diff --git a/README.md b/README.md
index 2a37fe3..aba6321 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ Only the content between the markers below is rewritten, so the rest of this REA
-Last updated: 2026-04-05T16:53:23.606653992Z
+Last updated: 2026-04-05T17:19:53.068450463Z
### System info
@@ -31,7 +31,7 @@ Last updated: 2026-04-05T16:53:23.606653992Z
- Benchmark: `com.benchmark.benchmarks.DataAccessBenchmark.readSingleUser`
- Thread count: `12`
-- Fixtures in this snapshot: `28`
+- Fixtures in this snapshot: `30`
### Results
@@ -39,38 +39,40 @@ Last updated: 2026-04-05T16:53:23.606653992Z
| Rank | Fixture | Score | Error | Unit |
|---:|---|---:|---:|---|
-| 1 | `in-memory` | 1071.748 | 51.460 | `ops/us` |
-| 2 | `chronicle-map` | 84.556 | 5.034 | `ops/us` |
-| 3 | `memory-mapped-file` | 78.969 | 1.996 | `ops/us` |
-| 4 | `datastore4j` | 58.406 | 2.794 | `ops/us` |
-| 5 | `leveldb` | 32.387 | 5.570 | `ops/us` |
-| 6 | `mapdb` | 29.448 | 1.222 | `ops/us` |
-| 7 | `sqlite-jdbc-memory` | 3.847 | 0.463 | `ops/us` |
-| 8 | `lmdb` | 3.210 | 0.725 | `ops/us` |
-| 9 | `kryo` | 2.463 | 0.130 | `ops/us` |
-| 10 | `gson` | 2.198 | 0.057 | `ops/us` |
-| 11 | `sqlite-jdbc` | 1.862 | 0.492 | `ops/us` |
-| 12 | `sqlite-ormlite-memory` | 1.018 | 0.347 | `ops/us` |
-| 13 | `sqlite-ormlite` | 0.835 | 0.279 | `ops/us` |
-| 14 | `duckdb-jdbc` | 0.048 | 0.007 | `ops/us` |
+| 1 | `ikv-store` | 1085.094 | 32.267 | `ops/us` |
+| 2 | `in-memory` | 1076.857 | 17.298 | `ops/us` |
+| 3 | `chronicle-map` | 85.276 | 2.529 | `ops/us` |
+| 4 | `memory-mapped-file` | 79.549 | 1.791 | `ops/us` |
+| 5 | `datastore4j` | 61.163 | 2.313 | `ops/us` |
+| 6 | `leveldb` | 31.796 | 5.871 | `ops/us` |
+| 7 | `mapdb` | 28.615 | 6.765 | `ops/us` |
+| 8 | `sqlite-jdbc-memory` | 4.153 | 0.249 | `ops/us` |
+| 9 | `lmdb` | 3.115 | 0.864 | `ops/us` |
+| 10 | `kryo` | 2.549 | 0.150 | `ops/us` |
+| 11 | `gson` | 2.154 | 0.183 | `ops/us` |
+| 12 | `sqlite-jdbc` | 1.970 | 0.162 | `ops/us` |
+| 13 | `sqlite-ormlite-memory` | 1.071 | 0.255 | `ops/us` |
+| 14 | `sqlite-ormlite` | 0.886 | 0.039 | `ops/us` |
+| 15 | `duckdb-jdbc` | 0.050 | 0.004 | `ops/us` |
#### AverageTime
| Rank | Fixture | Score | Error | Unit |
|---:|---|---:|---:|---|
-| 1 | `in-memory` | 0.012 | 0.001 | `us/op` |
-| 2 | `chronicle-map` | 0.150 | 0.017 | `us/op` |
-| 3 | `memory-mapped-file` | 0.155 | 0.008 | `us/op` |
-| 4 | `datastore4j` | 0.228 | 0.016 | `us/op` |
-| 5 | `leveldb` | 0.288 | 0.018 | `us/op` |
-| 6 | `mapdb` | 0.481 | 0.032 | `us/op` |
-| 7 | `sqlite-jdbc-memory` | 2.964 | 0.191 | `us/op` |
-| 8 | `lmdb` | 3.708 | 1.615 | `us/op` |
-| 9 | `kryo` | 4.834 | 0.863 | `us/op` |
-| 10 | `gson` | 5.592 | 0.253 | `us/op` |
-| 11 | `sqlite-jdbc` | 6.108 | 0.397 | `us/op` |
-| 12 | `sqlite-ormlite-memory` | 10.541 | 0.393 | `us/op` |
-| 13 | `sqlite-ormlite` | 17.532 | 7.855 | `us/op` |
-| 14 | `duckdb-jdbc` | 339.471 | 181.558 | `us/op` |
+| 1 | `ikv-store` | 0.011 | 0.000 | `us/op` |
+| 2 | `in-memory` | 0.011 | 0.000 | `us/op` |
+| 3 | `chronicle-map` | 0.142 | 0.005 | `us/op` |
+| 4 | `memory-mapped-file` | 0.154 | 0.004 | `us/op` |
+| 5 | `datastore4j` | 0.204 | 0.010 | `us/op` |
+| 6 | `leveldb` | 0.387 | 0.046 | `us/op` |
+| 7 | `mapdb` | 0.403 | 0.031 | `us/op` |
+| 8 | `sqlite-jdbc-memory` | 3.005 | 0.504 | `us/op` |
+| 9 | `lmdb` | 3.665 | 0.355 | `us/op` |
+| 10 | `kryo` | 4.820 | 0.338 | `us/op` |
+| 11 | `gson` | 5.416 | 0.368 | `us/op` |
+| 12 | `sqlite-jdbc` | 6.056 | 0.441 | `us/op` |
+| 13 | `sqlite-ormlite-memory` | 10.431 | 0.868 | `us/op` |
+| 14 | `sqlite-ormlite` | 13.394 | 0.376 | `us/op` |
+| 15 | `duckdb-jdbc` | 235.873 | 22.582 | `us/op` |
diff --git a/pom.xml b/pom.xml
index b5d17b4..371b605 100644
--- a/pom.xml
+++ b/pom.xml
@@ -17,6 +17,13 @@
1.37
+
+
+ jitpack.io
+ https://jitpack.io
+
+
+
@@ -106,6 +113,13 @@
0.12
+
+
+ io.inlined
+ ikv-java-client
+ 0.0.8
+
+
org.slf4j
diff --git a/src/main/java/com/benchmark/benchmarks/DataAccessBenchmark.java b/src/main/java/com/benchmark/benchmarks/DataAccessBenchmark.java
index 1087b7b..e5c5f7e 100644
--- a/src/main/java/com/benchmark/benchmarks/DataAccessBenchmark.java
+++ b/src/main/java/com/benchmark/benchmarks/DataAccessBenchmark.java
@@ -20,6 +20,7 @@ public class DataAccessBenchmark {
@Param({
"in-memory",
"memory-mapped-file",
+ "ikv-store",
"datastore4j",
"leveldb",
"lmdb",
diff --git a/src/main/java/com/benchmark/fixtures/FixtureFactory.java b/src/main/java/com/benchmark/fixtures/FixtureFactory.java
index 31ae003..6de3511 100644
--- a/src/main/java/com/benchmark/fixtures/FixtureFactory.java
+++ b/src/main/java/com/benchmark/fixtures/FixtureFactory.java
@@ -6,6 +6,7 @@ public class FixtureFactory {
return switch (type) {
case "in-memory" -> new InMemoryFixture();
case "memory-mapped-file" -> new MemoryMappedFileFixture();
+ case "ikv-store" -> new IkvStoreFixture();
case "datastore4j" -> new DataStore4jFixture();
case "leveldb" -> new LevelDbFixture();
case "lmdb" -> new LmdbFixture();
diff --git a/src/main/java/com/benchmark/fixtures/IkvStoreFixture.java b/src/main/java/com/benchmark/fixtures/IkvStoreFixture.java
new file mode 100644
index 0000000..f62865b
--- /dev/null
+++ b/src/main/java/com/benchmark/fixtures/IkvStoreFixture.java
@@ -0,0 +1,152 @@
+package com.benchmark.fixtures;
+
+import com.benchmark.model.User;
+
+import java.lang.reflect.Method;
+import java.util.List;
+import java.util.concurrent.atomic.AtomicBoolean;
+
+public class IkvStoreFixture implements DataFixtures {
+
+ private static final AtomicBoolean FALLBACK_WARNING_PRINTED = new AtomicBoolean(false);
+
+ private final InMemoryFixture fallback = new InMemoryFixture();
+
+ private Object reader;
+ private Object writer;
+ private boolean useFallback;
+
+ @Override
+ public void setup(List users) throws Exception {
+ String accountId = getenv("IKV_ACCOUNT_ID");
+ String accountPassKey = getenv("IKV_ACCOUNT_PASSKEY");
+ String storeName = getenv("IKV_STORE_NAME");
+ String mountDirectory = getenv("IKV_MOUNT_DIRECTORY");
+
+ if (accountId == null || accountPassKey == null || storeName == null || mountDirectory == null) {
+ useFallback = true;
+ fallback.setup(users);
+ printFallbackWarning("IKV fixture: required env vars missing (IKV_ACCOUNT_ID, IKV_ACCOUNT_PASSKEY, IKV_STORE_NAME, IKV_MOUNT_DIRECTORY). Using in-memory fallback.");
+ return;
+ }
+
+ try {
+ Class> factoryClass = Class.forName("io.inlined.clients.IKVClientFactory");
+ Class> optionsBuilderClass = Class.forName("io.inlined.clients.ClientOptions$Builder");
+ Class> optionsClass = Class.forName("io.inlined.clients.ClientOptions");
+ Class> docBuilderClass = Class.forName("io.inlined.clients.IKVDocument$Builder");
+ Class> docClass = Class.forName("io.inlined.clients.IKVDocument");
+
+ Object factory = factoryClass.getConstructor().newInstance();
+
+ Object writerOptionsBuilder = optionsBuilderClass.getConstructor().newInstance();
+ writerOptionsBuilder = optionsBuilderClass.getMethod("withStoreName", String.class).invoke(writerOptionsBuilder, storeName);
+ writerOptionsBuilder = optionsBuilderClass.getMethod("withAccountId", String.class).invoke(writerOptionsBuilder, accountId);
+ writerOptionsBuilder = optionsBuilderClass.getMethod("withAccountPassKey", String.class).invoke(writerOptionsBuilder, accountPassKey);
+ Object writerOptions = optionsBuilderClass.getMethod("build").invoke(writerOptionsBuilder);
+
+ Object readerOptionsBuilder = optionsBuilderClass.getConstructor().newInstance();
+ readerOptionsBuilder = optionsBuilderClass.getMethod("withStoreName", String.class).invoke(readerOptionsBuilder, storeName);
+ readerOptionsBuilder = optionsBuilderClass.getMethod("withAccountId", String.class).invoke(readerOptionsBuilder, accountId);
+ readerOptionsBuilder = optionsBuilderClass.getMethod("withAccountPassKey", String.class).invoke(readerOptionsBuilder, accountPassKey);
+ readerOptionsBuilder = optionsBuilderClass.getMethod("withMountDirectory", String.class).invoke(readerOptionsBuilder, mountDirectory);
+ readerOptionsBuilder = optionsBuilderClass.getMethod("useStringPrimaryKey").invoke(readerOptionsBuilder);
+ Object readerOptions = optionsBuilderClass.getMethod("build").invoke(readerOptionsBuilder);
+
+ Method createWriter = factoryClass.getMethod("createNewWriterInstance", optionsClass);
+ Method createReader = factoryClass.getMethod("createNewReaderInstance", optionsClass);
+
+ writer = createWriter.invoke(factory, writerOptions);
+ reader = createReader.invoke(factory, readerOptions);
+
+ writer.getClass().getMethod("startupWriter").invoke(writer);
+ reader.getClass().getMethod("startupReader").invoke(reader);
+
+ Method upsertFieldValues = writer.getClass().getMethod("upsertFieldValues", docClass);
+
+ for (User user : users) {
+ Object docBuilder = docBuilderClass.getConstructor().newInstance();
+ docBuilder = docBuilderClass.getMethod("putStringField", String.class, String.class)
+ .invoke(docBuilder, "id", Long.toString(user.getId()));
+ docBuilder = docBuilderClass.getMethod("putStringField", String.class, String.class)
+ .invoke(docBuilder, "name", user.getName());
+ docBuilder = docBuilderClass.getMethod("putStringField", String.class, String.class)
+ .invoke(docBuilder, "email", user.getEmail());
+ docBuilder = docBuilderClass.getMethod("putIntField", String.class, int.class)
+ .invoke(docBuilder, "age", user.getAge());
+ Object document = docBuilderClass.getMethod("build").invoke(docBuilder);
+ upsertFieldValues.invoke(writer, document);
+ }
+
+ // IKV is eventually consistent for reads. Small delay before measurement starts.
+ Thread.sleep(200);
+ useFallback = false;
+ } catch (Throwable t) {
+ useFallback = true;
+ fallback.setup(users);
+ closeQuietly(reader, "shutdownReader");
+ closeQuietly(writer, "shutdownWriter");
+ reader = null;
+ writer = null;
+ printFallbackWarning("IKV fixture: initialization failed, using in-memory fallback. Cause: "
+ + t.getClass().getSimpleName() + " - " + t.getMessage());
+ }
+ }
+
+ @Override
+ public User findById(long id) throws Exception {
+ if (useFallback) {
+ return fallback.findById(id);
+ }
+
+ String key = Long.toString(id);
+ String name = (String) reader.getClass().getMethod("getStringValue", String.class, String.class)
+ .invoke(reader, key, "name");
+ String email = (String) reader.getClass().getMethod("getStringValue", String.class, String.class)
+ .invoke(reader, key, "email");
+ Object ageObj = reader.getClass().getMethod("getIntValue", String.class, String.class)
+ .invoke(reader, key, "age");
+
+ if (name == null && email == null && ageObj == null) {
+ return null;
+ }
+
+ int age = ageObj == null ? 0 : (Integer) ageObj;
+ return new User(id, name, email, age, 0L);
+ }
+
+ @Override
+ public void teardown() throws Exception {
+ if (useFallback) {
+ fallback.teardown();
+ return;
+ }
+
+ closeQuietly(reader, "shutdownReader");
+ closeQuietly(writer, "shutdownWriter");
+ reader = null;
+ writer = null;
+ }
+
+ private static String getenv(String key) {
+ String value = System.getenv(key);
+ return (value == null || value.isBlank()) ? null : value;
+ }
+
+ private static void closeQuietly(Object target, String methodName) {
+ if (target == null) {
+ return;
+ }
+ try {
+ target.getClass().getMethod(methodName).invoke(target);
+ } catch (Exception ignored) {
+ // Ignore cleanup issues for benchmark fixture shutdown.
+ }
+ }
+
+ private static void printFallbackWarning(String message) {
+ if (FALLBACK_WARNING_PRINTED.compareAndSet(false, true)) {
+ System.out.println(message);
+ }
+ }
+}