# The Top 20 Easiest To Use Big Data Processing And Distribution Systems See the top Big Data Processing And Distribution Systems products based on usability ratings. A product’s usability score is calculated by a[proprietary algorithm](https://sell.g2.com/g2-scoring-methodologies)that factors in real user satisfaction ratings of how easy the product is to administer, as well as how well the product meets business requirements, among other ratings. Compare products according to their usability scores to streamline the buying process and quickly identify the best products based on real user experiences. 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"mail")](mailto:?subject=Easiest+To+Use+Big+Data+Processing+And+Distribution+Systems+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fbig-data-processing-and-distribution%3Ftab%3Deasiest_to_use%0aSee+the+top+Big+Data+Processing+And+Distribution+Systems+products+based+on+usability+ratings.+Compare+products+according+to+their+usability+scores+to+streamline+the+buying+process+and+quickly+identify+the+best+products+based+on+real+user+experiences) ![copy_link](/assets/social-logos/copy_link-05d8dc5dc8576fc78425ad34d07241b060878835e555a30417ff41c18335e575.svg "copy\_link") [Collapse AllExpand All](#) Usability Score Compare [Expand/Collapse Databricks](#) #1 [![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks")](/products/databricks/reviews) [Databricks](/products/databricks/reviews) 8.9 [Expand/Collapse Databricks](#) Overall Usability Score 8.9 Usability Score Breakdown Ease of Admin Average: 8.3 8.9 Ease of Use Average: 8.6 8.8 Meets Requirements Average: 8.8 9.1 Customer Segment Breakdown Small Business 14% Mid Market 37% Enterprise 48% [Expand/Collapse Snowflake](#) #2 [![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake")](/products/snowflake/reviews) [Snowflake](/products/snowflake/reviews) 8.9 [Expand/Collapse Snowflake](#) Overall Usability Score 8.9 Usability Score Breakdown Ease of Admin Average: 8.3 9.2 Ease of Use Average: 8.6 9.4 Meets Requirements Average: 8.8 9.4 Customer Segment Breakdown Small Business 13% Mid Market 45% Enterprise 42% [Expand/Collapse Google Cloud BigQuery](#) #3 [![Google Cloud BigQuery](https://images.g2crowd.com/uploads/product/hd_favicon/875b8a68eca98ce3458f26e9dd34cdf9/google-cloud-bigquery.svg "Google Cloud BigQuery")](/products/google-cloud-bigquery/reviews) [Google Cloud BigQuery](/products/google-cloud-bigquery/reviews) 8.7 [Expand/Collapse Google Cloud BigQuery](#) Overall Usability Score 8.7 Usability Score Breakdown Ease of Admin Average: 8.3 8.6 Ease of Use Average: 8.6 9.2 Meets Requirements Average: 8.8 9.3 Customer Segment Breakdown Small Business 28% Mid Market 34% Enterprise 38% [Expand/Collapse ILUM](#) #4 [![ILUM](https://images.g2crowd.com/uploads/product/hd_favicon/73e65868d879196ae311e0fda61454de/ilum-ilum.svg "ILUM")](/products/ilum-ilum/reviews) [ILUM](/products/ilum-ilum/reviews) 8.7 [Expand/Collapse ILUM](#) Overall Usability Score 8.7 Usability Score Breakdown Ease of Admin Average: 8.3 9.2 Ease of Use Average: 8.6 9.3 Meets Requirements Average: 8.8 9.8 Customer Segment Breakdown Small Business 13% Mid Market 35% Enterprise 52% [Expand/Collapse IBM watsonx.data](#) #5 [![IBM watsonx.data](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_24bb2b0b5af8e7d875ea09d767bcb097/ibm-watsonx-data.jpg "IBM watsonx.data")](/products/ibm-watsonx-data/reviews) [IBM watsonx.data](/products/ibm-watsonx-data/reviews) 8.4 [Expand/Collapse IBM watsonx.data](#) Overall Usability Score 8.4 Usability Score Breakdown Ease of Admin Average: 8.3 9.2 Ease of Use Average: 8.6 8.5 Meets Requirements Average: 8.8 8.8 Customer Segment Breakdown Small Business 37% Mid Market 29% Enterprise 34% [Expand/Collapse Starburst](#) #6 [![Starburst](https://images.g2crowd.com/uploads/product/hd_favicon/8a61de83f13c495148f2f8166e49d8a1/starburst.svg "Starburst")](/products/starburst/reviews) [Starburst](/products/starburst/reviews) 8.2 [Expand/Collapse Starburst](#) Overall Usability Score 8.2 Usability Score Breakdown Ease of Admin Average: 8.3 8.9 Ease of Use Average: 8.6 9.1 Meets Requirements Average: 8.8 8.7 Customer Segment Breakdown Small Business 28% Mid Market 22% Enterprise 49% [Expand/Collapse Teradata Autonomous Knowledge Platform](#) #7 [![Teradata Autonomous Knowledge Platform](https://images.g2crowd.com/uploads/product/hd_favicon/18effe7340087cf76270e479644d3e42/teradata-autonomous-knowledge-platform.svg "Teradata Autonomous Knowledge Platform")](/products/teradata-autonomous-knowledge-platform/reviews) [Teradata Autonomous Knowledge Platform](/products/teradata-autonomous-knowledge-platform/reviews) 8.0 [Expand/Collapse Teradata Autonomous Knowledge Platform](#) Overall Usability Score 8.0 Usability Score Breakdown Ease of Admin Average: 8.3 8.3 Ease of Use Average: 8.6 8.9 Meets Requirements Average: 8.8 9.6 Customer Segment Breakdown Small Business 11% Mid Market 21% Enterprise 67% [Expand/Collapse Amazon EMR](#) #8 [![Amazon EMR](https://images.g2crowd.com/uploads/product/hd_favicon/1528476487/amazon-emr.svg "Amazon EMR")](/products/amazon-emr/reviews) [Amazon EMR](/products/amazon-emr/reviews) 8.0 [Expand/Collapse Amazon EMR](#) Overall Usability Score 8.0 Usability Score Breakdown Ease of Admin Average: 8.3 9.2 Ease of Use Average: 8.6 9.2 Meets Requirements Average: 8.8 9.1 Customer Segment Breakdown Small Business 21% Mid Market 20% Enterprise 59% [Expand/Collapse Microsoft SQL Server](#) #9 [![Microsoft SQL Server](https://images.g2crowd.com/uploads/product/hd_favicon/a8a99a96fda235658139f710592f8a53/microsoft-sql-server.svg "Microsoft SQL Server")](/products/microsoft-sql-server/reviews) [Microsoft SQL Server](/products/microsoft-sql-server/reviews) 7.9 [Expand/Collapse Microsoft SQL Server](#) Overall Usability Score 7.9 Usability Score Breakdown Ease of Admin Average: 8.3 7.6 Ease of Use Average: 8.6 8.8 Meets Requirements Average: 8.8 8.9 Customer Segment Breakdown Small Business 19% Mid Market 36% Enterprise 45% [Expand/Collapse Azure Data Lake Store](#) #10 [![Azure Data Lake Store](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_f176b4154a751d10150daa67a57b7dc5/azure-data-lake-store.jpg "Azure Data Lake Store")](/products/azure-data-lake-store/reviews) [Azure Data Lake Store](/products/azure-data-lake-store/reviews) 7.8 [Expand/Collapse Azure Data Lake Store](#) Overall Usability Score 7.8 Usability Score Breakdown Ease of Admin Average: 8.3 8.4 Ease of Use Average: 8.6 9.0 Meets Requirements Average: 8.8 9.3 Customer Segment Breakdown Small Business 28% Mid Market 28% Enterprise 45% [Expand/Collapse Aerospike](#) #11 [![Aerospike](https://images.g2crowd.com/uploads/product/hd_favicon/1487565652/aerospike.png "Aerospike")](/products/aerospike/reviews) [Aerospike](/products/aerospike/reviews) 7.6 [Expand/Collapse Aerospike](#) Overall Usability Score 7.6 Usability Score Breakdown Ease of Admin Average: 8.3 8.1 Ease of Use Average: 8.6 8.6 Meets Requirements Average: 8.8 8.1 Customer Segment Breakdown Small Business 22% Mid Market 45% Enterprise 34% [Expand/Collapse Dremio](#) #12 [![Dremio](https://images.g2crowd.com/uploads/product/hd_favicon/c182ac68b3200b9132e437ac22ff3d7e/dremio.svg "Dremio")](/products/dremio/reviews) [Dremio](/products/dremio/reviews) 7.5 [Expand/Collapse Dremio](#) Overall Usability Score 7.5 Usability Score Breakdown Ease of Admin Average: 8.3 8.0 Ease of Use Average: 8.6 9.4 Meets Requirements Average: 8.8 9.2 Customer Segment Breakdown Small Business 10% Mid Market 40% Enterprise 50% [Expand/Collapse Rocket Vertica](#) #13 [![Rocket Vertica](https://images.g2crowd.com/uploads/product/hd_favicon/0e27517827bbb573fb7f07523fb524b7/rocket-vertica.svg "Rocket Vertica")](/products/rocket-vertica/reviews) [Rocket Vertica](/products/rocket-vertica/reviews) 7.5 [Expand/Collapse Rocket Vertica](#) Overall Usability Score 7.5 Usability Score Breakdown Ease of Admin Average: 8.3 8.6 Ease of Use Average: 8.6 8.5 Meets Requirements Average: 8.8 8.6 Customer Segment Breakdown Small Business 19% Mid Market 38% Enterprise 44% [Expand/Collapse Apache Ambari](#) #14 [![Apache Ambari](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_b1715b5723ca979cc096358331ad82df/apache-ambari.png "Apache Ambari")](/products/apache-ambari/reviews) [Apache Ambari](/products/apache-ambari/reviews) 7.5 [Expand/Collapse Apache Ambari](#) Overall Usability Score 7.5 Usability Score Breakdown Ease of Admin Average: 8.3 8.7 Ease of Use Average: 8.6 8.7 Meets Requirements Average: 8.8 8.1 Customer Segment Breakdown Small Business 17% Mid Market 17% Enterprise 65% [Expand/Collapse Snowplow](#) #15 [![Snowplow](https://images.g2crowd.com/uploads/product/hd_favicon/4242b46bc8da001db652b4851a2ee5bf/snowplow.svg "Snowplow")](/products/snowplow/reviews) [Snowplow](/products/snowplow/reviews) 7.4 [Expand/Collapse Snowplow](#) Overall Usability Score 7.4 Usability Score Breakdown Ease of Admin Average: 8.3 7.3 Ease of Use Average: 8.6 8.0 Meets Requirements Average: 8.8 9.2 Customer Segment Breakdown Small Business 32% Mid Market 52% Enterprise 16% [Expand/Collapse Qubole](#) #16 [![Qubole](https://images.g2crowd.com/uploads/product/hd_favicon/1542306394/qubole.svg "Qubole")](/products/qubole/reviews) [Qubole](/products/qubole/reviews) 7.3 [Expand/Collapse Qubole](#) Overall Usability Score 7.3 Usability Score Breakdown Ease of Admin Average: 8.3 7.5 Ease of Use Average: 8.6 8.0 Meets Requirements Average: 8.8 8.5 Customer Segment Breakdown Small Business 5% Mid Market 44% Enterprise 51% [Expand/Collapse Cloudera](#) #17 [![Cloudera](https://images.g2crowd.com/uploads/product/hd_favicon/dcfb9e6879febb34cef773ddde921835/cloudera.svg "Cloudera")](/products/cloudera/reviews) [Cloudera](/products/cloudera/reviews) 7.3 [Expand/Collapse Cloudera](#) Overall Usability Score 7.3 Usability Score Breakdown Ease of Admin Average: 8.3 7.1 Ease of Use Average: 8.6 7.9 Meets Requirements Average: 8.8 8.3 Customer Segment Breakdown Small Business 33% Mid Market 25% Enterprise 42% [Expand/Collapse Hadoop HDFS](#) #18 [![Hadoop HDFS](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_689ac3b637ca780ceb5591a5a9bde905/hadoop-hdfs.png "Hadoop HDFS")](/products/hadoop-hdfs/reviews) [Hadoop HDFS](/products/hadoop-hdfs/reviews) 7.2 [Expand/Collapse Hadoop HDFS](#) Overall Usability Score 7.2 Usability Score Breakdown Ease of Admin Average: 8.3 7.1 Ease of Use Average: 8.6 8.2 Meets Requirements Average: 8.8 8.0 Customer Segment Breakdown Small Business 21% Mid Market 23% Enterprise 56% [Expand/Collapse Confluent](#) #19 [![Confluent](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_b087379a1153e7d513f37c83481c8ced/confluent.png "Confluent")](/products/confluent/reviews) [Confluent](/products/confluent/reviews) 7.1 [Expand/Collapse Confluent](#) Overall Usability Score 7.1 Usability Score Breakdown Ease of Admin Average: 8.3 8.5 Ease of Use Average: 8.6 8.3 Meets Requirements Average: 8.8 8.5 Customer Segment Breakdown Small Business 34% Mid Market 30% Enterprise 36% [Expand/Collapse Apache Storm](#) #20 [![Apache Storm](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_b350900e1c1cde239f398145fc13d8f3/apache-storm.jpg "Apache Storm")](/products/apache-storm/reviews) [Apache Storm](/products/apache-storm/reviews) 6.5 [Expand/Collapse Apache Storm](#) Overall Usability Score 6.5 Usability Score Breakdown Ease of Admin Average: 8.3 7.2 Ease of Use Average: 8.6 6.0 Meets Requirements Average: 8.8 7.7 Customer Segment Breakdown Small Business 50% Mid Market 17% Enterprise 33%