diff --git a/tooling/pipeline/CMakeLists.txt b/tooling/pipeline/CMakeLists.txt
index 2716c490..220334bf 100644
--- a/tooling/pipeline/CMakeLists.txt
+++ b/tooling/pipeline/CMakeLists.txt
@@ -111,8 +111,9 @@ if(NOT BIERGARTEN_MOCK_ONLY)
                 )
                 FetchContent_MakeAvailable(llama-cpp)
         endif()
-
+        if (NOT APPLE)
         find_package(OpenMP REQUIRED)
+        endif()
 endif()
 
 # spdlog
@@ -249,9 +250,10 @@ target_include_directories(${PROJECT_NAME} PRIVATE
         includes
 )
 
+
 target_link_libraries(${PROJECT_NAME} PRIVATE
         $<$<NOT:$<BOOL:${BIERGARTEN_MOCK_ONLY}>>:llama>
-        $<$<NOT:$<BOOL:${BIERGARTEN_MOCK_ONLY}>>:OpenMP::OpenMP_CXX>
+        $<TARGET_NAME_IF_EXISTS:OpenMP::OpenMP_CXX>
         boost::di
         Boost::json
         Boost::program_options
diff --git a/tooling/pipeline/src/services/xeger/xeger_generator.cc b/tooling/pipeline/src/services/xeger/xeger_generator.cc
index e812d898..82aca295 100644
--- a/tooling/pipeline/src/services/xeger/xeger_generator.cc
+++ b/tooling/pipeline/src/services/xeger/xeger_generator.cc
@@ -54,11 +54,11 @@ void XegerGenerator::Visit(const Alternation& node) {
 }
 
 void XegerGenerator::Visit(const Repeat& node) {
-   const int lo = node.min;
-   const int hi = (node.max < 0) ? node.min + unbounded_cap_ : node.max;
-   std::uniform_int_distribution<int> dist(lo, hi);
-   const int count = dist(rng_);
-   for (int i = 0; i < count; ++i) {
+   const unsigned int low = node.min;
+   const unsigned int high = node.max.value_or(node.min + unbounded_cap_);
+   std::uniform_int_distribution<unsigned int> dist(low, high);
+   const unsigned int count = dist(rng_);
+   for (unsigned int i = 0; i < count; ++i) {
       node.child->Accept(*this);
    }
 }
diff --git a/web/backend/Database/Database.Seed/Database.Seed.csproj b/web/backend/Database/Database.Seed/Database.Seed.csproj
index 0d9b350c..887c52c3 100644
--- a/web/backend/Database/Database.Seed/Database.Seed.csproj
+++ b/web/backend/Database/Database.Seed/Database.Seed.csproj
@@ -16,7 +16,7 @@
 
         <!--
         remove this override once microsoft ships official fix to vulnerability
-        https://github.com/advisories/GHSA-2m69-gcr7-jv3q
+        https:
         -->
         <PackageReference Include="SQLitePCLRaw.lib.e_sqlite3" Version="3.50.3" />
     </ItemGroup>
@@ -24,4 +24,10 @@
     <ItemGroup>
         <ProjectReference Include="..\..\Domain\Domain.Entities\Domain.Entities.csproj" />
     </ItemGroup>
+
+    <ItemGroup>
+        <!-- Pipeline-generated seed data, copied to the output directory so it can be opened via
+             ConnectionStrings.SqliteConnectionString at runtime. -->
+        <None Include="SeedData\seed.sqlite" CopyToOutputDirectory="PreserveNewest" />
+    </ItemGroup>
 </Project>
diff --git a/web/backend/Database/Database.Seed/DatabaseHelpers.cs b/web/backend/Database/Database.Seed/DatabaseHelpers/ConnectionStrings.cs
similarity index 73%
rename from web/backend/Database/Database.Seed/DatabaseHelpers.cs
rename to web/backend/Database/Database.Seed/DatabaseHelpers/ConnectionStrings.cs
index 574296b4..6554b980 100644
--- a/web/backend/Database/Database.Seed/DatabaseHelpers.cs
+++ b/web/backend/Database/Database.Seed/DatabaseHelpers/ConnectionStrings.cs
@@ -1,19 +1,9 @@
 using Microsoft.Data.SqlClient;
 
-namespace Database.Seed;
+namespace Database.Seed.DatabaseHelpers;
 
 public class ConnectionStrings
 {
-    /// <summary>
-    /// Builds a SQL Server connection string from the <c>DB_SERVER</c>, <c>DB_NAME</c>,
-    /// <c>DB_USER</c>, <c>DB_PASSWORD</c>, and <c>DB_TRUST_SERVER_CERTIFICATE</c>
-    /// environment variables.
-    /// </summary>
-    /// <returns>A fully built SQL Server connection string.</returns>
-    /// <exception cref="InvalidOperationException">
-    /// Thrown when <c>DB_SERVER</c>, <c>DB_NAME</c>, <c>DB_USER</c>, or <c>DB_PASSWORD</c>
-    /// is not set.
-    /// </exception>
     private static string GetSqlServerConnectionString()
     {
         string server =
@@ -48,7 +38,6 @@ public class ConnectionStrings
         return builder.ConnectionString;
     }
 
-
     public static string SqlServerConnectionString => GetSqlServerConnectionString();
-    public static string SqliteConnectionString => "Data Source=seed.sqlite";
+    public static string SqliteConnectionString => "Data Source=SeedData/seed.sqlite";
 }
diff --git a/web/backend/Database/Database.Seed/PipelineData/BreweryAddress.cs b/web/backend/Database/Database.Seed/PipelineData/BreweryAddress.cs
new file mode 100644
index 00000000..b6902bb1
--- /dev/null
+++ b/web/backend/Database/Database.Seed/PipelineData/BreweryAddress.cs
@@ -0,0 +1,8 @@
+namespace Database.Seed.PipelineData;
+
+public sealed record BreweryAddress
+{
+    public required City City { get; init; }
+
+    public required string PostalCode { get; init; }
+}
diff --git a/web/backend/Database/Database.Seed/PipelineData/BreweryRecord.cs b/web/backend/Database/Database.Seed/PipelineData/BreweryRecord.cs
new file mode 100644
index 00000000..93c67e9a
--- /dev/null
+++ b/web/backend/Database/Database.Seed/PipelineData/BreweryRecord.cs
@@ -0,0 +1,8 @@
+namespace Database.Seed.PipelineData;
+
+public sealed record BreweryRecord
+{
+    public required BreweryAddress Address { get; init; }
+
+    public required BreweryResult Brewery { get; init; }
+}
diff --git a/web/backend/Database/Database.Seed/PipelineData/BreweryResult.cs b/web/backend/Database/Database.Seed/PipelineData/BreweryResult.cs
new file mode 100644
index 00000000..13d42f5f
--- /dev/null
+++ b/web/backend/Database/Database.Seed/PipelineData/BreweryResult.cs
@@ -0,0 +1,12 @@
+namespace Database.Seed.PipelineData;
+
+public sealed record BreweryResult
+{
+    public required string NameEn { get; init; }
+
+    public required string DescriptionEn { get; init; }
+
+    public required string NameLocal { get; init; }
+
+    public required string DescriptionLocal { get; init; }
+}
diff --git a/web/backend/Database/Database.Seed/PipelineData/City.cs b/web/backend/Database/Database.Seed/PipelineData/City.cs
new file mode 100644
index 00000000..88de9e2e
--- /dev/null
+++ b/web/backend/Database/Database.Seed/PipelineData/City.cs
@@ -0,0 +1,18 @@
+namespace Database.Seed.PipelineData;
+
+public sealed record City
+{
+    public required string CityName { get; init; }
+
+    public required string StateProvince { get; init; }
+
+    public required string Iso31662 { get; init; }
+
+    public required string Country { get; init; }
+
+    public required string Iso31661 { get; init; }
+
+    public IReadOnlyList<string> LocalLanguages { get; init; } = [];
+
+    public required PostalCodeSpec PostalCode { get; init; }
+}
diff --git a/web/backend/Database/Database.Seed/PipelineData/PostalCodeSpec.cs b/web/backend/Database/Database.Seed/PipelineData/PostalCodeSpec.cs
new file mode 100644
index 00000000..d367da6b
--- /dev/null
+++ b/web/backend/Database/Database.Seed/PipelineData/PostalCodeSpec.cs
@@ -0,0 +1,10 @@
+namespace Database.Seed.PipelineData;
+
+public sealed record PostalCodeSpec
+{
+    public required string CountryFormatRegex { get; init; }
+
+    public IReadOnlyList<string> CityRegexes { get; init; } = [];
+
+    public IReadOnlyList<string> Examples { get; init; } = [];
+}
diff --git a/web/backend/Database/Database.Seed/PipelineData/UserAddress.cs b/web/backend/Database/Database.Seed/PipelineData/UserAddress.cs
new file mode 100644
index 00000000..6b63a17c
--- /dev/null
+++ b/web/backend/Database/Database.Seed/PipelineData/UserAddress.cs
@@ -0,0 +1,8 @@
+namespace Database.Seed.PipelineData;
+
+public sealed record UserAddress
+{
+    public required City City { get; init; }
+
+    public required string PostalCode { get; init; }
+}
diff --git a/web/backend/Database/Database.Seed/PipelineData/UserRecord.cs b/web/backend/Database/Database.Seed/PipelineData/UserRecord.cs
new file mode 100644
index 00000000..fa8f0dc2
--- /dev/null
+++ b/web/backend/Database/Database.Seed/PipelineData/UserRecord.cs
@@ -0,0 +1,12 @@
+namespace Database.Seed.PipelineData;
+
+public sealed record UserRecord
+{
+    public required UserAddress Address { get; init; }
+
+    public required UserResult User { get; init; }
+
+    public required string Email { get; init; }
+
+    public required string DateOfBirth { get; init; }
+}
diff --git a/web/backend/Database/Database.Seed/PipelineData/UserResult.cs b/web/backend/Database/Database.Seed/PipelineData/UserResult.cs
new file mode 100644
index 00000000..0e53881d
--- /dev/null
+++ b/web/backend/Database/Database.Seed/PipelineData/UserResult.cs
@@ -0,0 +1,16 @@
+namespace Database.Seed.PipelineData;
+
+public sealed record UserResult
+{
+    public required string FirstName { get; init; }
+
+    public required string LastName { get; init; }
+
+    public required string Gender { get; init; }
+
+    public required string Username { get; init; }
+
+    public required string Bio { get; init; }
+
+    public required float ActivityWeight { get; init; }
+}
diff --git a/web/backend/Database/Database.Seed/Program.cs b/web/backend/Database/Database.Seed/Program.cs
new file mode 100644
index 00000000..6a025994
--- /dev/null
+++ b/web/backend/Database/Database.Seed/Program.cs
@@ -0,0 +1,53 @@
+using Database.Seed.DatabaseHelpers;
+using Database.Seed.PipelineData;
+using Database.Seed.Sqlite;
+using Microsoft.Data.Sqlite;
+
+namespace Database.Seed;
+
+public class Program
+{
+    public static int Main()
+    {
+        IReadOnlyList<BreweryRecord> breweries;
+        IReadOnlyList<UserRecord> users;
+        try
+        {
+            PipelineSeedDataReader reader = new(ConnectionStrings.SqliteConnectionString);
+            breweries = reader.ReadBreweryRecords();
+            users = reader.ReadUserRecords();
+        }
+        catch (SqliteException ex)
+        {
+            Console.ForegroundColor = ConsoleColor.Red;
+            Console.WriteLine($"Error opening database connection: {ex.Message}");
+            Console.ResetColor();
+            return 1;
+        }
+
+
+        Console.ForegroundColor = ConsoleColor.Green;
+        Console.WriteLine(
+            $"Loaded {breweries.Count} breweries."
+        );
+        Console.ResetColor();
+
+        for (int i = 0; i < breweries.Count; i++)
+        {
+            BreweryRecord brewery = breweries[i];
+            Console.WriteLine($"{i + 1}:\t{brewery.Brewery.NameEn}\t({brewery.Address.City.CityName}, {brewery.Address.City.Country})");
+        }
+        Console.ForegroundColor = ConsoleColor.Green;
+        Console.WriteLine($"Loaded {users.Count} users.");
+        Console.ResetColor();
+
+        for (int i = 0; i < users.Count; i++)
+        {
+            UserRecord user = users[i];
+            Console.WriteLine($"{i + 1}:\t{user.User.FirstName} {user.User.LastName}\t ({user.Email})");
+        }
+
+        return 0;
+
+    }
+}
diff --git a/web/backend/Database/Database.Seed/SeedData/seed.sqlite b/web/backend/Database/Database.Seed/SeedData/seed.sqlite
new file mode 100644
index 00000000..06cd47a2
Binary files /dev/null and b/web/backend/Database/Database.Seed/SeedData/seed.sqlite differ
diff --git a/web/backend/Database/Database.Seed/Sqlite/PipelineSeedDataReader.cs b/web/backend/Database/Database.Seed/Sqlite/PipelineSeedDataReader.cs
new file mode 100644
index 00000000..8657d121
--- /dev/null
+++ b/web/backend/Database/Database.Seed/Sqlite/PipelineSeedDataReader.cs
@@ -0,0 +1,135 @@
+using System.Text.Json;
+using Database.Seed.PipelineData;
+using Microsoft.Data.Sqlite;
+
+namespace Database.Seed.Sqlite;
+
+public sealed class PipelineSeedDataReader
+{
+    private readonly string _connectionString;
+
+    public PipelineSeedDataReader(string connectionString)
+    {
+        _connectionString = connectionString;
+    }
+
+    public IReadOnlyList<BreweryRecord> ReadBreweryRecords()
+    {
+        using SqliteConnection connection = new(_connectionString);
+        connection.Open();
+
+        IReadOnlyDictionary<long, City> cities = ReadCities(connection);
+
+        const string sql = """
+            SELECT b.name_en, b.description_en, b.name_local, b.description_local,
+                   ba.city_id, ba.postal_code
+            FROM breweries b
+            JOIN brewery_addresses ba ON ba.brewery_id = b.id;
+            """;
+
+        using SqliteCommand command = new(sql, connection);
+        using SqliteDataReader reader = command.ExecuteReader();
+
+        List<BreweryRecord> records = [];
+        while (reader.Read())
+            records.Add(
+                new BreweryRecord
+                {
+                    Brewery = new BreweryResult
+                    {
+                        NameEn = reader.GetString(0),
+                        DescriptionEn = reader.GetString(1),
+                        NameLocal = reader.GetString(2),
+                        DescriptionLocal = reader.GetString(3),
+                    },
+                    Address = new BreweryAddress
+                    {
+                        City = cities[reader.GetInt64(4)],
+                        PostalCode = reader.GetString(5),
+                    },
+                }
+            );
+
+        return records;
+    }
+
+    public IReadOnlyList<UserRecord> ReadUserRecords()
+    {
+        using SqliteConnection connection = new(_connectionString);
+        connection.Open();
+
+        IReadOnlyDictionary<long, City> cities = ReadCities(connection);
+
+        const string sql = """
+            SELECT u.first_name, u.last_name, u.gender, u.username, u.bio,
+                   u.activity_weight, u.email, u.date_of_birth,
+                   ua.city_id, ua.postal_code
+            FROM users u
+            JOIN user_addresses ua ON ua.user_id = u.id;
+            """;
+
+        using SqliteCommand command = new(sql, connection);
+        using SqliteDataReader reader = command.ExecuteReader();
+
+        List<UserRecord> records = [];
+        while (reader.Read())
+            records.Add(
+                new UserRecord
+                {
+                    User = new UserResult
+                    {
+                        FirstName = reader.GetString(0),
+                        LastName = reader.GetString(1),
+                        Gender = reader.GetString(2),
+                        Username = reader.GetString(3),
+                        Bio = reader.GetString(4),
+                        ActivityWeight = (float)reader.GetDouble(5),
+                    },
+                    Email = reader.GetString(6),
+                    DateOfBirth = reader.GetString(7),
+                    Address = new UserAddress
+                    {
+                        City = cities[reader.GetInt64(8)],
+                        PostalCode = reader.GetString(9),
+                    },
+                }
+            );
+
+        return records;
+    }
+
+    private static IReadOnlyDictionary<long, City> ReadCities(SqliteConnection connection)
+    {
+        const string sql = """
+            SELECT id, city, state_province, iso3166_2, country, iso3166_1,
+                   local_languages_json, postal_code_country_format_regex,
+                   postal_code_city_regex_json
+            FROM cities;
+            """;
+
+        using SqliteCommand command = new(sql, connection);
+        using SqliteDataReader reader = command.ExecuteReader();
+
+        Dictionary<long, City> cities = [];
+        while (reader.Read())
+            cities[reader.GetInt64(0)] = new City
+            {
+                CityName = reader.GetString(1),
+                StateProvince = reader.GetString(2),
+                Iso31662 = reader.GetString(3),
+                Country = reader.GetString(4),
+                Iso31661 = reader.GetString(5),
+                LocalLanguages = DeserializeStringArray(reader.GetString(6)),
+                PostalCode = new PostalCodeSpec
+                {
+                    CountryFormatRegex = reader.GetString(7),
+                    CityRegexes = DeserializeStringArray(reader.GetString(8)),
+                },
+            };
+
+        return cities;
+    }
+
+    private static IReadOnlyList<string> DeserializeStringArray(string json) =>
+        JsonSerializer.Deserialize<List<string>>(json) ?? [];
+}