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Redis vs Zookeeper: What are the differences?
Introduction:
Redis and Zookeeper are two popular open-source technologies used for handling distributed data processing and coordination in large-scale systems. Although they serve different purposes, there are key differences between the two.
Data Structure and Storage: Redis is primarily an in-memory data store that supports a wide range of data structures, including strings, hashes, lists, sets, and sorted sets. It offers persistence by periodically saving data to disk. On the other hand, Zookeeper is a distributed coordination service that provides a hierarchical data model similar to a file system, allowing clients to store and retrieve data in a tree-like structure called znodes.
Consistency Model: Redis offers eventual consistency, where updates to the data may take some time to propagate across all replicas. It allows users to choose between different replication models, including asynchronous and synchronous replication. In contrast, Zookeeper provides strong consistency guarantees. It ensures that all clients will observe the same order of updates and that all updates will be reflected in the system within a known time frame.
Primary Use Cases: Redis is commonly used as a high-performance cache, message broker, and data structure server for real-time applications. It excels in scenarios that require fast read and write operations on small to medium-sized datasets. Zookeeper, on the other hand, is primarily used for distributed coordination tasks such as leader election, distributed locking, and configuration management. It provides a reliable and highly available centralized service for coordination across multiple systems.
Concurrency Control: Redis supports optimistic concurrency control through optimistic locking mechanisms like Multi-Version Concurrency Control (MVCC). It relies on users to handle conflicts and provides commands for atomic operations on multiple keys. In contrast, Zookeeper provides distributed coordination primitives like locks, barriers, and queues, ensuring mutual exclusion, synchronization, and sequencing of events among multiple processes.
Support for Watchers: Redis offers an event notification mechanism called "pub/sub" that allows clients to subscribe to specific channels and receive updates in real-time. While it provides a basic form of notification, it lacks more advanced features like conditional event triggering or filtering based on data changes. Zookeeper, on the other hand, provides powerful watchers that allow clients to be notified of changes to znodes, enabling reactive programming and efficient event-driven processing.
Scalability and Fault Tolerance: Redis supports horizontal scalability through sharding, allowing data to be distributed across multiple nodes. It provides mechanisms for replication, failover, and automatic partitioning. Zookeeper is designed to provide high availability and fault tolerance by using a replicated ensemble of servers. It ensures that a majority of servers need to be available to maintain service availability and data consistency.
In summary, Redis is a versatile in-memory data store that excels in high-performance caching and real-time applications, while Zookeeper is a distributed coordination service focused on providing strong consistency and coordination primitives for complex distributed systems.
Pros of Redis
- Performance886
- Super fast542
- Ease of use513
- In-memory cache444
- Advanced key-value cache324
- Open source194
- Easy to deploy182
- Stable164
- Free155
- Fast121
- High-Performance42
- High Availability40
- Data Structures35
- Very Scalable32
- Replication24
- Great community22
- Pub/Sub22
- "NoSQL" key-value data store19
- Hashes16
- Sets13
- Sorted Sets11
- NoSQL10
- Lists10
- Async replication9
- BSD licensed9
- Bitmaps8
- Integrates super easy with Sidekiq for Rails background8
- Keys with a limited time-to-live7
- Open Source7
- Lua scripting6
- Strings6
- Awesomeness for Free5
- Hyperloglogs5
- Transactions4
- Outstanding performance4
- Runs server side LUA4
- LRU eviction of keys4
- Feature Rich4
- Written in ANSI C4
- Networked4
- Data structure server3
- Performance & ease of use3
- Dont save data if no subscribers are found2
- Automatic failover2
- Easy to use2
- Temporarily kept on disk2
- Scalable2
- Existing Laravel Integration2
- Channels concept2
- Object [key/value] size each 500 MB2
- Simple2
Pros of Zookeeper
- High performance ,easy to generate node specific config11
- Java8
- Kafka support8
- Spring Boot Support5
- Supports extensive distributed IPC3
- Curator2
- Used in ClickHouse2
- Supports DC/OS2
- Used in Hadoop1
- Embeddable In Java Service1
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Cons of Redis
- Cannot query objects directly15
- No secondary indexes for non-numeric data types3
- No WAL1