diff --git a/tooling/pipeline/src/biergarten_pipeline_orchestrator/generate_breweries.cc b/tooling/pipeline/src/biergarten_pipeline_orchestrator/generate_breweries.cc
index 69bade26..d2e273b1 100644
--- a/tooling/pipeline/src/biergarten_pipeline_orchestrator/generate_breweries.cc
+++ b/tooling/pipeline/src/biergarten_pipeline_orchestrator/generate_breweries.cc
@@ -12,80 +12,83 @@
 
 void BiergartenPipelineOrchestrator::GenerateBreweries(
     std::span<const EnrichedCity> cities) {
-  logger_->Log({.level = LogLevel::Info,
-                .phase = PipelinePhase::BreweryAndBeerGeneration,
-                .message = "=== SAMPLE BREWERY GENERATION ==="});
+   logger_->Log({.level = LogLevel::Info,
+                 .phase = PipelinePhase::BreweryAndBeerGeneration,
+                 .message = "=== SAMPLE BREWERY GENERATION ==="});
 
-  generated_breweries_.clear();
-  size_t skipped_count = 0;
-  size_t export_failed_count = 0;
+   generated_breweries_.clear();
+   size_t skipped_count = 0;
+   size_t export_failed_count = 0;
 
-  const auto generate_record =
-      [this, &skipped_count](
-          const EnrichedCity& enriched_city) -> std::optional<BreweryRecord> {
-    try {
-      const BreweryResult brewery = generator_->GenerateBrewery(enriched_city);
-      const std::string postal_code =
-          postal_code_service_->GeneratePostalCode(enriched_city.location);
-      return BreweryRecord{
-          .address = BreweryAddress{.city = enriched_city.location,
-                                    .postal_code = postal_code},
-          .brewery = brewery};
-    } catch (const std::exception& e) {
-      ++skipped_count;
+   const auto generate_record =
+       [this, &skipped_count](
+           const EnrichedCity& enriched_city) -> std::optional<BreweryRecord> {
+      try {
+         const BreweryResult brewery =
+             generator_->GenerateBrewery(enriched_city);
+         const std::string postal_code =
+             postal_code_service_->GeneratePostalCode(enriched_city.location);
+         return BreweryRecord{
+             .address = BreweryAddress{.city = enriched_city.location,
+                                       .postal_code = postal_code},
+             .brewery = brewery};
+      } catch (const std::exception& e) {
+         ++skipped_count;
 
+         logger_->Log({.level = LogLevel::Warn,
+                       .phase = PipelinePhase::BreweryAndBeerGeneration,
+                       .message = std::format(
+                           "[Pipeline] Skipping city '{}' ({}): brewery "
+                           "generation failed: {}",
+                           enriched_city.location.city,
+                           enriched_city.location.country, e.what())});
+         return std::nullopt;
+      }
+   };
+
+   const auto export_record =
+       [this, &export_failed_count](const BreweryRecord& record) {
+          try {
+             exporter_->ProcessRecord(record);
+          } catch (const std::exception& export_exception) {
+             ++export_failed_count;
+             logger_->Log(
+                 {.level = LogLevel::Warn,
+                  .phase = PipelinePhase::BreweryAndBeerGeneration,
+                  .message = std::format(
+                      "[Pipeline] Generated brewery for '{}' ({}) "
+                      "but SQLite export failed: {}",
+                      record.address.city.city, record.address.city.country,
+                      export_exception.what())});
+          }
+       };
+
+   for (const EnrichedCity& enriched_city : cities) {
+      const std::optional<BreweryRecord> record =
+          generate_record(enriched_city);
+      if (!record.has_value()) {
+         continue;
+      }
+
+      generated_breweries_.push_back(*record);
+      export_record(*record);
+   }
+
+   if (skipped_count > 0) {
       logger_->Log(
           {.level = LogLevel::Warn,
            .phase = PipelinePhase::BreweryAndBeerGeneration,
-           .message = std::format("[Pipeline] Skipping city '{}' ({}): brewery "
-                                  "generation failed: {}",
-                                  enriched_city.location.city,
-                                  enriched_city.location.country, e.what())});
-      return std::nullopt;
-    }
-  };
+           .message = std::format(
+               "[Pipeline] Skipped {} city/cities due to generation errors",
+               skipped_count)});
+   }
 
-  const auto export_record = [this, &export_failed_count](
-                                 const BreweryRecord& record) {
-    try {
-      exporter_->ProcessRecord(record);
-    } catch (const std::exception& export_exception) {
-      ++export_failed_count;
-      logger_->Log({.level = LogLevel::Warn,
-                    .phase = PipelinePhase::BreweryAndBeerGeneration,
-                    .message = std::format(
-                        "[Pipeline] Generated brewery for '{}' ({}) "
-                        "but SQLite export failed: {}",
-                        record.address.city.city, record.address.city.country,
-                        export_exception.what())});
-    }
-  };
-
-  for (const EnrichedCity& enriched_city : cities) {
-    const std::optional<BreweryRecord> record = generate_record(enriched_city);
-    if (!record.has_value()) {
-      continue;
-    }
-
-    generated_breweries_.push_back(*record);
-    export_record(*record);
-  }
-
-  if (skipped_count > 0) {
-    logger_->Log(
-        {.level = LogLevel::Warn,
-         .phase = PipelinePhase::BreweryAndBeerGeneration,
-         .message = std::format(
-             "[Pipeline] Skipped {} city/cities due to generation errors",
-             skipped_count)});
-  }
-
-  if (export_failed_count > 0) {
-    logger_->Log(
-        {.level = LogLevel::Warn,
-         .phase = PipelinePhase::Teardown,
-         .message = std::format("[Pipeline] Failed to export {} generated "
-                                "brewery/breweries to SQLite",
-                                export_failed_count)});
-  }
+   if (export_failed_count > 0) {
+      logger_->Log(
+          {.level = LogLevel::Warn,
+           .phase = PipelinePhase::Teardown,
+           .message = std::format("[Pipeline] Failed to export {} generated "
+                                  "brewery/breweries to SQLite",
+                                  export_failed_count)});
+   }
 }
diff --git a/tooling/pipeline/src/biergarten_pipeline_orchestrator/generate_users.cc b/tooling/pipeline/src/biergarten_pipeline_orchestrator/generate_users.cc
index a16e85a2..7dd2fb60 100644
--- a/tooling/pipeline/src/biergarten_pipeline_orchestrator/generate_users.cc
+++ b/tooling/pipeline/src/biergarten_pipeline_orchestrator/generate_users.cc
@@ -20,203 +20,205 @@
 
 namespace {
 std::string Sanitize(std::string_view value) {
-  std::string out;
-  out.reserve(value.size());
-  for (const char character : value) {
-    if (std::isalnum(static_cast<unsigned char>(character)) != 0) {
-      out.push_back(static_cast<char>(
-          std::tolower(static_cast<unsigned char>(character))));
-    }
-  }
-  return out;
+   std::string out;
+   out.reserve(value.size());
+   for (const char character : value) {
+      if (std::isalnum(static_cast<unsigned char>(character)) != 0) {
+         out.push_back(static_cast<char>(
+             std::tolower(static_cast<unsigned char>(character))));
+      }
+   }
+   return out;
 }
 
 std::string BuildEmail(const Name& name,
                        std::unordered_set<std::string>& used_local_parts) {
-  const std::string base =
-      std::format("{}.{}", Sanitize(name.first_name), Sanitize(name.last_name));
+   const std::string base = std::format("{}.{}", Sanitize(name.first_name),
+                                        Sanitize(name.last_name));
 
-  std::string local_part = base;
-  uint32_t suffix = 1;
+   std::string local_part = base;
+   uint32_t suffix = 1;
 
-  while (used_local_parts.contains(local_part)) {
-    local_part = std::format("{}{}", base, suffix);
-    ++suffix;
-  }
+   while (used_local_parts.contains(local_part)) {
+      local_part = std::format("{}{}", base, suffix);
+      ++suffix;
+   }
 
-  used_local_parts.insert(local_part);
+   used_local_parts.insert(local_part);
 
-  return std::format("{}@thebiergarten.app", local_part);
+   return std::format("{}@thebiergarten.app", local_part);
 }
 
 std::string GenerateDateOfBirth(std::mt19937& rng) {
-  using namespace std::chrono;
+   using namespace std::chrono;
 
-  constexpr int kMinAge = 19;
-  constexpr int kMaxAge = 48;
-  constexpr int kMaxDayOffset = 364;
+   constexpr int kMinAge = 19;
+   constexpr int kMaxAge = 48;
+   constexpr int kMaxDayOffset = 364;
 
-  std::uniform_int_distribution<int> age_dist(kMinAge, kMaxAge);
-  std::uniform_int_distribution<int> day_offset_dist(0, kMaxDayOffset);
+   std::uniform_int_distribution<int> age_dist(kMinAge, kMaxAge);
+   std::uniform_int_distribution<int> day_offset_dist(0, kMaxDayOffset);
 
-  const year_month_day today{floor<days>(system_clock::now())};
-  const year_month_day birth_year_anchor{today.year() - years{age_dist(rng)},
-                                         today.month(), today.day()};
-  const sys_days birth_date =
-      sys_days{birth_year_anchor} - days{day_offset_dist(rng)};
-  const year_month_day birth_ymd{birth_date};
+   const year_month_day today{floor<days>(system_clock::now())};
+   const year_month_day birth_year_anchor{today.year() - years{age_dist(rng)},
+                                          today.month(), today.day()};
+   const sys_days birth_date =
+       sys_days{birth_year_anchor} - days{day_offset_dist(rng)};
+   const year_month_day birth_ymd{birth_date};
 
-  return std::format("{:04}-{:02}-{:02}", static_cast<int>(birth_ymd.year()),
-                     static_cast<unsigned>(birth_ymd.month()),
-                     static_cast<unsigned>(birth_ymd.day()));
+   return std::format("{:04}-{:02}-{:02}", static_cast<int>(birth_ymd.year()),
+                      static_cast<unsigned>(birth_ymd.month()),
+                      static_cast<unsigned>(birth_ymd.day()));
 }
 
 std::optional<Name> SampleName(
     const ForenamesByCountryMap& forenames_by_country,
     const SurnamesByCountryMap& surnames_by_country,
     const std::string& iso3166_1, std::mt19937& rng) {
-  const auto forenames_it = forenames_by_country.find(iso3166_1);
-  const auto surnames_it = surnames_by_country.find(iso3166_1);
+   const auto forenames_it = forenames_by_country.find(iso3166_1);
+   const auto surnames_it = surnames_by_country.find(iso3166_1);
 
-  if (forenames_it == forenames_by_country.end() ||
-      surnames_it == surnames_by_country.end() ||
-      forenames_it->second.empty() || surnames_it->second.empty()) {
-    return std::nullopt;
-  }
+   if (forenames_it == forenames_by_country.end() ||
+       surnames_it == surnames_by_country.end() ||
+       forenames_it->second.empty() || surnames_it->second.empty()) {
+      return std::nullopt;
+   }
 
-  const ForenameList& forenames = forenames_it->second;
-  const SurnameList& surnames = surnames_it->second;
+   const ForenameList& forenames = forenames_it->second;
+   const SurnameList& surnames = surnames_it->second;
 
-  std::uniform_int_distribution<size_t> forename_dist(0, forenames.size() - 1);
-  std::uniform_int_distribution<size_t> surname_dist(0, surnames.size() - 1);
+   std::uniform_int_distribution<size_t> forename_dist(0, forenames.size() - 1);
+   std::uniform_int_distribution<size_t> surname_dist(0, surnames.size() - 1);
 
-  auto forename_it = forenames.begin();
-  std::advance(forename_it, forename_dist(rng));
+   auto forename_it = forenames.begin();
+   std::advance(forename_it, forename_dist(rng));
 
-  auto surname_it = surnames.begin();
-  std::advance(surname_it, surname_dist(rng));
+   auto surname_it = surnames.begin();
+   std::advance(surname_it, surname_dist(rng));
 
-  return Name{.first_name = forename_it->name,
-              .last_name = *surname_it,
-              .gender = forename_it->gender};
+   return Name{.first_name = forename_it->name,
+               .last_name = *surname_it,
+               .gender = forename_it->gender};
 }
 }  // namespace
 
 void BiergartenPipelineOrchestrator::GenerateUsers(
     std::span<const EnrichedCity> cities) {
-  logger_->Log({.level = LogLevel::Info,
-                .phase = PipelinePhase::UserGeneration,
-                .message = "=== SAMPLE USER GENERATION ==="});
+   logger_->Log({.level = LogLevel::Info,
+                 .phase = PipelinePhase::UserGeneration,
+                 .message = "=== SAMPLE USER GENERATION ==="});
 
-  const PersonasList& personas = curated_data_service_->LoadPersonas();
+   const PersonasList& personas = curated_data_service_->LoadPersonas();
 
-  if (personas.empty()) {
-    throw std::runtime_error(
-        "No personas available in personas.json for user generation");
-  }
+   if (personas.empty()) {
+      throw std::runtime_error(
+          "No personas available in personas.json for user generation");
+   }
 
-  const ForenamesByCountryMap& forenames_by_country =
-      curated_data_service_->LoadForenamesByCountry();
-  const SurnamesByCountryMap& surnames_by_country =
-      curated_data_service_->LoadSurnamesByCountry();
+   const ForenamesByCountryMap& forenames_by_country =
+       curated_data_service_->LoadForenamesByCountry();
+   const SurnamesByCountryMap& surnames_by_country =
+       curated_data_service_->LoadSurnamesByCountry();
 
-  std::mt19937 rng(std::random_device{}());
-  std::uniform_int_distribution<size_t> persona_dist(0, personas.size() - 1);
+   std::mt19937 rng(std::random_device{}());
+   std::uniform_int_distribution<size_t> persona_dist(0, personas.size() - 1);
 
-  generated_users_.clear();
-  size_t skipped_count = 0;
-  size_t export_failed_count = 0;
-  std::unordered_set<std::string> used_email_local_parts;
+   generated_users_.clear();
+   size_t skipped_count = 0;
+   size_t export_failed_count = 0;
+   std::unordered_set<std::string> used_email_local_parts;
 
-  const auto generate_record =
-      [this, &rng, &skipped_count, &used_email_local_parts](
-          const EnrichedCity& city, const UserPersona& persona,
-          const Name& sampled_name) -> std::optional<UserRecord> {
-    try {
-      const UserResult user =
-          generator_->GenerateUser(city, persona, sampled_name);
-      const std::string postal_code =
-          postal_code_service_->GeneratePostalCode(city.location);
+   const auto generate_record =
+       [this, &rng, &skipped_count, &used_email_local_parts](
+           const EnrichedCity& city, const UserPersona& persona,
+           const Name& sampled_name) -> std::optional<UserRecord> {
+      try {
+         const UserResult user =
+             generator_->GenerateUser(city, persona, sampled_name);
+         const std::string postal_code =
+             postal_code_service_->GeneratePostalCode(city.location);
 
-      return UserRecord{
-          .address =
-              UserAddress{.city = city.location, .postal_code = postal_code},
-          .user = user,
-          .email = BuildEmail(sampled_name, used_email_local_parts),
-          .date_of_birth = GenerateDateOfBirth(rng),
-      };
-    } catch (const std::exception& e) {
-      ++skipped_count;
+         return UserRecord{
+             .address =
+                 UserAddress{.city = city.location, .postal_code = postal_code},
+             .user = user,
+             .email = BuildEmail(sampled_name, used_email_local_parts),
+             .date_of_birth = GenerateDateOfBirth(rng),
+         };
+      } catch (const std::exception& e) {
+         ++skipped_count;
+         logger_->Log(
+             {.level = LogLevel::Warn,
+              .phase = PipelinePhase::UserGeneration,
+              .message = std::format("[Pipeline] Skipping city '{}' ({}): "
+                                     "user generation failed: {}",
+                                     city.location.city, city.location.country,
+                                     e.what())});
+         return std::nullopt;
+      }
+   };
+
+   const auto export_record = [this,
+                               &export_failed_count](const UserRecord& record) {
+      try {
+         exporter_->ProcessRecord(record);
+      } catch (const std::exception& export_exception) {
+         ++export_failed_count;
+
+         logger_->Log(
+             {.level = LogLevel::Warn,
+              .phase = PipelinePhase::UserGeneration,
+              .message = std::format(
+                  "[Pipeline] Generated user for '{}' ({}) but "
+                  "SQLite export failed: {}",
+                  record.address.city.city, record.address.city.country,
+                  export_exception.what())});
+      }
+   };
+
+   for (const auto& city : cities) {
+      const std::optional<Name> sampled_name =
+          SampleName(forenames_by_country, surnames_by_country,
+                     city.location.iso3166_1, rng);
+
+      if (!sampled_name.has_value()) {
+         ++skipped_count;
+         logger_->Log({.level = LogLevel::Warn,
+                       .phase = PipelinePhase::UserGeneration,
+                       .message = std::format(
+                           "[Pipeline] Skipping city '{}' ({}): no names "
+                           "available for country '{}'",
+                           city.location.city, city.location.country,
+                           city.location.iso3166_1)});
+         continue;
+      }
+
+      const UserPersona& persona = personas[persona_dist(rng)];
+
+      const std::optional<UserRecord> record =
+          generate_record(city, persona, *sampled_name);
+      if (!record.has_value()) {
+         continue;
+      }
+
+      generated_users_.push_back(*record);
+      export_record(*record);
+   }
+
+   if (skipped_count > 0) {
+      logger_->Log(
+          {.level = LogLevel::Warn,
+           .phase = PipelinePhase::UserGeneration,
+           .message = std::format(
+               "[Pipeline] Skipped {} city/cities during user generation",
+               skipped_count)});
+   }
+
+   if (export_failed_count > 0) {
       logger_->Log({.level = LogLevel::Warn,
-                    .phase = PipelinePhase::UserGeneration,
-                    .message = std::format(
-                        "[Pipeline] Skipping city '{}' ({}): "
-                        "user generation failed: {}",
-                        city.location.city, city.location.country, e.what())});
-      return std::nullopt;
-    }
-  };
-
-  const auto export_record = [this,
-                              &export_failed_count](const UserRecord& record) {
-    try {
-      exporter_->ProcessRecord(record);
-    } catch (const std::exception& export_exception) {
-      ++export_failed_count;
-
-      logger_->Log({.level = LogLevel::Warn,
-                    .phase = PipelinePhase::UserGeneration,
-                    .message = std::format(
-                        "[Pipeline] Generated user for '{}' ({}) but "
-                        "SQLite export failed: {}",
-                        record.address.city.city, record.address.city.country,
-                        export_exception.what())});
-    }
-  };
-
-  for (const auto& city : cities) {
-    const std::optional<Name> sampled_name =
-        SampleName(forenames_by_country, surnames_by_country,
-                   city.location.iso3166_1, rng);
-
-    if (!sampled_name.has_value()) {
-      ++skipped_count;
-      logger_->Log({.level = LogLevel::Warn,
-                    .phase = PipelinePhase::UserGeneration,
-                    .message = std::format(
-                        "[Pipeline] Skipping city '{}' ({}): no names "
-                        "available for country '{}'",
-                        city.location.city, city.location.country,
-                        city.location.iso3166_1)});
-      continue;
-    }
-
-    const UserPersona& persona = personas[persona_dist(rng)];
-
-    const std::optional<UserRecord> record =
-        generate_record(city, persona, *sampled_name);
-    if (!record.has_value()) {
-      continue;
-    }
-
-    generated_users_.push_back(*record);
-    export_record(*record);
-  }
-
-  if (skipped_count > 0) {
-    logger_->Log(
-        {.level = LogLevel::Warn,
-         .phase = PipelinePhase::UserGeneration,
-         .message = std::format(
-             "[Pipeline] Skipped {} city/cities during user generation",
-             skipped_count)});
-  }
-
-  if (export_failed_count > 0) {
-    logger_->Log({.level = LogLevel::Warn,
-                  .phase = PipelinePhase::Teardown,
-                  .message = std::format("[Pipeline] Failed to export {} "
-                                         "generated user/users to SQLite",
-                                         export_failed_count)});
-  }
+                    .phase = PipelinePhase::Teardown,
+                    .message = std::format("[Pipeline] Failed to export {} "
+                                           "generated user/users to SQLite",
+                                           export_failed_count)});
+   }
 }
diff --git a/tooling/pipeline/src/biergarten_pipeline_orchestrator/log_results.cc b/tooling/pipeline/src/biergarten_pipeline_orchestrator/log_results.cc
index 0fa7af00..5dd3c209 100644
--- a/tooling/pipeline/src/biergarten_pipeline_orchestrator/log_results.cc
+++ b/tooling/pipeline/src/biergarten_pipeline_orchestrator/log_results.cc
@@ -12,48 +12,48 @@
 #include "services/logging/logger.h"
 
 void BiergartenPipelineOrchestrator::LogResults() const {
-  boost::json::array brewery_output;
+   boost::json::array brewery_output;
 
-  for (const auto& [address, brewery] : generated_breweries_) {
-    const City& city = address.city;
-    brewery_output.push_back(boost::json::object{
-        {"name_en", brewery.name_en},
-        {"description_en", brewery.description_en},
-        {"name_local", brewery.name_local},
-        {"description_local", brewery.description_local},
-        {"address", boost::json::object{
-                        {"city", city.city},
-                        {"country", city.country},
-                        {"state_province", city.state_province},
-                        {"iso3166_2", city.iso3166_2},
-                        {"postal_code", address.postal_code},
-                    }}});
-  }
+   for (const auto& [address, brewery] : generated_breweries_) {
+      const City& city = address.city;
+      brewery_output.push_back(boost::json::object{
+          {"name_en", brewery.name_en},
+          {"description_en", brewery.description_en},
+          {"name_local", brewery.name_local},
+          {"description_local", brewery.description_local},
+          {"address", boost::json::object{
+                          {"city", city.city},
+                          {"country", city.country},
+                          {"state_province", city.state_province},
+                          {"iso3166_2", city.iso3166_2},
+                          {"postal_code", address.postal_code},
+                      }}});
+   }
 
-  std::ostringstream brewery_oss;
-  PrettyPrint(brewery_oss, brewery_output);
-  logger_->Log({.level = LogLevel::Info,
-                .phase = PipelinePhase::Teardown,
-                .message = brewery_oss.str()});
+   std::ostringstream brewery_oss;
+   PrettyPrint(brewery_oss, brewery_output);
+   logger_->Log({.level = LogLevel::Info,
+                 .phase = PipelinePhase::Teardown,
+                 .message = brewery_oss.str()});
 
-  boost::json::array user_output;
+   boost::json::array user_output;
 
-  for (const auto& generated_user : generated_users_) {
-    user_output.push_back(boost::json::object{
-        {"first_name", generated_user.user.first_name},
-        {"last_name", generated_user.user.last_name},
-        {"gender", generated_user.user.gender},
-        {"username", generated_user.user.username},
-        {"bio", generated_user.user.bio},
-        {"activity_weight", generated_user.user.activity_weight},
-        {"email", generated_user.email},
-        {"date_of_birth", generated_user.date_of_birth},
-    });
-  }
+   for (const auto& generated_user : generated_users_) {
+      user_output.push_back(boost::json::object{
+          {"first_name", generated_user.user.first_name},
+          {"last_name", generated_user.user.last_name},
+          {"gender", generated_user.user.gender},
+          {"username", generated_user.user.username},
+          {"bio", generated_user.user.bio},
+          {"activity_weight", generated_user.user.activity_weight},
+          {"email", generated_user.email},
+          {"date_of_birth", generated_user.date_of_birth},
+      });
+   }
 
-  std::ostringstream user_oss;
-  PrettyPrint(user_oss, user_output);
-  logger_->Log({.level = LogLevel::Info,
-                .phase = PipelinePhase::Teardown,
-                .message = user_oss.str()});
+   std::ostringstream user_oss;
+   PrettyPrint(user_oss, user_output);
+   logger_->Log({.level = LogLevel::Info,
+                 .phase = PipelinePhase::Teardown,
+                 .message = user_oss.str()});
 }
diff --git a/tooling/pipeline/src/biergarten_pipeline_orchestrator/query_cities_with_countries.cc b/tooling/pipeline/src/biergarten_pipeline_orchestrator/query_cities_with_countries.cc
index 76999f43..95e9c096 100644
--- a/tooling/pipeline/src/biergarten_pipeline_orchestrator/query_cities_with_countries.cc
+++ b/tooling/pipeline/src/biergarten_pipeline_orchestrator/query_cities_with_countries.cc
@@ -14,37 +14,36 @@
 #include "services/curated_data/curated_json_data_service.h"
 #include "services/logging/logger.h"
 
-std::vector<City>
-BiergartenPipelineOrchestrator::QueryLocations() {
-  logger_->Log({.level = LogLevel::Info,
-                .phase = PipelinePhase::Startup,
-                .message = "=== GEOGRAPHIC DATA OVERVIEW ==="});
+std::vector<City> BiergartenPipelineOrchestrator::QueryLocations() {
+   logger_->Log({.level = LogLevel::Info,
+                 .phase = PipelinePhase::Startup,
+                 .message = "=== GEOGRAPHIC DATA OVERVIEW ==="});
 
-  const std::vector<City>& all_locations =
-      curated_data_service_->LoadLocations();
+   const std::vector<City>& all_locations =
+       curated_data_service_->LoadLocations();
 
-  const size_t sample_count = std::min(
-      static_cast<size_t>(application_options_.pipeline.location_count),
-      all_locations.size());
+   const size_t sample_count = std::min(
+       static_cast<size_t>(application_options_.pipeline.location_count),
+       all_locations.size());
 
-  const auto sample_count_signed =
-      static_cast<std::iter_difference_t<decltype(all_locations.cbegin())>>(
-          sample_count);
+   const auto sample_count_signed =
+       static_cast<std::iter_difference_t<decltype(all_locations.cbegin())>>(
+           sample_count);
 
-  std::vector<City> sampled_locations;
-  sampled_locations.reserve(sample_count);
+   std::vector<City> sampled_locations;
+   sampled_locations.reserve(sample_count);
 
-  std::random_device random_generator;
-  std::ranges::sample(all_locations, std::back_inserter(sampled_locations),
-                      sample_count_signed, random_generator);
+   std::random_device random_generator;
+   std::ranges::sample(all_locations, std::back_inserter(sampled_locations),
+                       sample_count_signed, random_generator);
 
-  logger_->Log({.level = LogLevel::Info,
-                .phase = PipelinePhase::Startup,
-                .message = std::format("  Locations available: {}",
-                                       all_locations.size())});
-  logger_->Log({.level = LogLevel::Info,
-                .phase = PipelinePhase::Startup,
-                .message = std::format("  Sampled locations: {}",
-                                       sampled_locations.size())});
-  return sampled_locations;
+   logger_->Log({.level = LogLevel::Info,
+                 .phase = PipelinePhase::Startup,
+                 .message = std::format("  Locations available: {}",
+                                        all_locations.size())});
+   logger_->Log({.level = LogLevel::Info,
+                 .phase = PipelinePhase::Startup,
+                 .message = std::format("  Sampled locations: {}",
+                                        sampled_locations.size())});
+   return sampled_locations;
 }
diff --git a/tooling/pipeline/src/biergarten_pipeline_orchestrator/run.cc b/tooling/pipeline/src/biergarten_pipeline_orchestrator/run.cc
index 8e3bb25b..136dc0ca 100644
--- a/tooling/pipeline/src/biergarten_pipeline_orchestrator/run.cc
+++ b/tooling/pipeline/src/biergarten_pipeline_orchestrator/run.cc
@@ -11,51 +11,52 @@
 #include "services/logging/logger.h"
 
 bool BiergartenPipelineOrchestrator::Run() {
-  try {
-    exporter_->Initialize();
+   try {
+      exporter_->Initialize();
 
-    std::vector<City> cities = QueryLocations();
-    std::vector<EnrichedCity> enriched;
-    enriched.reserve(cities.size());
+      std::vector<City> cities = QueryLocations();
+      std::vector<EnrichedCity> enriched;
+      enriched.reserve(cities.size());
 
-    size_t skipped_count = 0;
-    for (auto& city : cities) {
-      try {
-        std::string region_context = context_service_->GetLocationContext(city);
+      size_t skipped_count = 0;
+      for (auto& city : cities) {
+         try {
+            std::string region_context =
+                context_service_->GetLocationContext(city);
 
-        enriched.push_back(
-            EnrichedCity{.location = std::move(city),
-                         .region_context = std::move(region_context)});
-      } catch (const std::exception& exception) {
-        ++skipped_count;
-        logger_->Log({.level = LogLevel::Warn,
-                      .phase = PipelinePhase::Enrichment,
-                      .message = std::format(
-                          "[Pipeline] Skipping city '{}' ({}): context "
-                          "lookup failed: {}",
-                          city.city, city.country, exception.what())});
+            enriched.push_back(
+                EnrichedCity{.location = std::move(city),
+                             .region_context = std::move(region_context)});
+         } catch (const std::exception& exception) {
+            ++skipped_count;
+            logger_->Log({.level = LogLevel::Warn,
+                          .phase = PipelinePhase::Enrichment,
+                          .message = std::format(
+                              "[Pipeline] Skipping city '{}' ({}): context "
+                              "lookup failed: {}",
+                              city.city, city.country, exception.what())});
+         }
       }
-    }
 
-    if (skipped_count > 0) {
-      logger_->Log(
-          {.level = LogLevel::Warn,
-           .phase = PipelinePhase::Enrichment,
-           .message = std::format("[Pipeline] Skipped {} city/cities due "
-                                  "to context lookup errors",
-                                  skipped_count)});
-    }
+      if (skipped_count > 0) {
+         logger_->Log(
+             {.level = LogLevel::Warn,
+              .phase = PipelinePhase::Enrichment,
+              .message = std::format("[Pipeline] Skipped {} city/cities due "
+                                     "to context lookup errors",
+                                     skipped_count)});
+      }
 
-    this->GenerateUsers(enriched);
-    this->GenerateBreweries(enriched);
-    exporter_->Finalize();
-    this->LogResults();
-    return true;
-  } catch (const std::exception& e) {
-    logger_->Log({.level = LogLevel::Error,
-                  .phase = PipelinePhase::Teardown,
-                  .message = std::format(
-                      "Pipeline execution failed with error: {}", e.what())});
-    return false;
-  }
+      this->GenerateUsers(enriched);
+      this->GenerateBreweries(enriched);
+      exporter_->Finalize();
+      this->LogResults();
+      return true;
+   } catch (const std::exception& e) {
+      logger_->Log({.level = LogLevel::Error,
+                    .phase = PipelinePhase::Teardown,
+                    .message = std::format(
+                        "Pipeline execution failed with error: {}", e.what())});
+      return false;
+   }
 }