diff --git a/tooling/pipeline/src/data_generation/mock/deterministic_hash.cc b/tooling/pipeline/src/data_generation/mock/deterministic_hash.cc
index 26adc6aa..ebe79a15 100644
--- a/tooling/pipeline/src/data_generation/mock/deterministic_hash.cc
+++ b/tooling/pipeline/src/data_generation/mock/deterministic_hash.cc
@@ -9,18 +9,18 @@
 #include "data_generation/mock_generator.h"
 
 size_t MockGenerator::DeterministicHash(const City& location) {
-  size_t seed = 0;
-  boost::hash_combine(seed, location.city);
-  boost::hash_combine(seed, location.country);
-  return seed;
+   size_t seed = 0;
+   boost::hash_combine(seed, location.city);
+   boost::hash_combine(seed, location.country);
+   return seed;
 }
 
 size_t MockGenerator::DeterministicHash(const City& location,
                                         const UserPersona& persona,
                                         const Name& name) {
-  size_t seed = DeterministicHash(location);
-  boost::hash_combine(seed, persona.name);
-  boost::hash_combine(seed, name.first_name);
-  boost::hash_combine(seed, name.last_name);
-  return seed;
+   size_t seed = DeterministicHash(location);
+   boost::hash_combine(seed, persona.name);
+   boost::hash_combine(seed, name.first_name);
+   boost::hash_combine(seed, name.last_name);
+   return seed;
 }
diff --git a/tooling/pipeline/src/data_generation/mock/generate_brewery.cc b/tooling/pipeline/src/data_generation/mock/generate_brewery.cc
index ea4d56c7..8bedb476 100644
--- a/tooling/pipeline/src/data_generation/mock/generate_brewery.cc
+++ b/tooling/pipeline/src/data_generation/mock/generate_brewery.cc
@@ -12,34 +12,34 @@
 
 BreweryResult MockGenerator::GenerateBrewery(
     const EnrichedCity& enriched_city) {
-  const City& location = enriched_city.location;
-  const size_t hash = DeterministicHash(location);
+   const City& location = enriched_city.location;
+   const size_t hash = DeterministicHash(location);
 
-  const std::string_view adjective =
-      kBreweryAdjectives.at(hash % kBreweryAdjectives.size());
-  const std::string_view noun =
-      kBreweryNouns.at(hash / kNounHashStride % kBreweryNouns.size());
-  const std::string_view base_description = kBreweryDescriptions.at(
-      (hash / kDescriptionHashStride) % kBreweryDescriptions.size());
+   const std::string_view adjective =
+       kBreweryAdjectives.at(hash % kBreweryAdjectives.size());
+   const std::string_view noun =
+       kBreweryNouns.at(hash / kNounHashStride % kBreweryNouns.size());
+   const std::string_view base_description = kBreweryDescriptions.at(
+       (hash / kDescriptionHashStride) % kBreweryDescriptions.size());
 
-  const std::string name =
-      std::format("{} {} {}", location.city, adjective, noun);
+   const std::string name =
+       std::format("{} {} {}", location.city, adjective, noun);
 
-  const std::string state_suffix =
-      location.state_province.empty()
-          ? std::string{}
-          : std::format(", {}", location.state_province);
-  const std::string country_suffix =
-      location.country.empty() ? std::string{}
-                               : std::format(", {}", location.country);
-  const std::string description =
-      std::format("{} Located in {}{}{}.", base_description, location.city,
-                  state_suffix, country_suffix);
+   const std::string state_suffix =
+       location.state_province.empty()
+           ? std::string{}
+           : std::format(", {}", location.state_province);
+   const std::string country_suffix =
+       location.country.empty() ? std::string{}
+                                : std::format(", {}", location.country);
+   const std::string description =
+       std::format("{} Located in {}{}{}.", base_description, location.city,
+                   state_suffix, country_suffix);
 
-  return {
-      .name_en = name,
-      .description_en = description,
-      .name_local = name,
-      .description_local = description,
-  };
+   return {
+       .name_en = name,
+       .description_en = description,
+       .name_local = name,
+       .description_local = description,
+   };
 }
diff --git a/tooling/pipeline/src/data_generation/mock/generate_user.cc b/tooling/pipeline/src/data_generation/mock/generate_user.cc
index 3a66047b..29d74efd 100644
--- a/tooling/pipeline/src/data_generation/mock/generate_user.cc
+++ b/tooling/pipeline/src/data_generation/mock/generate_user.cc
@@ -11,21 +11,21 @@
 UserResult MockGenerator::GenerateUser(const EnrichedCity& city,
                                        const UserPersona& persona,
                                        const Name& name) {
-  const size_t hash = DeterministicHash(city.location, persona, name);
+   const size_t hash = DeterministicHash(city.location, persona, name);
 
-  const std::string_view username = kUsernames[hash % kUsernames.size()];
-  const std::string_view bio = kBios[hash / kBioHashStride % kBios.size()];
-  const float activity_weight =
-      static_cast<float>(hash / kActivityWeightHashStride %
-                         kActivityWeightHashRange) /
-      static_cast<float>(kActivityWeightHashRange);
+   const std::string_view username = kUsernames[hash % kUsernames.size()];
+   const std::string_view bio = kBios[hash / kBioHashStride % kBios.size()];
+   const float activity_weight =
+       static_cast<float>(hash / kActivityWeightHashStride %
+                          kActivityWeightHashRange) /
+       static_cast<float>(kActivityWeightHashRange);
 
-  return {
-      .first_name = name.first_name,
-      .last_name = name.last_name,
-      .gender = name.gender,
-      .username = std::string(username),
-      .bio = std::string(bio),
-      .activity_weight = activity_weight,
-  };
+   return {
+       .first_name = name.first_name,
+       .last_name = name.last_name,
+       .gender = name.gender,
+       .username = std::string(username),
+       .bio = std::string(bio),
+       .activity_weight = activity_weight,
+   };
 }