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KCache - An In-Memory Cache Backed by Apache Kafka
KCache is a client library that provides an in-memory cache backed by a compacted topic in Kafka. It is one of the patterns for using Kafka as a persistent store, as described by Jay Kreps in the article It's Okay to Store Data in Apache Kafka.
Maven
Releases of KCache are deployed to Maven Central.
<dependency>
<groupId>io.kcache</groupId>
<artifactId>kcache</artifactId>
<version>5.1.0</version>
</dependency>
For Java 11 or above, use 5.x
otherwise use 4.x
.
Usage
An instance of KafkaCache
implements the java.util.SortedMap
interface. Here is an example usage:
import io.kcache.*;
String bootstrapServers = "localhost:9092";
Cache<String, String> cache = new KafkaCache<>(
bootstrapServers,
Serdes.String(), // for serializing/deserializing keys
Serdes.String() // for serializing/deserializing values
);
cache.init(); // creates topic, initializes cache, consumer, and producer
cache.put("Kafka", "Rocks");
String value = cache.get("Kafka"); // returns "Rocks"
cache.remove("Kafka");
cache.close(); // shuts down the cache, consumer, and producer
One can also use RocksDB to back the KafkaCache
:
Properties props = new Properties();
props.put(KafkaCacheConfig.KAFKACACHE_BOOTSTRAP_SERVERS_CONFIG, bootstrapServers);
props.put(KafkaCacheConfig.KAFKACACHE_BACKING_CACHE_CONFIG, "rocksdb");
props.put(KafkaCacheConfig.KAFKACACHE_DATA_DIR_CONFIG, "/tmp");
Cache<String, String> cache = new KafkaCache<>(
new KafkaCacheConfig(props),
Serdes.String(), // for serializing/deserializing keys
Serdes.String() // for serializing/deserializing values
);
cache.init();
Basic Configuration
KCache has a number of configuration properties that can be specified.
kafkacache.bootstrap.servers
- A list of host and port pairs to use for establishing the initial connection to Kafka.kafkacache.group.id
- The group ID to use for the internal consumer. Defaults tokafkacache
.kafkacache.client.id
- The client ID to use for the internal consumer. Defaults tokafka-cache-reader-<topic>
.kafkacache.topic
- The name of the compacted topic. Defaults to_cache
.kafkacache.topic.replication.factor
- The desired replication factor for the compacted topic. Defaults to 3.kafkacache.topic.num.partitions
- The desired number of partitions for for the compacted topic. Defaults to 1.kafkacache.topic.partitions
- A list of partitions to consume, or all partitions if not specified.kafkacache.topic.partitions.offset
- The offset to start consuming all partitions from, one ofbeginning
,end
, a positive number representing an absolute offset, a negative number representing a relative offset from the end, or@<value>
, where<value>
is a timestamp in ms. Defaults tobeginning
.kafkacache.init.timeout.ms
- The timeout for initialization of the Kafka cache, including creation of the compacted topic. Defaults to 300 seconds.kafkacache.timeout.ms
- The timeout for an operation on the Kafka cache. Defaults to 60 seconds.kafkacache.backing.cache
- The backing cache for KCache, one ofmemory
(default),bdbje
,caffeine
,lmdb
,mapdb
,rdbms
, orrocksdb
.kafkacache.data.dir
- The root directory for backing cache storage. Defaults to/tmp
.
Configuration properties can be passed as follows:
Properties props = new Properties();
props.setProperty("kafkacache.bootstrap.servers", "localhost:9092");
props.setProperty("kafkacache.topic", "_mycache");
Cache<String, String> cache = new KafkaCache<>(
new KafkaCacheConfig(props),
Serdes.String(), // for serializing/deserializing keys
Serdes.String() // for serializing/deserializing values
);
cache.init();
...
Security
KCache supports both SSL authentication and SASL authentication to a secure Kafka cluster. See the JavaDoc for more information.
Using KCache as a Replicated Cache
KCache can be used as a replicated cache, with some caveats. To ensure that updates are processed in the proper order, one instance of KCache should be designated as the sole writer, with all writes being forwarded to it. If the writer fails, another instance can then be elected as the new writer.
For an example of a highly-available service that wraps KCache, see Keta.