diff --git a/README.md b/README.md
index 72e2640..1793450 100644
--- a/README.md
+++ b/README.md
@@ -2033,7 +2033,7 @@ $result = $schema->table('events')
 
 ClickHouse uses `Nullable(type)` wrapping for nullable columns, `Enum8(...)` for enums, `Tuple(Float64, Float64)` for points, and `TYPE minmax GRANULARITY 3` for indexes. Foreign keys, stored procedures, triggers, generated columns, and CHECK constraints throw `UnsupportedException`.
 
-Supports the `TableComments`, `ColumnComments`, and `DropPartition` interfaces.
+Supports the `TableComments`, `ColumnComments`, `DropPartition`, `Views`, and `Databases` interfaces.
 
 **Engine selection** — choose from 10 variants of the `Engine` enum:
 
@@ -2130,6 +2130,73 @@ $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
+$schema->table('events')
+    ->bigInteger('id')->primary()
+    ->string('status')->lowCardinality()
+    ->string('country')->lowCardinality()->nullable()
+    ->create();
+
+// CREATE TABLE `events` (`id` Int64, `status` LowCardinality(String),
+//   `country` Nullable(LowCardinality(String))) ENGINE = MergeTree() ORDER BY (`id`)
+```
+
+`Nullable` is applied outside `LowCardinality` to match ClickHouse's required wrapping order. The `lowCardinality()` method is only available on the ClickHouse builder — callers on other dialects (`MySQL`, `PostgreSQL`, `SQLite`, `MongoDB`) cannot reach this method at all.
+
+**FixedString(N)** — fixed-length string column. Use for ISO codes, hash digests, and other values whose byte length is known and constant:
+
+```php
+$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. The `fixedString()` method is only available on the ClickHouse builder — the type has no portable mapping.
+
+**Column-level CODEC** — append one or more compression codecs to a column. Multiple `codec()` calls accumulate and emit `CODEC(c1, c2, ...)`:
+
+```php
+$schema->table('metrics')
+    ->bigInteger('id')->primary()
+    ->datetime('ts', 3)->codec('Delta(4)')->codec('LZ4')   // monotonic timestamps
+    ->bigInteger('value')->codec('T64')->codec('LZ4')      // integer column
+    ->string('payload')->codec('ZSTD(3)')                  // text column
+    ->create();
+
+// CREATE TABLE `metrics` (`id` Int64,
+//   `ts` DateTime64(3) CODEC(Delta(4), LZ4),
+//   `value` Int64 CODEC(T64, LZ4),
+//   `payload` String CODEC(ZSTD(3))) ENGINE = MergeTree() ORDER BY (`id`)
+```
+
+Each codec string is emitted verbatim; supply codec arguments inline (`'Delta(4)'`, `'ZSTD(3)'`). Codec strings must not be empty or contain a semicolon. The `codec()` method is only available on the ClickHouse builder.
+
+**SAMPLE BY** — declare a sampling expression for approximate-query support (`SELECT ... SAMPLE k`). Emitted after `ORDER BY` and before `TTL` / `SETTINGS`:
+
+```php
+$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`. The `sampleBy()` method is only available on the ClickHouse builder.
+
+These OLAP-shaped modifiers live on the ClickHouse-specific `Column\ClickHouse` and `Table\ClickHouse` builders. Because the methods only exist on the dialect's own builder subclasses, calling `->lowCardinality()` or `->sampleBy()` on a `MySQL`, `PostgreSQL`, `SQLite`, or `MongoDB` builder fails at the type level, with no runtime branch needed.
+
 ### SQLite Schema
 
 ```php
diff --git a/src/Query/Schema/ClickHouse.php b/src/Query/Schema/ClickHouse.php
index ced5544..6cf2318 100644
--- a/src/Query/Schema/ClickHouse.php
+++ b/src/Query/Schema/ClickHouse.php
@@ -32,6 +32,20 @@ protected function compileColumnType(Column $column): string
             throw new UnsupportedException('User-defined types are not supported in ClickHouse.');
         }
 
+        if ($column instanceof Column\ClickHouse && $column->isFixedString()) {
+            $type = 'FixedString(' . $column->fixedStringLength . ')';
+
+            if ($column->isLowCardinality) {
+                $type = 'LowCardinality(' . $type . ')';
+            }
+
+            if ($column->isNullable) {
+                $type = 'Nullable(' . $type . ')';
+            }
+
+            return $type;
+        }
+
         $type = match ($column->type) {
             ColumnType::String, ColumnType::Varchar, ColumnType::Relationship => 'String',
             ColumnType::Text => 'String',
@@ -53,6 +67,10 @@ protected function compileColumnType(Column $column): string
             ColumnType::Serial, ColumnType::BigSerial, ColumnType::SmallSerial => throw new UnsupportedException('SERIAL types are not supported in ClickHouse.'),
         };
 
+        if ($column instanceof Column\ClickHouse && $column->isLowCardinality) {
+            $type = 'LowCardinality(' . $type . ')';
+        }
+
         if ($column->isNullable) {
             $type = 'Nullable(' . $type . ')';
         }
@@ -89,6 +107,10 @@ protected function compileColumnDefinition(Column $column): string
             $parts[] = 'DEFAULT ' . $this->compileDefaultValue($column->default);
         }
 
+        if ($column instanceof Column\ClickHouse && $column->codecs !== []) {
+            $parts[] = 'CODEC(' . \implode(', ', $column->codecs) . ')';
+        }
+
         if ($column->ttl !== null) {
             $parts[] = 'TTL ' . $column->ttl;
         }
@@ -226,6 +248,15 @@ public function compileCreate(Table $table, bool $ifNotExists = false): Statemen
                 : ' ORDER BY tuple()';
         }
 
+        if ($table instanceof Table\ClickHouse && $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/ClickHouse.php b/src/Query/Schema/Column/ClickHouse.php
index 14528a9..a056f42 100644
--- a/src/Query/Schema/Column/ClickHouse.php
+++ b/src/Query/Schema/Column/ClickHouse.php
@@ -2,6 +2,7 @@
 
 namespace Utopia\Query\Schema\Column;
 
+use Utopia\Query\Exception\ValidationException;
 use Utopia\Query\Schema\Column;
 use Utopia\Query\Schema\Forwarder;
 use Utopia\Query\Schema\Table;
@@ -13,6 +14,40 @@ class ClickHouse extends Column
 {
     use Forwarder\ClickHouse;
 
+    public protected(set) bool $isLowCardinality = false;
+
+    /** Length when the column should be emitted as `FixedString(N)`; null otherwise. */
+    public protected(set) ?int $fixedStringLength = null;
+
+    /** @var list<string> Column-level CODEC clauses, e.g. ['Delta(4)', 'LZ4'] */
+    public protected(set) array $codecs = [];
+
+    /**
+     * Mark the column as `FixedString(N)`.
+     *
+     * Used by {@see Table\ClickHouse::fixedString()} to attach the
+     * ClickHouse-specific FixedString width to a column whose generic
+     * {@see \Utopia\Query\Schema\ColumnType} is `String`. The compiler reads
+     * this state when emitting DDL.
+     *
+     * @throws ValidationException if $length is less than 1.
+     */
+    public function asFixedString(int $length): static
+    {
+        if ($length < 1) {
+            throw new ValidationException('FixedString length must be at least 1.');
+        }
+
+        $this->fixedStringLength = $length;
+
+        return $this;
+    }
+
+    public function isFixedString(): bool
+    {
+        return $this->fixedStringLength !== null;
+    }
+
     /**
      * @param  list<string>  $columns
      *
@@ -28,4 +63,47 @@ public function primary(array $columns = []): static|Table
 
         return $this->table->primary($columns);
     }
+
+    /**
+     * Wrap the column type in `LowCardinality(...)`.
+     *
+     * Suitable for string columns with a small number of distinct values
+     * (status enums, type discriminators, country codes). `Nullable` is
+     * applied outside `LowCardinality` to match ClickHouse's required
+     * wrapping order: `Nullable(LowCardinality(String))`.
+     */
+    public function lowCardinality(): static
+    {
+        $this->isLowCardinality = true;
+
+        return $this;
+    }
+
+    /**
+     * Append a column-level CODEC clause.
+     *
+     * 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;
+    }
 }
diff --git a/src/Query/Schema/Forwarder/ClickHouse.php b/src/Query/Schema/Forwarder/ClickHouse.php
index bc72453..ce54e07 100644
--- a/src/Query/Schema/Forwarder/ClickHouse.php
+++ b/src/Query/Schema/Forwarder/ClickHouse.php
@@ -18,6 +18,11 @@ public function vector(string $name, int $dimensions): Column\ClickHouse
         return $this->table->vector($name, $dimensions);
     }
 
+    public function fixedString(string $name, int $length): Column\ClickHouse
+    {
+        return $this->table->fixedString($name, $length);
+    }
+
     public function engine(Engine $engine, string ...$args): Table\ClickHouse
     {
         return $this->table->engine($engine, ...$args);
@@ -44,4 +49,8 @@ public function partitionBy(string $expression): Table\ClickHouse
         return $this->table->partitionBy($expression);
     }
 
+    public function sampleBy(string $expression): Table\ClickHouse
+    {
+        return $this->table->sampleBy($expression);
+    }
 }
diff --git a/src/Query/Schema/Table/ClickHouse.php b/src/Query/Schema/Table/ClickHouse.php
index da9b392..0ca5a91 100644
--- a/src/Query/Schema/Table/ClickHouse.php
+++ b/src/Query/Schema/Table/ClickHouse.php
@@ -16,6 +16,9 @@ class ClickHouse extends Table
 {
     use Trait\CompositePrimary;
 
+    /** ClickHouse SAMPLE BY expression. Emitted after ORDER BY when set. */
+    public protected(set) ?string $sampleBy = null;
+
     #[\Override]
     protected function newColumn(string $name, ColumnType $type, ?int $length = null, ?int $precision = null): Column\ClickHouse
     {
@@ -31,6 +34,30 @@ public function vector(string $name, int $dimensions): Column\ClickHouse
         return $col;
     }
 
+    /**
+     * Add a `FixedString(N)` column.
+     *
+     * Used for fixed-length string values whose byte length is known and
+     * constant — ISO 3166 country codes, ISO 4217 currency codes, hash
+     * digests, and similar values that benefit from ClickHouse's columnar
+     * storage of fixed-width data.
+     *
+     * The column is registered with the generic `ColumnType::String` type and
+     * tagged with FixedString state on {@see Column\ClickHouse}; the compiler
+     * reads that state when emitting DDL, so the global `ColumnType` enum
+     * stays free of ClickHouse-only cases.
+     *
+     * @throws ValidationException if $length is less than 1.
+     */
+    public function fixedString(string $name, int $length): Column\ClickHouse
+    {
+        $col = $this->newColumn($name, ColumnType::String, $length);
+        $col->asFixedString($length);
+        $this->columns[] = $col;
+
+        return $col;
+    }
+
     /**
      * Select the table engine. Engine-specific arguments are validated against
      * the engine variant:
@@ -158,4 +185,28 @@ public function partitionBy(string $expression): static
 
         return $this;
     }
+
+    /**
+     * Set the SAMPLE BY expression. Emitted after ORDER BY at table creation
+     * time. Required to model tables that need approximate-query support via
+     * `SELECT ... SAMPLE k` on MergeTree-family engines.
+     *
+     * @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;
+    }
 }
diff --git a/tests/Query/Schema/ClickHouseTest.php b/tests/Query/Schema/ClickHouseTest.php
index 468b3ce..80a1a55 100644
--- a/tests/Query/Schema/ClickHouseTest.php
+++ b/tests/Query/Schema/ClickHouseTest.php
@@ -945,4 +945,222 @@ public function testAlterRejectsSettings(): void
             ->settings(['index_granularity' => 4096])
             ->alter();
     }
+
+    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);
+    }
+
+    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,
+        );
+    }
+
+    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;');
+    }
+
+    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();
+    }
 }