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A collection of developer tools in one place in your browser

Apache Flink
Hadoop
Apache Hive
Apache Storm
Amazon Athena
Apache Beam
Amazon Kinesis
Apache Spark is an engine for big data processing, with built-in modules for streaming, SQL, machine learning and graph processing.
Which is more popular?
Based on our record, Apache Spark seems to be more popular. It has been mentioned 80 times since March 2021.
Website, pricing, platforms and company facts side by side.
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| Website | devtoolsadvanced.com | spark.apache.org |
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What each product offers, as listed by its team.


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Possible disadvantages
An editorial look at what each product does well and who it suits.


Overall verdict
Why this product is good
Recommended for
Overall verdict
Why this product is good
Recommended for
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Weekly Apache Spark live Code Review -- look at StringIndexer multi-col (Scala) & Python testing
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How often each product is chosen within a category, 0–100% relative to the other.


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External articles and on-site reviews we used to compare the two products.


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Apache Spark is an open source data processing and analytics engine that can handle large amounts of data -- upward of several petabytes, according to proponents. Spark's ability to rapidly process data has fueled...
Apache Spark is a well-known, general-purpose, open-source analytics engine for large-scale, core data processing. It is known for its high-performance quality for data processing – batch and streaming with the help...
Apache Spark is an open-source and flexible in-memory framework which serves as an alternative to map-reduce for handling batch, real-time analytics and data processing workloads. It provides native bindings for the...
Recommendations tracked on public social media and blogs since March 2021.


Tracking DevTools Advanced since Jul 2023.
Feature transformations should be deterministic: The same input should produce the same output when the same feature definition and configuration are applied. This is what allows training, backtesting, and live inference to remain... - Source: dev.to / 4 months ago
Apache Spark provides distributed in-memory data processing and is the appropriate tool when the data set to be reconciled does not fit in a single machine's memory, or when parallelizing the comparison across a cluster would reduce... - Source: dev.to / 5 months ago
When IoTDB was initiated in 2011, almost all influential distributed systems and databases were built in Java or on the JVM—such as Hadoop, HBase, Spark (Scala on JVM), Cassandra, Kafka, and Flink. To integrate deeply with the big data... - Source: dev.to / 6 months ago
When comparing DevTools Advanced and Apache Spark, you can also consider the following products.

FOSS tools for developers
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Flink is a streaming dataflow engine that provides data distribution, communication, and fault tolerance for distributed computations.
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Freeformatter is a platform that contains free online tools for developers, including formatters (json, html, xml, sql, etc.), minifiers (css, javascript), compactors, validators, and much more.
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Open-source software for reliable, scalable, distributed computing
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The JSON Formatter was created to help with debugging.
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Apache Hive data warehouse software facilitates querying and managing large datasets residing in distributed storage.
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