diff --git a/flint-core/src/test/java/org/opensearch/flint/core/field/bloomfilter/BloomFilterFactoryTest.java b/flint-core/src/test/java/org/opensearch/flint/core/field/bloomfilter/BloomFilterFactoryTest.java
new file mode 100644
index 000000000..40a310b01
--- /dev/null
+++ b/flint-core/src/test/java/org/opensearch/flint/core/field/bloomfilter/BloomFilterFactoryTest.java
@@ -0,0 +1,106 @@
+/*
+ * Copyright OpenSearch Contributors
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+package org.opensearch.flint.core.field.bloomfilter;
+
+import static java.util.Collections.emptyMap;
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertInstanceOf;
+import static org.opensearch.flint.core.field.bloomfilter.BloomFilterFactory.ADAPTIVE_NUMBER_CANDIDATE_KEY;
+import static org.opensearch.flint.core.field.bloomfilter.BloomFilterFactory.BLOOM_FILTER_ADAPTIVE_KEY;
+import static org.opensearch.flint.core.field.bloomfilter.BloomFilterFactory.CLASSIC_BLOOM_FILTER_FPP_KEY;
+import static org.opensearch.flint.core.field.bloomfilter.BloomFilterFactory.CLASSIC_BLOOM_FILTER_NUM_ITEMS_KEY;
+import static org.opensearch.flint.core.field.bloomfilter.BloomFilterFactory.DEFAULT_ADAPTIVE_NUMBER_CANDIDATE;
+import static org.opensearch.flint.core.field.bloomfilter.BloomFilterFactory.DEFAULT_CLASSIC_BLOOM_FILTER_FPP;
+import static org.opensearch.flint.core.field.bloomfilter.BloomFilterFactory.DEFAULT_CLASSIC_BLOOM_FILTER_NUM_ITEMS;
+
+import java.io.ByteArrayInputStream;
+import java.io.ByteArrayOutputStream;
+import java.io.IOException;
+import java.util.Map;
+import org.junit.Test;
+import org.opensearch.flint.core.field.bloomfilter.adaptive.AdaptiveBloomFilter;
+import org.opensearch.flint.core.field.bloomfilter.classic.ClassicBloomFilter;
+
+public class BloomFilterFactoryTest {
+
+  @Test
+  public void createAdaptiveBloomFilter() {
+    BloomFilterFactory factory = BloomFilterFactory.of(emptyMap());
+
+    assertInstanceOf(AdaptiveBloomFilter.class, factory.create());
+    assertEquals(
+        Map.of(
+            BLOOM_FILTER_ADAPTIVE_KEY, "true",
+            ADAPTIVE_NUMBER_CANDIDATE_KEY, Integer.toString(DEFAULT_ADAPTIVE_NUMBER_CANDIDATE),
+            CLASSIC_BLOOM_FILTER_FPP_KEY, Double.toString(DEFAULT_CLASSIC_BLOOM_FILTER_FPP)),
+        factory.getParameters());
+  }
+
+  @Test
+  public void createAdaptiveBloomFilterWithParameters() {
+    Map<String, String> parameters =
+        Map.of(
+            BLOOM_FILTER_ADAPTIVE_KEY, "true",
+            ADAPTIVE_NUMBER_CANDIDATE_KEY, "8",
+            CLASSIC_BLOOM_FILTER_FPP_KEY, "0.01");
+    BloomFilterFactory factory = BloomFilterFactory.of(parameters);
+
+    assertInstanceOf(AdaptiveBloomFilter.class, factory.create());
+    assertEquals(parameters, factory.getParameters());
+  }
+
+  @Test
+  public void shouldCreateClassicBloomFilter() {
+    BloomFilterFactory factory = BloomFilterFactory.of(Map.of(BLOOM_FILTER_ADAPTIVE_KEY, "false"));
+
+    assertEquals(
+        Map.of(
+            BLOOM_FILTER_ADAPTIVE_KEY, "false",
+            CLASSIC_BLOOM_FILTER_NUM_ITEMS_KEY, Integer.toString(DEFAULT_CLASSIC_BLOOM_FILTER_NUM_ITEMS),
+            CLASSIC_BLOOM_FILTER_FPP_KEY, Double.toString(DEFAULT_CLASSIC_BLOOM_FILTER_FPP)),
+        factory.getParameters());
+    assertInstanceOf(ClassicBloomFilter.class, factory.create());
+  }
+
+  @Test
+  public void shouldCreateClassicBloomFilterWithParameters() {
+    Map<String, String> parameters =
+        Map.of(
+            BLOOM_FILTER_ADAPTIVE_KEY, "false",
+            CLASSIC_BLOOM_FILTER_NUM_ITEMS_KEY, "20000",
+            CLASSIC_BLOOM_FILTER_FPP_KEY, "0.02");
+    BloomFilterFactory factory = BloomFilterFactory.of(parameters);
+
+    assertInstanceOf(ClassicBloomFilter.class, factory.create());
+    assertEquals(parameters, factory.getParameters());
+  }
+
+  @Test
+  public void deserializeAdaptiveBloomFilter() throws IOException {
+    ByteArrayOutputStream out = new ByteArrayOutputStream();
+    new AdaptiveBloomFilter(
+        DEFAULT_ADAPTIVE_NUMBER_CANDIDATE,
+        DEFAULT_CLASSIC_BLOOM_FILTER_FPP
+    ).writeTo(out);
+    ByteArrayInputStream in = new ByteArrayInputStream(out.toByteArray());
+
+    BloomFilterFactory factory = BloomFilterFactory.of(emptyMap());
+    assertInstanceOf(AdaptiveBloomFilter.class, factory.deserialize(in));
+  }
+
+  @Test
+  public void deserializeClassicBloomFilter() throws IOException {
+    ByteArrayOutputStream out = new ByteArrayOutputStream();
+    new ClassicBloomFilter(
+        DEFAULT_CLASSIC_BLOOM_FILTER_NUM_ITEMS,
+        DEFAULT_CLASSIC_BLOOM_FILTER_FPP
+    ).writeTo(out);
+    ByteArrayInputStream in = new ByteArrayInputStream(out.toByteArray());
+
+    BloomFilterFactory factory = BloomFilterFactory.of(Map.of(BLOOM_FILTER_ADAPTIVE_KEY, "false"));
+    assertInstanceOf(ClassicBloomFilter.class, factory.deserialize(in));
+  }
+}
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