diff --git a/pipeline/includes/data_generation/llama_generator.h b/pipeline/includes/data_generation/llama_generator.h
index fb67c8a..07661d7 100644
--- a/pipeline/includes/data_generation/llama_generator.h
+++ b/pipeline/includes/data_generation/llama_generator.h
@@ -11,7 +11,7 @@
 #include <string>
 #include <string_view>
 
-#include "data_generation/data_generator.h" k
+#include "data_generation/data_generator.h"
 #include "data_model/application_options.h"
 
 struct llama_model;
diff --git a/pipeline/src/biergarten_data_generator/query_cities_with_countries.cc b/pipeline/src/biergarten_data_generator/query_cities_with_countries.cc
index 5419390..ec1b8b2 100644
--- a/pipeline/src/biergarten_data_generator/query_cities_with_countries.cc
+++ b/pipeline/src/biergarten_data_generator/query_cities_with_countries.cc
@@ -3,14 +3,15 @@
  * @brief BiergartenDataGenerator::QueryCitiesWithCountries() implementation.
  */
 
-#include <spdlog/spdlog.h>
+#include "biergarten_data_generator.h"
 
 #include <algorithm>
 #include <filesystem>
 #include <iterator>
 #include <random>
 
-#include "biergarten_data_generator.h"
+#include <spdlog/spdlog.h>
+
 #include "json_handling/json_loader.h"
 
 static constexpr std::size_t kBreweryAmount = 4;
diff --git a/pipeline/src/data_generation/llama/generate_brewery.cc b/pipeline/src/data_generation/llama/generate_brewery.cc
index 489d1ad..0cd8795 100644
--- a/pipeline/src/data_generation/llama/generate_brewery.cc
+++ b/pipeline/src/data_generation/llama/generate_brewery.cc
@@ -4,7 +4,7 @@
  * inference, and validates structured JSON output for brewery records.
  */
 
-#include <spdlog/spdlog.h>
+#include "data_generation/llama_generator.h"
 
 #include <array>
 #include <format>
@@ -12,7 +12,8 @@
 #include <stdexcept>
 #include <string>
 
-#include "data_generation/llama_generator.h"
+#include <spdlog/spdlog.h>
+
 #include "data_generation/llama_generator_helpers.h"
 
 static std::string ExtractFinalJsonPayload(std::string raw_response) {
diff --git a/pipeline/src/json_handling/json_loader.cc b/pipeline/src/json_handling/json_loader.cc
index 23a1fd7..426b606 100644
--- a/pipeline/src/json_handling/json_loader.cc
+++ b/pipeline/src/json_handling/json_loader.cc
@@ -6,14 +6,14 @@
 
 #include "json_handling/json_loader.h"
 
-#include <spdlog/spdlog.h>
-
-#include <boost/json.hpp>
 #include <fstream>
 #include <sstream>
 #include <stdexcept>
 #include <string_view>
 
+#include <boost/json.hpp>
+#include <spdlog/spdlog.h>
+
 static std::string ReadRequiredString(const boost::json::object& object,
                                       const char* key) {
   const boost::json::value* value = object.if_contains(key);
diff --git a/pipeline/src/main.cc b/pipeline/src/main.cc
index 65699a7..954a4fc 100644
--- a/pipeline/src/main.cc
+++ b/pipeline/src/main.cc
@@ -4,16 +4,16 @@
  * initializes shared infrastructure, and executes the pipeline entry flow.
  */
 
-#include <spdlog/spdlog.h>
-
-#include <boost/di.hpp>
-#include <boost/program_options.hpp>
 #include <exception>
 #include <memory>
 #include <optional>
 #include <sstream>
 #include <string>
 
+#include <boost/di.hpp>
+#include <boost/program_options.hpp>
+#include <spdlog/spdlog.h>
+
 #include "biergarten_data_generator.h"
 #include "data_generation/llama_generator.h"
 #include "data_generation/mock_generator.h"
diff --git a/pipeline/src/web_client/curl_web_client_get.cc b/pipeline/src/web_client/curl_web_client_get.cc
index 95d9bfc..b047cdf 100644
--- a/pipeline/src/web_client/curl_web_client_get.cc
+++ b/pipeline/src/web_client/curl_web_client_get.cc
@@ -3,14 +3,14 @@
  * @brief CURLWebClient::Get() implementation.
  */
 
-#include <curl/curl.h>
+#include "web_client/curl_web_client.h"
 
 #include <cstdint>
 #include <memory>
 #include <stdexcept>
 #include <string>
 
-#include "web_client/curl_web_client.h"
+#include <curl/curl.h>
 
 using CurlHandle = std::unique_ptr<CURL, decltype(&curl_easy_cleanup)>;