Spark
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Explore more → **Spark**
What is Spark?
Apache Spark is a unified analytics engine for large-scale data processing. It provides high-level APIs in Java, Scala, Python and R, and an optimized engine that supports general computation graphs for data analysis. It is commonly used for big data processing, data science, machine learning, and real-time analytics.
What other technologies are related to Spark?
Spark Competitor Technologies
Flink
Flink is a stream processing framework that competes with Spark Streaming and Structured Streaming for real-time data processing workloads.
MapReduce
MapReduce is a batch processing framework that Spark can often replace due to its faster performance.
Impala
Impala is a massively parallel processing SQL query engine for data stored in Hadoop clusters, competing with Spark SQL for interactive queries.
Presto
Presto is a distributed SQL query engine designed for fast analytic queries against data sources of all sizes ranging from gigabytes to petabytes. It is a competitor for Spark SQL.
Apache Storm
Apache Storm is a distributed real-time computation system. It competes with Spark Streaming and Structured Streaming.
Number of organizations that mention technology
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Spark Complementary Technologies
Hadoop
Spark can run on Hadoop clusters and leverage HDFS for storage and YARN for resource management, making them often used together.
Hive
Spark SQL can be used to query data stored in Hive tables, providing faster query processing than Hive's MapReduce engine.
Scala
Spark is written in Scala, and Scala is a primary language for developing Spark applications.
Number of organizations that mention technology
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Which job functions commonly mention Spark?
Data Engineer
32.4% of all Data Engineer jobs mention Spark
View 92.3k
jobs on Sumble
Data Scientist
14.9% of all Data Scientist jobs mention Spark
View 36.2k
jobs on Sumble
Data, Analytics & Machine Learning
4.6% of all Data, Analytics & Machine Learning jobs mention Spark
View 82.4k
jobs on Sumble
Software Engineer
3.6% of all Software Engineer jobs mention Spark
View 174.6k
jobs on Sumble
Engineer
1.9% of all Engineer jobs mention Spark
View 188.9k
jobs on Sumble
14% of Data Infrastructure Migration projects involve Spark
Microsoft
Principal Software Engineer
To develop a scalable cloud data warehouse that powers SQL analytics in Azure compute, utilizing technologies such as Azure Data Lake and Microsoft Fabric.
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Siemens
IT Solution Expert for SAP HCM Integration (m/f/d)
To integrate Workday with multiple SAP HCM systems using integration platforms like ShapeIn to streamline HR processes.
Read more ↗
Amazon
Applied Scientist, Q Developer Code Agent Science
Developing services that leverage generative AI and foundation models to improve the experience of developers using AWS tools and services.
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Walmart
(USA) Senior Manager, Automation Engineering - Data Engineer
To develop scalable data architectures and real-time data pipelines using technologies like Apache Airflow, Google Cloud Platform, and BigQuery to support AI/ML analytics.
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NHS
Deputy Head of Design & Delivery
To enhance and configure the Epic electronic patient record system to improve clinical outcomes and operational efficiency.
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Which organizations are mentioning Spark?
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