.h
+++ b/exporters/memory/include/opentelemetry/exporters/memory/in_memory_span_exporter.h
@@ -81,11 +81,12 @@ class InMemorySpanExporter final : public opentelemetry::sdk::trace::SpanExporte
   }
 
   /**
-   * @param timeout an optional value containing the timeout of the exporter
+   * Attempt to shut down the in-memory span exporter.
+   * @param timeout Timeout is an optional value containing the timeout of the exporter
    * note: passing custom timeout values is not currently supported for this exporter
    * @return Returns the status of the operation
    */
-  bool Shutdown(std::chrono::microseconds /* timeout */) noexcept override
+  bool Shutdown(std::chrono::microseconds timeout OPENTELEMETRY_MAYBE_UNUSED) noexcept override
   {
     is_shutdown_ = true;
     return true;
diff --git a/exporters/memory/src/in_memory_metric_exporter_factory.cc b/exporters/memory/src/in_memory_metric_exporter_factory.cc
index 227d846fbb..8a2ce63208 100644
--- a/exporters/memory/src/in_memory_metric_exporter_factory.cc
+++ b/exporters/memory/src/in_memory_metric_exporter_factory.cc
@@ -35,7 +35,7 @@ namespace
 class InMemoryMetricExporter final : public sdk::metrics::PushMetricExporter
 {
 public:
-  /// @param buffer_size a required value that sets the size of the CircularBuffer
+  /// @param data The in-memory data to export to.
   /// @param temporality Output temporality as a function of instrument kind.
   InMemoryMetricExporter(const std::shared_ptr<InMemoryMetricData> &data,
                          const sdk::metrics::AggregationTemporalitySelector &temporality)
diff --git a/ext/include/opentelemetry/ext/http/client/curl/http_operation_curl.h b/ext/include/opentelemetry/ext/http/client/curl/http_operation_curl.h
index 2c3565177c..d180134cae 100644
--- a/ext/include/opentelemetry/ext/http/client/curl/http_operation_curl.h
+++ b/ext/include/opentelemetry/ext/http/client/curl/http_operation_curl.h
@@ -81,22 +81,24 @@ class HttpOperation
   /**
    * Old-school memory allocator
    *
-   * @param contents
-   * @param size
-   * @param nmemb
-   * @param userp
-   * @return
+   * @param contents Pointer to the data received from the server.
+   * @param size Size of each data element.
+   * @param nmemb Number of data elements.
+   * @param userp Pointer to the user-defined data structure for storing the received data.
+   * @return The number of bytes actually taken care of. If this differs from size * nmemb, it
+   * signals an error to libcurl.
    */
   static size_t WriteMemoryCallback(void *contents, size_t size, size_t nmemb, void *userp);
 
   /**
    * C++ STL std::vector allocator
    *
-   * @param ptr
-   * @param size
-   * @param nmemb
-   * @param data
-   * @return
+   * @param ptr Pointer to the data received from the server.
+   * @param size Size of each data element.
+   * @param nmemb Number of data elements.
+   * @param userp Pointer to the user-defined data structure for storing the received data.
+   * @return The number of bytes actually taken care of. If this differs from size * nmemb, it
+   * signals an error to libcurl.
    */
   static size_t WriteVectorHeaderCallback(void *ptr, size_t size, size_t nmemb, void *userp);
   static size_t WriteVectorBodyCallback(void *ptr, size_t size, size_t nmemb, void *userp);
@@ -138,11 +140,9 @@ class HttpOperation
    * Create local CURL instance for url and body
    * @param method   HTTP Method
    * @param url   HTTP URL
-   * @param callback
-   * @param request_mode   Sync or async
-   * @param request   Request Headers
-   * @param body   Request Body
-   * @param raw_response   Whether to parse the response
+   * @param request_headers   Request Headers
+   * @param request_body   Request Body
+   * @param is_raw_response   Whether to parse the response
    * @param http_conn_timeout   HTTP connection timeout in seconds
    * @param reuse_connection   Whether connection should be reused or closed
    * @param is_log_enabled   To intercept some information from cURL request
@@ -232,22 +232,16 @@ class HttpOperation
 
   /**
    * Return a copy of response headers
-   *
-   * @return
    */
   Headers GetResponseHeaders();
 
   /**
    * Return a copy of response body
-   *
-   * @return
    */
   inline const std::vector<uint8_t> &GetResponseBody() const noexcept { return response_body_; }
 
   /**
    * Return a raw copy of response headers+body
-   *
-   * @return
    */
   inline const std::vector<uint8_t> &GetRawResponse() const noexcept { return raw_response_; }
 
@@ -265,7 +259,7 @@ class HttpOperation
    * Perform curl message, this function only can be called in the polling thread and it can only
    * be called when got a CURLMSG_DONE.
    *
-   * @param code
+   * @param code CURLcode
    */
   void PerformCurlMessage(CURLcode code);
 
diff --git a/sdk/include/opentelemetry/sdk/common/atomic_unique_ptr.h b/sdk/include/opentelemetry/sdk/common/atomic_unique_ptr.h
index e554526666..7190c0173b 100644
--- a/sdk/include/opentelemetry/sdk/common/atomic_unique_ptr.h
+++ b/sdk/include/opentelemetry/sdk/common/atomic_unique_ptr.h
@@ -61,7 +61,7 @@ class AtomicUniquePtr
 
   /**
    * Atomically swap the pointer with another.
-   * @param ptr the pointer to swap with
+   * @param other The pointer to swap with
    */
   void Swap(std::unique_ptr<T> &other) noexcept { other.reset(ptr_.exchange(other.release())); }
 
diff --git a/sdk/include/opentelemetry/sdk/logs/multi_recordable.h b/sdk/include/opentelemetry/sdk/logs/multi_recordable.h
index 40a9c92e3b..ad19b231ab 100644
--- a/sdk/include/opentelemetry/sdk/logs/multi_recordable.h
+++ b/sdk/include/opentelemetry/sdk/logs/multi_recordable.h
@@ -93,7 +93,7 @@ class MultiRecordable final : public Recordable
 
   /**
    * Set Resource of this log
-   * @param Resource the resource to set
+   * @param resource the resource to set
    */
   void SetResource(const opentelemetry::sdk::resource::Resource &resource) noexcept override;
 
diff --git a/sdk/include/opentelemetry/sdk/logs/read_write_log_record.h b/sdk/include/opentelemetry/sdk/logs/read_write_log_record.h
index af28273c49..24e70f4705 100644
--- a/sdk/include/opentelemetry/sdk/logs/read_write_log_record.h
+++ b/sdk/include/opentelemetry/sdk/logs/read_write_log_record.h
@@ -162,7 +162,7 @@ class ReadWriteLogRecord final : public ReadableLogRecord
 
   /**
    * Set Resource of this log
-   * @param Resource the resource to set
+   * @param resource the resource to set
    */
   void SetResource(const opentelemetry::sdk::resource::Resource &resource) noexcept override;
 
diff --git a/sdk/include/opentelemetry/sdk/logs/recordable.h b/sdk/include/opentelemetry/sdk/logs/recordable.h
index 65f5f6ae94..ea203fb8a4 100644
--- a/sdk/include/opentelemetry/sdk/logs/recordable.h
+++ b/sdk/include/opentelemetry/sdk/logs/recordable.h
@@ -32,7 +32,7 @@ class Recordable : public opentelemetry::logs::LogRecord
 public:
   /**
    * Set Resource of this log
-   * @param Resource the resource to set
+   * @param resource the resource to set
    */
   virtual void SetResource(const opentelemetry::sdk::resource::Resource &resource) noexcept = 0;
 
diff --git a/sdk/include/opentelemetry/sdk/metrics/meter_context.h b/sdk/include/opentelemetry/sdk/metrics/meter_context.h
index 468f5cdab5..53f6298049 100644
--- a/sdk/include/opentelemetry/sdk/metrics/meter_context.h
+++ b/sdk/include/opentelemetry/sdk/metrics/meter_context.h
@@ -150,7 +150,7 @@ class MeterContext : public std::enable_shared_from_this<MeterContext>
    * NOTE - INTERNAL method, can change in future.
    * Adds a meter to the list of configured meters in thread safe manner.
    *
-   * @param meter
+   * @param meter The meter to be added.
    */
   void AddMeter(const std::shared_ptr<Meter> &meter);
 
diff --git a/sdk/include/opentelemetry/sdk/trace/recordable.h b/sdk/include/opentelemetry/sdk/trace/recordable.h
index 5918b80133..b85e007e85 100644
--- a/sdk/include/opentelemetry/sdk/trace/recordable.h
+++ b/sdk/include/opentelemetry/sdk/trace/recordable.h
@@ -56,7 +56,7 @@ class Recordable
 
   /**
    * Set an attribute of a span.
-   * @param name the name of the attribute
+   * @param key the name of the attribute
    * @param value the attribute value
    */
   virtual void SetAttribute(nostd::string_view key,
@@ -137,7 +137,6 @@ class Recordable
 
   /**
    * Set the trace flags of the span.
-   * @param flags the flags to set
    */
   virtual void SetTraceFlags(opentelemetry::trace::TraceFlags /* flags */) noexcept {}
 
@@ -149,7 +148,7 @@ class Recordable
 
   /**
    * Set Resource of the span
-   * @param Resource the resource to set
+   * @param resource the resource to set
    */
   virtual void SetResource(const opentelemetry::sdk::resource::Resource &resource) noexcept = 0;
 
diff --git a/sdk/include/opentelemetry/sdk/trace/sampler.h b/sdk/include/opentelemetry/sdk/trace/sampler.h
index b90a2e66b2..c8339ea7b1 100644
--- a/sdk/include/opentelemetry/sdk/trace/sampler.h
+++ b/sdk/include/opentelemetry/sdk/trace/sampler.h
@@ -80,7 +80,7 @@ class Sampler
    * @param trace_id the TraceId for the new Span. This will be identical to that in
    *        the parentContext, unless this is a root span.
    * @param name the name of the new Span.
-   * @param spanKind the opentelemetry::trace::SpanKind of the Span.
+   * @param span_kind the opentelemetry::trace::SpanKind of the Span.
    * @param attributes list of AttributeValue with their keys.
    * @param links Collection of links that will be associated with the Span to be created.
    * @return sampling result whether span should be sampled or not.