diff --git a/README.md b/README.md
index 72e2640..7d31d02 100644
--- a/README.md
+++ b/README.md
@@ -1776,7 +1776,7 @@ $result = $schema->table('users')
 
 Available column types: `id`, `string`, `text`, `mediumText`, `longText`, `integer`, `bigInteger`, `serial`, `bigSerial`, `smallSerial`, `float`, `boolean`, `datetime`, `timestamp`, `json`, `binary`, `enum`, `point`, `linestring`, `polygon`, `vector` (PostgreSQL only), `timestamps`.
 
-Column modifiers: `nullable()`, `default($value)`, `unsigned()`, `unique()`, `primary()`, `autoIncrement()`, `after($column)`, `comment($text)`, `collation($collation)`, `check($expression)`, `generatedAs($expression)` + `stored()` / `virtual()`, `ttl($expression)` (ClickHouse), `userType($name)` (PostgreSQL).
+Column modifiers: `nullable()`, `default($value)`, `unsigned()`, `unique()`, `primary()`, `autoIncrement()`, `after($column)`, `comment($text)`, `collation($collation)`, `check($expression)`, `generatedAs($expression)` + `stored()` / `virtual()`, `ttl($expression)` (ClickHouse), `lowCardinality()` (ClickHouse), `codec($codec)` (ClickHouse), `userType($name)` (PostgreSQL).
 
 **SERIAL types** — auto-incrementing integers. PostgreSQL emits native `SERIAL` / `BIGSERIAL` / `SMALLSERIAL`; MySQL/MariaDB compile to `INT AUTO_INCREMENT` / `BIGINT AUTO_INCREMENT` / `SMALLINT AUTO_INCREMENT`; SQLite maps to `INTEGER`. ClickHouse and MongoDB throw `UnsupportedException`:
 
@@ -2130,6 +2130,71 @@ $schema->table('events')
 
 Setting names must match `[A-Za-z_][A-Za-z0-9_]*`; string values are restricted to `[A-Za-z0-9_.\-+/]*`. Use ints / floats / booleans for everything else. Other dialects ignore the call.
 
+**LowCardinality** — wrap a column type in `LowCardinality(...)` for compact dictionary-encoded storage on string columns with a small number of distinct values (status enums, type discriminators, country codes, category labels):
+
+```php
+$schema->table('events')
+    ->bigInteger('id')->primary()
+    ->string('status')->lowCardinality()
+    ->string('country')->lowCardinality()->nullable()
+    ->create();
+
+// CREATE TABLE `events` (`id` Int64, `status` LowCardinality(String),
+//   `country` Nullable(LowCardinality(String))) ENGINE = MergeTree() ORDER BY (`id`)
+```
+
+`Nullable` is applied outside `LowCardinality` to match ClickHouse's required wrapping order. Other dialects throw `UnsupportedException` at compile time.
+
+**FixedString(N)** — fixed-length string column. Use for ISO codes, hash digests, and other values whose byte length is known and constant:
+
+```php
+$schema->table('locations')
+    ->bigInteger('id')->primary()
+    ->fixedString('country_code', 2)   // ISO 3166-1 alpha-2
+    ->fixedString('currency_code', 3)  // ISO 4217
+    ->fixedString('digest', 32)        // raw MD5
+    ->create();
+
+// CREATE TABLE `locations` (`id` Int64, `country_code` FixedString(2),
+//   `currency_code` FixedString(3), `digest` FixedString(32))
+//   ENGINE = MergeTree() ORDER BY (`id`)
+```
+
+Length must be at least 1. Other dialects throw `UnsupportedException` at compile time.
+
+**Column-level CODEC** — append one or more compression codecs to a column. Multiple `codec()` calls accumulate and emit `CODEC(c1, c2, ...)`:
+
+```php
+$schema->table('metrics')
+    ->bigInteger('id')->primary()
+    ->datetime('ts', 3)->codec('Delta(4)')->codec('LZ4')   // monotonic timestamps
+    ->bigInteger('value')->codec('T64')->codec('LZ4')      // integer column
+    ->string('payload')->codec('ZSTD(3)')                  // text column
+    ->create();
+
+// CREATE TABLE `metrics` (`id` Int64,
+//   `ts` DateTime64(3) CODEC(Delta(4), LZ4),
+//   `value` Int64 CODEC(T64, LZ4),
+//   `payload` String CODEC(ZSTD(3))) ENGINE = MergeTree() ORDER BY (`id`)
+```
+
+Each codec string is emitted verbatim; supply codec arguments inline (`'Delta(4)'`, `'ZSTD(3)'`). Codec strings must not be empty or contain a semicolon. Other dialects throw `UnsupportedException` at compile time.
+
+**SAMPLE BY** — declare a sampling expression for approximate-query support (`SELECT ... SAMPLE k`). Emitted after `ORDER BY` and before `TTL` / `SETTINGS`:
+
+```php
+$schema->table('events')
+    ->bigInteger('id')->primary()
+    ->bigInteger('user_id')->unsigned()
+    ->sampleBy('user_id')
+    ->create();
+
+// CREATE TABLE `events` (`id` Int64, `user_id` UInt64) ENGINE = MergeTree()
+//   ORDER BY (`id`) SAMPLE BY user_id
+```
+
+The expression is emitted verbatim and must not be empty or contain a semicolon. SAMPLE BY only applies to engines that take an `ORDER BY` clause (the MergeTree family); using it with `Memory`, `Log`, `TinyLog`, or `StripeLog` throws `UnsupportedException`. Other dialects throw `UnsupportedException` at compile time.
+
 ### SQLite Schema
 
 ```php
diff --git a/src/Query/Schema.php b/src/Query/Schema.php
index 2616492..6613919 100644
--- a/src/Query/Schema.php
+++ b/src/Query/Schema.php
@@ -47,6 +47,10 @@ public function compileCreate(Table $table, bool $ifNotExists = false): Statemen
             throw new UnsupportedException('TTL is only supported in ClickHouse.');
         }
 
+        if ($table->sampleBy !== null) {
+            throw new UnsupportedException('SAMPLE BY is only supported in ClickHouse.');
+        }
+
         $columnDefs = [];
         $primaryKeys = [];
         $uniqueColumns = [];
@@ -296,6 +300,14 @@ protected function compileColumnDefinition(Column $column): string
             throw new UnsupportedException('TTL is only supported in ClickHouse.');
         }
 
+        if ($column->isLowCardinality) {
+            throw new UnsupportedException('LowCardinality is only supported in ClickHouse.');
+        }
+
+        if ($column->codecs !== []) {
+            throw new UnsupportedException('Column-level CODEC is only supported in ClickHouse.');
+        }
+
         $parts = [
             $this->quote($column->name),
             $this->compileColumnType($column),
diff --git a/src/Query/Schema/ClickHouse.php b/src/Query/Schema/ClickHouse.php
index 22d35b0..c792b0b 100644
--- a/src/Query/Schema/ClickHouse.php
+++ b/src/Query/Schema/ClickHouse.php
@@ -25,6 +25,7 @@ protected function compileColumnType(Column $column): string
 
         $type = match ($column->type) {
             ColumnType::String, ColumnType::Varchar, ColumnType::Relationship => 'String',
+            ColumnType::FixedString => 'FixedString(' . ($column->length ?? throw new ValidationException('FixedString requires a length.')) . ')',
             ColumnType::Text => 'String',
             ColumnType::MediumText, ColumnType::LongText => 'String',
             ColumnType::Integer => $column->isUnsigned ? 'UInt32' : 'Int32',
@@ -44,6 +45,10 @@ protected function compileColumnType(Column $column): string
             ColumnType::Serial, ColumnType::BigSerial, ColumnType::SmallSerial => throw new UnsupportedException('SERIAL types are not supported in ClickHouse.'),
         };
 
+        if ($column->isLowCardinality) {
+            $type = 'LowCardinality(' . $type . ')';
+        }
+
         if ($column->isNullable) {
             $type = 'Nullable(' . $type . ')';
         }
@@ -80,6 +85,10 @@ protected function compileColumnDefinition(Column $column): string
             $parts[] = 'DEFAULT ' . $this->compileDefaultValue($column->default);
         }
 
+        if ($column->codecs !== []) {
+            $parts[] = 'CODEC(' . \implode(', ', $column->codecs) . ')';
+        }
+
         if ($column->ttl !== null) {
             $parts[] = 'TTL ' . $column->ttl;
         }
@@ -217,6 +226,15 @@ public function compileCreate(Table $table, bool $ifNotExists = false): Statemen
                 : ' ORDER BY tuple()';
         }
 
+        if ($table->sampleBy !== null) {
+            if (! $engine->requiresOrderBy()) {
+                throw new UnsupportedException(
+                    'SAMPLE BY is only supported on engines that take an ORDER BY clause.'
+                );
+            }
+            $sql .= ' SAMPLE BY ' . $table->sampleBy;
+        }
+
         if ($table->ttl !== null) {
             $sql .= ' TTL ' . $table->ttl;
         }
diff --git a/src/Query/Schema/Column.php b/src/Query/Schema/Column.php
index 09d4075..e937416 100644
--- a/src/Query/Schema/Column.php
+++ b/src/Query/Schema/Column.php
@@ -52,6 +52,11 @@ class Column
 
     public private(set) ?string $userTypeName = null;
 
+    public private(set) bool $isLowCardinality = false;
+
+    /** @var list<string> ClickHouse column-level CODEC clauses, e.g. ['Delta(4)', 'LZ4'] */
+    public private(set) array $codecs = [];
+
     public function __construct(
         public Table $table,
         public string $name,
@@ -247,6 +252,48 @@ public function ttl(string $expression): static
         return $this;
     }
 
+    /**
+     * Wrap the column type in `LowCardinality(...)` (ClickHouse only).
+     *
+     * Suitable for string columns with a small number of distinct values
+     * (status enums, type discriminators, country codes). Other dialects
+     * throw `UnsupportedException` at compile time.
+     */
+    public function lowCardinality(): static
+    {
+        $this->isLowCardinality = true;
+
+        return $this;
+    }
+
+    /**
+     * Append a column-level CODEC clause (ClickHouse only).
+     *
+     * Multiple calls accumulate and emit `CODEC(c1, c2, ...)`. Pass either
+     * a bare codec name (`->codec('LZ4')`) or one with arguments
+     * (`->codec('Delta(4)')`, `->codec('ZSTD(3)')`). The codec string is
+     * emitted verbatim and must come from a trusted source.
+     *
+     * @throws ValidationException if the codec string is empty or contains
+     *                             a semicolon.
+     */
+    public function codec(string $codec): static
+    {
+        $trimmed = \trim($codec);
+
+        if ($trimmed === '') {
+            throw new ValidationException('CODEC expression must not be empty.');
+        }
+
+        if (\str_contains($trimmed, ';')) {
+            throw new ValidationException('CODEC expression must not contain ";".');
+        }
+
+        $this->codecs[] = $trimmed;
+
+        return $this;
+    }
+
     /**
      * Reference a user-defined type (e.g. a PostgreSQL enum type created via CREATE TYPE).
      *
@@ -273,6 +320,11 @@ public function string(string $name, int $length = 255): Column
         return $this->table->string($name, $length);
     }
 
+    public function fixedString(string $name, int $length): Column
+    {
+        return $this->table->fixedString($name, $length);
+    }
+
     public function text(string $name): Column
     {
         return $this->table->text($name);
@@ -540,6 +592,11 @@ public function orderBy(array $columns): Table
         return $this->table->orderBy($columns);
     }
 
+    public function sampleBy(string $expression): Table
+    {
+        return $this->table->sampleBy($expression);
+    }
+
     public function create(bool $ifNotExists = false): Statement
     {
         return $this->table->create($ifNotExists);
diff --git a/src/Query/Schema/ColumnType.php b/src/Query/Schema/ColumnType.php
index a7ff7a1..173bb51 100644
--- a/src/Query/Schema/ColumnType.php
+++ b/src/Query/Schema/ColumnType.php
@@ -5,6 +5,7 @@
 enum ColumnType: string
 {
     case String = 'string';
+    case FixedString = 'fixedstring';
     case Varchar = 'varchar';
     case Text = 'text';
     case MediumText = 'mediumtext';
diff --git a/src/Query/Schema/MongoDB.php b/src/Query/Schema/MongoDB.php
index 87267cd..60c2fc2 100644
--- a/src/Query/Schema/MongoDB.php
+++ b/src/Query/Schema/MongoDB.php
@@ -36,6 +36,7 @@ protected function compileColumnType(Column $column): string
             ColumnType::Linestring, ColumnType::Polygon => 'object',
             ColumnType::Uuid7 => 'string',
             ColumnType::Vector => 'array',
+            ColumnType::FixedString => throw new UnsupportedException('FixedString is only supported in ClickHouse.'),
         };
     }
 
diff --git a/src/Query/Schema/MySQL.php b/src/Query/Schema/MySQL.php
index 707df77..d60f921 100644
--- a/src/Query/Schema/MySQL.php
+++ b/src/Query/Schema/MySQL.php
@@ -36,6 +36,7 @@ protected function compileColumnType(Column $column): string
             ColumnType::Polygon => 'POLYGON' . ($column->srid !== null ? ' SRID ' . $column->srid : ''),
             ColumnType::Uuid7 => 'VARCHAR(36)',
             ColumnType::Vector => throw new UnsupportedException('Vector type is not supported in MySQL.'),
+            ColumnType::FixedString => throw new UnsupportedException('FixedString is only supported in ClickHouse.'),
         };
     }
 
diff --git a/src/Query/Schema/PostgreSQL.php b/src/Query/Schema/PostgreSQL.php
index 5a8bc2e..14f2ea9 100644
--- a/src/Query/Schema/PostgreSQL.php
+++ b/src/Query/Schema/PostgreSQL.php
@@ -42,6 +42,7 @@ protected function compileColumnType(Column $column): string
             ColumnType::Serial => 'SERIAL',
             ColumnType::BigSerial => 'BIGSERIAL',
             ColumnType::SmallSerial => 'SMALLSERIAL',
+            ColumnType::FixedString => throw new UnsupportedException('FixedString is only supported in ClickHouse.'),
         };
     }
 
@@ -57,6 +58,14 @@ protected function compileUnsigned(): string
 
     protected function compileColumnDefinition(Column $column): string
     {
+        if ($column->isLowCardinality) {
+            throw new UnsupportedException('LowCardinality is only supported in ClickHouse.');
+        }
+
+        if ($column->codecs !== []) {
+            throw new UnsupportedException('Column-level CODEC is only supported in ClickHouse.');
+        }
+
         $parts = [
             $this->quote($column->name),
             $this->compileColumnType($column),
diff --git a/src/Query/Schema/SQLite.php b/src/Query/Schema/SQLite.php
index 69e5f70..134a370 100644
--- a/src/Query/Schema/SQLite.php
+++ b/src/Query/Schema/SQLite.php
@@ -27,6 +27,7 @@ protected function compileColumnType(Column $column): string
             ColumnType::Point, ColumnType::Linestring, ColumnType::Polygon => 'TEXT',
             ColumnType::Uuid7 => 'VARCHAR(36)',
             ColumnType::Vector => throw new UnsupportedException('Vector type is not supported in SQLite.'),
+            ColumnType::FixedString => throw new UnsupportedException('FixedString is only supported in ClickHouse.'),
         };
     }
 
@@ -48,6 +49,14 @@ protected function compileColumnDefinition(Column $column): string
             return parent::compileColumnDefinition($column);
         }
 
+        if ($column->isLowCardinality) {
+            throw new UnsupportedException('LowCardinality is only supported in ClickHouse.');
+        }
+
+        if ($column->codecs !== []) {
+            throw new UnsupportedException('Column-level CODEC is only supported in ClickHouse.');
+        }
+
         $parts = [
             $this->quote($column->name),
             $this->compileColumnType($column),
diff --git a/src/Query/Schema/Table.php b/src/Query/Schema/Table.php
index b46121a..f4856ca 100644
--- a/src/Query/Schema/Table.php
+++ b/src/Query/Schema/Table.php
@@ -61,6 +61,9 @@ class Table
     /** @var array<string, string> Table-level engine SETTINGS (ClickHouse only) */
     public private(set) array $settings = [];
 
+    /** ClickHouse SAMPLE BY expression. Emitted after ORDER BY when set. */
+    public private(set) ?string $sampleBy = null;
+
     public function __construct(
         private readonly ?Schema $schema = null,
         public readonly string $name = '',
@@ -166,6 +169,24 @@ public function string(string $name, int $length = 255): Column
         return $col;
     }
 
+    /**
+     * Add a fixed-length string column. Compiled to ClickHouse `FixedString(N)`;
+     * other dialects throw {@see UnsupportedException} at compile time.
+     *
+     * @throws ValidationException if $length is less than 1.
+     */
+    public function fixedString(string $name, int $length): Column
+    {
+        if ($length < 1) {
+            throw new ValidationException('FixedString length must be at least 1.');
+        }
+
+        $col = new Column($this, $name, ColumnType::FixedString, $length);
+        $this->columns[] = $col;
+
+        return $col;
+    }
+
     public function text(string $name): Column
     {
         $col = new Column($this, $name, ColumnType::Text);
@@ -655,6 +676,31 @@ public function orderBy(array $columns): static
         return $this;
     }
 
+    /**
+     * Set the ClickHouse SAMPLE BY expression. Emitted after ORDER BY at table
+     * creation time. Required to model tables that need approximate-query
+     * support via `SELECT ... SAMPLE k`. Other dialects throw
+     * {@see UnsupportedException} at compile time.
+     *
+     * @throws ValidationException if the expression is empty or contains a semicolon.
+     */
+    public function sampleBy(string $expression): static
+    {
+        $trimmed = \trim($expression);
+
+        if ($trimmed === '') {
+            throw new ValidationException('SAMPLE BY expression must not be empty.');
+        }
+
+        if (\str_contains($trimmed, ';')) {
+            throw new ValidationException('SAMPLE BY expression must not contain ";".');
+        }
+
+        $this->sampleBy = $trimmed;
+
+        return $this;
+    }
+
     /**
      * Attach a table-level TTL expression (ClickHouse only).
      *
diff --git a/tests/Query/Schema/ClickHouseTest.php b/tests/Query/Schema/ClickHouseTest.php
index 852ad04..36308ac 100644
--- a/tests/Query/Schema/ClickHouseTest.php
+++ b/tests/Query/Schema/ClickHouseTest.php
@@ -977,4 +977,230 @@ public function testAlterRejectsSettings(): void
             ->settings(['index_granularity' => 4096])
             ->alter();
     }
+
+    // FixedString
+
+    public function testCreateTableFixedStringColumn(): void
+    {
+        $schema = new Schema();
+        $result = $schema->table('locations')
+            ->bigInteger('id')->primary()
+            ->fixedString('country_code', 2)
+            ->fixedString('currency_code', 3)
+            ->create();
+        $this->assertBindingCount($result);
+
+        $this->assertSame(
+            'CREATE TABLE `locations` (`id` Int64, `country_code` FixedString(2), `currency_code` FixedString(3)) ENGINE = MergeTree() ORDER BY (`id`)',
+            $result->query,
+        );
+    }
+
+    public function testCreateTableFixedStringNullable(): void
+    {
+        $schema = new Schema();
+        $result = $schema->table('t')
+            ->fixedString('hash', 32)->nullable()
+            ->create();
+        $this->assertBindingCount($result);
+
+        $this->assertSame(
+            'CREATE TABLE `t` (`hash` Nullable(FixedString(32))) ENGINE = MergeTree() ORDER BY tuple()',
+            $result->query,
+        );
+    }
+
+    public function testFixedStringRejectsZeroLength(): void
+    {
+        $this->expectException(ValidationException::class);
+
+        $schema = new Schema();
+        $schema->table('t')->fixedString('bad', 0);
+    }
+
+    // LowCardinality
+
+    public function testCreateTableLowCardinalityColumn(): void
+    {
+        $schema = new Schema();
+        $result = $schema->table('events')
+            ->bigInteger('id')->primary()
+            ->string('status')->lowCardinality()
+            ->create();
+        $this->assertBindingCount($result);
+
+        $this->assertSame(
+            'CREATE TABLE `events` (`id` Int64, `status` LowCardinality(String)) ENGINE = MergeTree() ORDER BY (`id`)',
+            $result->query,
+        );
+    }
+
+    public function testCreateTableLowCardinalityNullableWrapsInBothOrder(): void
+    {
+        $schema = new Schema();
+        $result = $schema->table('events')
+            ->bigInteger('id')->primary()
+            ->string('status')->lowCardinality()->nullable()
+            ->create();
+        $this->assertBindingCount($result);
+
+        $this->assertSame(
+            'CREATE TABLE `events` (`id` Int64, `status` Nullable(LowCardinality(String))) ENGINE = MergeTree() ORDER BY (`id`)',
+            $result->query,
+        );
+    }
+
+    public function testAlterAddLowCardinalityColumn(): void
+    {
+        $schema = new Schema();
+        $result = $schema->table('events')
+            ->addColumn('country', ColumnType::String)->lowCardinality()
+            ->alter();
+        $this->assertBindingCount($result);
+
+        $this->assertSame(
+            'ALTER TABLE `events` ADD COLUMN `country` LowCardinality(String)',
+            $result->query,
+        );
+    }
+
+    // Column-level CODEC
+
+    public function testCreateTableColumnWithSingleCodec(): void
+    {
+        $schema = new Schema();
+        $result = $schema->table('metrics')
+            ->bigInteger('id')->primary()
+            ->datetime('ts', 3)->codec('LZ4')
+            ->create();
+        $this->assertBindingCount($result);
+
+        $this->assertSame(
+            'CREATE TABLE `metrics` (`id` Int64, `ts` DateTime64(3) CODEC(LZ4)) ENGINE = MergeTree() ORDER BY (`id`)',
+            $result->query,
+        );
+    }
+
+    public function testCreateTableColumnWithMultipleCodecs(): void
+    {
+        $schema = new Schema();
+        $result = $schema->table('metrics')
+            ->bigInteger('id')->primary()
+            ->datetime('ts', 3)->codec('Delta(4)')->codec('LZ4')
+            ->create();
+        $this->assertBindingCount($result);
+
+        $this->assertSame(
+            'CREATE TABLE `metrics` (`id` Int64, `ts` DateTime64(3) CODEC(Delta(4), LZ4)) ENGINE = MergeTree() ORDER BY (`id`)',
+            $result->query,
+        );
+    }
+
+    public function testCodecOrderingRelativeToTtlAndComment(): void
+    {
+        $schema = new Schema();
+        $result = $schema->table('events')
+            ->bigInteger('id')->primary()
+            ->string('payload')
+                ->codec('ZSTD(3)')
+                ->ttl('ts + INTERVAL 30 DAY')
+                ->comment('Compressed payload')
+            ->datetime('ts')
+            ->create();
+        $this->assertBindingCount($result);
+
+        $this->assertSame(
+            'CREATE TABLE `events` (`id` Int64,'
+            . ' `payload` String CODEC(ZSTD(3)) TTL ts + INTERVAL 30 DAY COMMENT \'Compressed payload\','
+            . ' `ts` DateTime) ENGINE = MergeTree() ORDER BY (`id`)',
+            $result->query,
+        );
+    }
+
+    public function testCodecRejectsEmpty(): void
+    {
+        $this->expectException(ValidationException::class);
+
+        $schema = new Schema();
+        $schema->table('t')
+            ->integer('id')->codec('');
+    }
+
+    public function testCodecRejectsSemicolon(): void
+    {
+        $this->expectException(ValidationException::class);
+
+        $schema = new Schema();
+        $schema->table('t')
+            ->integer('id')->codec('LZ4;');
+    }
+
+    // SAMPLE BY
+
+    public function testCreateTableWithSampleBy(): void
+    {
+        $schema = new Schema();
+        $result = $schema->table('events')
+            ->bigInteger('id')->primary()
+            ->bigInteger('user_id')->unsigned()
+            ->sampleBy('user_id')
+            ->create();
+        $this->assertBindingCount($result);
+
+        $this->assertSame(
+            'CREATE TABLE `events` (`id` Int64, `user_id` UInt64) ENGINE = MergeTree() ORDER BY (`id`) SAMPLE BY user_id',
+            $result->query,
+        );
+    }
+
+    public function testCreateTableSampleByOrderingWithTtlAndSettings(): void
+    {
+        $schema = new Schema();
+        $table = $schema->table('events');
+        $table->bigInteger('id')->primary();
+        $table->datetime('created_at');
+        $result = $table
+            ->sampleBy('id')
+            ->ttl('`created_at` + INTERVAL 30 DAY')
+            ->settings(['index_granularity' => 4096])
+            ->create();
+        $this->assertBindingCount($result);
+
+        $this->assertSame(
+            'CREATE TABLE `events` (`id` Int64, `created_at` DateTime) ENGINE = MergeTree() ORDER BY (`id`)'
+            . ' SAMPLE BY id'
+            . ' TTL `created_at` + INTERVAL 30 DAY'
+            . ' SETTINGS index_granularity = 4096',
+            $result->query,
+        );
+    }
+
+    public function testSampleByRejectsEmpty(): void
+    {
+        $this->expectException(ValidationException::class);
+
+        $schema = new Schema();
+        $schema->table('events')->sampleBy('');
+    }
+
+    public function testSampleByRejectsSemicolon(): void
+    {
+        $this->expectException(ValidationException::class);
+
+        $schema = new Schema();
+        $schema->table('events')->sampleBy('id;');
+    }
+
+    public function testSampleByRejectedOnEnginesWithoutOrderBy(): void
+    {
+        $this->expectException(UnsupportedException::class);
+        $this->expectExceptionMessage('SAMPLE BY');
+
+        $schema = new Schema();
+        $schema->table('cache')
+            ->integer('id')->primary()
+            ->engine(Engine::Memory)
+            ->sampleBy('id')
+            ->create();
+    }
 }
diff --git a/tests/Query/Schema/FluentBuilderTest.php b/tests/Query/Schema/FluentBuilderTest.php
index fc05ecd..5ee1acf 100644
--- a/tests/Query/Schema/FluentBuilderTest.php
+++ b/tests/Query/Schema/FluentBuilderTest.php
@@ -670,6 +670,55 @@ public function testColumnTtlOnNonClickHouseSchemaThrowsAtCompile(): void
             ->create();
     }
 
+    public function testFixedStringOnNonClickHouseSchemaThrowsAtCompile(): void
+    {
+        $schema = new SQLite();
+
+        $this->expectException(UnsupportedException::class);
+        $this->expectExceptionMessage('FixedString is only supported in ClickHouse');
+
+        $schema->table('locations')
+            ->fixedString('country_code', 2)
+            ->create();
+    }
+
+    public function testLowCardinalityOnNonClickHouseSchemaThrowsAtCompile(): void
+    {
+        $schema = new MySQL();
+
+        $this->expectException(UnsupportedException::class);
+        $this->expectExceptionMessage('LowCardinality is only supported in ClickHouse');
+
+        $schema->table('events')
+            ->string('status')->lowCardinality()
+            ->create();
+    }
+
+    public function testColumnCodecOnNonClickHouseSchemaThrowsAtCompile(): void
+    {
+        $schema = new PostgreSQL();
+
+        $this->expectException(UnsupportedException::class);
+        $this->expectExceptionMessage('Column-level CODEC is only supported in ClickHouse');
+
+        $schema->table('events')
+            ->datetime('ts')->codec('LZ4')
+            ->create();
+    }
+
+    public function testTableSampleByOnNonClickHouseSchemaThrowsAtCompile(): void
+    {
+        $schema = new MySQL();
+
+        $this->expectException(UnsupportedException::class);
+        $this->expectExceptionMessage('SAMPLE BY is only supported in ClickHouse');
+
+        $schema->table('events')
+            ->integer('id')->primary()
+            ->sampleBy('id')
+            ->create();
+    }
+
     public function testColumnAfterIsHonouredOnAlter(): void
     {
         $schema = new MySQL();