Have you ever wondered how to choose the best big data engine?
The market for Big Data software is humongous competitive and full of software that does very similar things, so what big data framework will be the best pick in 2020 :
Hadoop comes first on our list of most big data software, is it either built around or compliant with Hadoop a dupe is great for reliable scalable distributed calculations to have you ever worked with Hadoop on your projects? Share your experience in the comments section below the dupe uses an intermediary layer between an interactive database and data storage its performance grows according to the increase of the data storage space a dupe is great for customer analytics enterprise projects and the creation of data lakes or for any large-scale batch processing task that doesn’t require immediacy or an acid compliant data storage but despite Hadoop’s definite popularity more advanced alternatives are gradually coming to the market.
2- Map Reduce
Map Reduce is a search engine of the Hadoop framework it is a good choice for businesses analyzing archived information making regular reports which require decision-making and other use cases not aiming at instant results Map Reduce provides the automated paralleling of data-efficient balancing and failsafe performance.
3- Apache Spark
Spark is a powerful open-source data analytics cluster computing framework it has become very popular because of its speed in tired of computing and better data access because of its in-memory caching it’s a library that enables developers to create complex applications faster and better.
4- Apache Hive
Apache hive is a data warehouse system built on top of Apache Hadoop that facilitates easy data summarization hive can be integrated with the module as a server part for the analysis of large data values here is a benchmark showing hive on test speed performance against the competition lower is better Hyrum Eanes one of the most used big data analytics frameworks ten years after the release.
5- Apache storm
Apache storm is used by big companies like yellow Yahoo Alibaba and some others the key features of the storm are scalability and prompt restoring ability after downtime storm provides better latency than both flake and spark however it has worse throughput.
Apache Samsa is a stateful stream processing fake data framework that was co-developed with Apache Kafka Kafka provides data serving to buffer and fault tolerance the duo is intended to be used where quick single-stage processing is needed this big data processing framework was developed for LinkedIn and is also used by eBay and TripAdvisor for fraud detection.
7- Apache Flink
Apache Flink is an open-source platform for stream and batch data processing blink has been designed to run in all common cluster environments perform computations at in-memory speed and at any scale.
On Twitter developed heroine as a new generation replacement for the storm it is intended to be used for real-time spam detection ETL tasks and trend analytics its design goals include low latency good and predictable scalability and easy administration benchmarks show a significant improvement over the storm.
9 – Apache Kudu
kudu was designed to simplify some complicated pipelines in the Hadoop ecosystem it runs on commodity hardware is horizontally scalable and supports highly available operation this framework is currently used for market data fraud detection on Wall Street kudu is picked by Xiaomi for collecting error reports mainly because of its ability to simplify and streamline data pipeline to improve query and analytics speeds.
10 – Presto
SQL query engine, presto is a faster flexible alternative to Apache hive for smaller tasks it’s an adaptive flexible query tool for a multi-tenant data environment with different storage types, to sum up, it’s safe to say there is no single best option among the data processing frameworks and our experienced hybrid solutions with different tools work best the variety of offers on the big data framework market allows every company to pick the most appropriate tool for their task.