Apache Spark vs. Druid vs. Impala

Get help choosing one of these



Hacker News, Reddit, Stack Overflow Stats

  • -
  • 570
  • 0
  • -
  • 25
  • 251
  • -
  • -
  • 1.15K

GitHub Stats

Description

What is Apache Spark?

Spark is a fast and general processing engine compatible with Hadoop data. It can run in Hadoop clusters through YARN or Spark's standalone mode, and it can process data in HDFS, HBase, Cassandra, Hive, and any Hadoop InputFormat. It is designed to perform both batch processing (similar to MapReduce) and new workloads like streaming, interactive queries, and machine learning.

What is Druid?

Druid is a distributed, column-oriented, real-time analytics data store that is commonly used to power exploratory dashboards in multi-tenant environments. Druid excels as a data warehousing solution for fast aggregate queries on petabyte sized data sets. Druid supports a variety of flexible filters, exact calculations, approximate algorithms, and other useful calculations.

What is Impala?

Impala is a modern, open source, MPP SQL query engine for Apache Hadoop. Impala is shipped by Cloudera, MapR, and Amazon. With Impala, you can query data, whether stored in HDFS or Apache HBase – including SELECT, JOIN, and aggregate functions – in real time.

Pros

Why do developers choose Apache Spark?
Why do you like Apache Spark?

Why do developers choose Druid?
Why do you like Druid?

Why do developers choose Impala?
Why do you like Impala?

Cons

What are the cons of using Apache Spark?
No Cons submitted yet for Apache Spark
Downsides of Apache Spark?

What are the cons of using Druid?
No Cons submitted yet for Druid
Downsides of Druid?

What are the cons of using Impala?
No Cons submitted yet for Impala
Downsides of Impala?

Companies

What companies use Apache Spark?
228 companies on StackShare use Apache Spark
What companies use Druid?
19 companies on StackShare use Druid
What companies use Impala?
13 companies on StackShare use Impala

Integrations

What tools integrate with Apache Spark?
12 tools on StackShare integrate with Apache Spark
What tools integrate with Druid?
2 tools on StackShare integrate with Druid
What tools integrate with Impala?
2 tools on StackShare integrate with Impala

What are some alternatives to Apache Spark, Druid, and Impala?

  • Apache Flink - Fast and reliable large-scale data processing engine
  • Presto - Distributed SQL Query Engine for Big Data (by Facebook)
  • Amazon Athena - Query S3 Using SQL
  • Pig - Platform for analyzing large data sets

See all alternatives to Apache Spark



Interest Over Time


Get help choosing one of these