# Top Free Big Data Processing And Distribution Systems Check out our list of free Big Data Processing And Distribution Systems. Products featured on this list are the ones that offer a free trial version. As with most free versions, there are limitations, typically time or features. If you'd like to see more products and to evaluate additional feature options, compare all [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution) to ensure you get the right product. ## View Free Big Data Processing And Distribution Systems G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our [scoring methodologies](https://research.g2.com/g2-scoring-methodologies). **37** Big Data Processing and Distribution Products Available View all [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution) View all [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution) ### [Databricks](https://www.g2.com/products/databricks/reviews) [By Databricks Inc.](https://www.g2.com/sellers/databricks-inc) [ (1,335)4.6 out of 5 ](https://www.g2.com/products/databricks/reviews#reviews "Read Databricks Reviews") Product Description Databricks is a unified data and AI platform that helps organizations build, govern and scale data pipelines, analytics, machine learning, AI applications and agents. More than 20,000 organizations wo **Users:** Data Engineer, Data Analyst · **Industries:** Information Technology and Services, Financial Services · **Market Segment:** 48% Enterprise, 38% Mid-Market User SentimentHow are these determined? Users frequently mention the platform's ability to handle large-scale data processing efficiently, its collaborative notebook environment that enables cross-team collaboration, and its seamless integration with various cloud services and Apache Spark. Reviewers mentioned the platform's complex pricing structure, the steep learning curve for beginners, and the challenges in managing clusters and configurations, particularly for new users. Year Founded 2013 HQ Location San Francisco, CA Company Website https://databricks.com Twitter @databricks LinkedIn® Page https://www.linkedin.com/company/3477522/ ### [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) [By Google](https://www.g2.com/sellers/google) [ (1,226)4.5 out of 5 ](https://www.g2.com/products/google-cloud-bigquery/reviews#reviews "Read Google Cloud BigQuery Reviews") Product Description BigQuery is a fully managed, AI-ready data analytics platform that helps you maximize value from your data and is designed to be multi-engine, multi-format, and multi-cloud. Store 10 GiB of data and **Users:** Data Engineer, Data Analyst · **Industries:** Information Technology and Services, Computer Software · **Market Segment:** 38% Enterprise, 35% Mid-Market ![Mateo K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Mateo K.") MK I like that Google Cloud BigQuery is free if you're not operating on a big scale, which is great because we use it without paying for it. I'd also...[Read review](https://www.g2.com/products/google-cloud-bigquery/reviews/google-cloud-bigquery-review-12611959) ![Veera Shubhashree P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Veera Shubhashree P.") VP I use Google Cloud BigQuery for learning big data concepts and implementing chatbots. I like that all the services and products are in one place,...[Read review](https://www.g2.com/products/google-cloud-bigquery/reviews/google-cloud-bigquery-review-12612804) Year Founded 1998 HQ Location Mountain View, CA Company Website https://cloud.google.com/ Twitter @google LinkedIn® Page https://www.linkedin.com/company/1441/ Ownership NASDAQ:GOOG Phone +1 (650) 253-0000 [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. [ Learn More ](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) ### [Snowflake](https://www.g2.com/products/snowflake/reviews) [By Snowflake, Inc.](https://www.g2.com/sellers/snowflake-inc) [ (756)4.5 out of 5 ](https://www.g2.com/products/snowflake/reviews#reviews "Read Snowflake Reviews") Product Description Snowflake makes enterprise AI easy, efficient and trusted. Thousands of companies around the globe, including hundreds of the world’s largest, use Snowflake’s AI Data Cloud to share data, build applic **Users:** Data Engineer, Data Analyst · **Industries:** Information Technology and Services, Computer Software · **Market Segment:** 45% Mid-Market, 42% Enterprise ![Verified User in Health, Wellness and Fitness](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Health, Wellness and Fitness") CH Its flexibility to grow from a very small free POC to a global multiregion data system with AI, both technologically and in price. This is...[Read review](https://www.g2.com/products/snowflake/reviews/snowflake-review-12840793) ![Conner R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Conner R.") CR Super reliable, with a much more robust integration guide that makes setup and implementation clearer.[Read review](https://www.g2.com/products/snowflake/reviews/snowflake-review-12849271) Year Founded 2012 HQ Location San Mateo, CA Company Website https://www.snowflake.com Twitter @SnowflakeDB LinkedIn® Page https://www.linkedin.com/company/snowflake-computing/ Ownership NYSE:SNOW ### [Qubole](https://www.g2.com/products/qubole/reviews) [By Qubole](https://www.g2.com/sellers/qubole) [ (259)4.0 out of 5 ](https://www.g2.com/products/qubole/reviews#reviews "Read Qubole Reviews") Product Description Qubole is the open data lake company that provides a simple and secure data lake platform for machine learning, streaming, and ad-hoc analytics. No other platform provides the openness and data worklo **Users:** Software Engineer, Data Scientist · **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 51% Enterprise, 44% Mid-Market ![Verified User in Leisure, Travel & Tourism](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Leisure, Travel & Tourism") AL 1. Customer service and representatives. They are very patient, friendly and knowledgeable. They always show up on time for the office hours. The...[Read review](https://www.g2.com/products/qubole/reviews/qubole-review-4132011) ![Verified User in Marketing and Advertising](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Marketing and Advertising") AM Self-serve nature that allows engineers to take over control of their workload. Reduces administrative bottleneck. Flexibility of changing cluster...[Read review](https://www.g2.com/products/qubole/reviews/qubole-review-4132044) Year Founded 2011 HQ Location Santa Clara, CA Company Website https://www.qubole.com Twitter @qubole LinkedIn® Page https://www.linkedin.com/company/2531735/ ### [IBM watsonx.data](https://www.g2.com/products/ibm-watsonx-data/reviews) [By IBM](https://www.g2.com/sellers/ibm) [ (164)4.4 out of 5 ](https://www.g2.com/products/ibm-watsonx-data/reviews#reviews "Read IBM watsonx.data Reviews") Product Description IBM® watsonx.data® helps you access, integrate and understand all your data —structured and unstructured—across any environment. It optimizes workloads for price and performance while enforcing consis **Users:** Software Engineer, CEO · **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 34% Small-Business, 32% Enterprise ![Pratik C.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Pratik C.") PC I use IBM watsonx.data as a central data platform, which is great for storing, accessing, and analyzing data, especially in data engineering and...[Read review](https://www.g2.com/products/ibm-watsonx-data/reviews/ibm-watsonx-data-review-12652438) ![Kshitij P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Kshitij P.") KP I use IBM watsonx.data primarily because of its ability to provide a unified access layer to data across multiple sources without the need for...[Read review](https://www.g2.com/products/ibm-watsonx-data/reviews/ibm-watsonx-data-review-12656396) Year Founded 1911 HQ Location Armonk, New York, United States Company Website https://www.ibm.com Twitter @IBMSecurity LinkedIn® Page https://www.linkedin.com/company/1009/ Ownership SWX:IBM Phone 1-866-277-7488 ### [OpenText Vertica](https://www.g2.com/products/opentext-vertica/reviews) [By OpenText](https://www.g2.com/sellers/opentext) [ (216)4.3 out of 5 ](https://www.g2.com/products/opentext-vertica/reviews#reviews "Read OpenText Vertica Reviews") Product Description Vertica is the unified analytics platform, based on a massively scalable architecture with a broad set of analytical functions spanning event and time series, pattern matching, geospatial, and built-i **Users:** Senior Software Engineer, Data Engineer · **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 44% Enterprise, 39% Mid-Market ![Suru S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Suru S.") SS Can perform any type of analytics, in our use-case we use Time Series, Pattern Matching by ingesting data gathering from different data sources...[Read review](https://www.g2.com/products/opentext-vertica/reviews/opentext-vertica-review-7679475) ![Kuldeep S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Kuldeep S.") KS OpenText Veryica excels in understanding context, generating coherent responses, and aiding various natural language processing tasks. Its...[Read review](https://www.g2.com/products/opentext-vertica/reviews/opentext-vertica-review-8881830) Year Founded 1991 HQ Location Waterloo, ON Company Website https://www.opentext.com/ Twitter @OpenText LinkedIn® Page https://www.linkedin.com/company/2709/ Ownership NASDAQ:OTEX Phone +1-519-888-7111 ### [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) [By Teradata Autonomous Knowledge Platform](https://www.g2.com/sellers/teradata-autonomous-knowledge-platform) [ (375)4.3 out of 5 ](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews#reviews "Read Teradata Autonomous Knowledge Platform Reviews") Product Description Teradata Autonomous Knowledge Platform activates enterprise intelligence by unifying data, knowledge and business context to achieve tangible outcomes. With Teradata, organizations can provide agents **Users:** Data Engineer, Software Engineer · **Industries:** Information Technology and Services, Financial Services · **Market Segment:** 69% Enterprise, 22% Mid-Market User SentimentHow are these determined? Reviewers frequently mention its ability to efficiently process large datasets, its strong performance, and its support for integration with different tools, making data management and workflows more convenient. Users reported that the platform can feel complex for beginners, the user interface is outdated, and it becomes expensive when data volume and computer usage grow. Year Founded 1979 HQ Location San Diego, CA Company Website https://www.teradata.com Twitter @Teradata LinkedIn® Page https://www.linkedin.com/company/1466/ Ownership NYSE:TDC Phone +1 (317) 814-6465 ### [Starburst](https://www.g2.com/products/starburst/reviews) [By Starburst](https://www.g2.com/sellers/starburst) [ (92)4.4 out of 5 ](https://www.g2.com/products/starburst/reviews#reviews "Read Starburst Reviews") Product Description Starburst is the data platform for analytics, applications, and AI, unifying data across clouds and on-premises to accelerate AI innovation. Organizations—from startups to Fortune 500 enterprises in 6 **Industries:** Information Technology and Services, Financial Services · **Market Segment:** 48% Enterprise, 32% Small-Business ![Verified User in Banking](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Banking") AB I use Starburst primarily for querying data from Hive, and I really appreciate its ability to speed up queries significantly. This acceleration...[Read review](https://www.g2.com/products/starburst/reviews/starburst-review-10597115) PP Starburst’s query engine is very powerful. This allows me to do such complex queries on mutiply data sources without lifting a finger. This is a...[Read review](https://www.g2.com/products/starburst/reviews/starburst-review-10937963) Year Founded 2017 HQ Location Boston, MA Company Website https://www.starburst.io/ Twitter @starburstdata LinkedIn® Page https://www.linkedin.com/company/starburstdata/ ### [Posit Team](https://www.g2.com/products/posit-team/reviews) [By Posit](https://www.g2.com/sellers/posit) [ (571)4.5 out of 5 ](https://www.g2.com/products/posit-team/reviews#reviews "Read Posit Team Reviews") Product Description Posit is a Public Benefit Corporation building open-source software and an enterprise data science platform. We created the RStudio IDE, Shiny, Positron, and Quarto — tools used by millions of data sc **Users:** Research Assistant, Graduate Research Assistant · **Industries:** Higher Education, Information Technology and Services · **Market Segment:** 49% Enterprise, 27% Mid-Market ![Verified User in Higher Education](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Higher Education") UH Object-oriented platform. You can manipulate information like an object and put them into analysis. If you have specific "formula" in mind you can...[Read review](https://www.g2.com/products/posit-team/reviews/posit-team-review-4427692) ![Maddy E.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Maddy E.") ME RStudio is extremely useful and free software for interpreting and analysing datasets of any size. It's open source, and with the variety of...[Read review](https://www.g2.com/products/posit-team/reviews/posit-team-review-4484652) Year Founded 2009 HQ Location Boston, US Company Website https://posit.co Twitter @posit\_pbc LinkedIn® Page https://www.linkedin.com/company/1978648/ ### [Kyvos Semantic Layer](https://www.g2.com/products/kyvos-semantic-layer/reviews) [By Kyvos Insights](https://www.g2.com/sellers/kyvos-insights) [ (284)4.8 out of 5 ](https://www.g2.com/products/kyvos-semantic-layer/reviews#reviews "Read Kyvos Semantic Layer Reviews") Product Description Kyvos is a semantic layer for AI and BI. It gives organizations a single, consistent, business-friendly view of their entire data estate. By standardizing how data is defined and understood, Kyvos **Users:** Software Engineer, Senior Software Engineer · **Industries:** Information Technology and Services, Computer Software · **Market Segment:** 57% Mid-Market, 38% Enterprise User SentimentHow are these determined? Users like that Kyvos provides consistent business definitions and metrics across all BI tools, speeds up analytics for large-scale data environments, and enables easy exploration of multiple business metrics, dimensions, and KPIs. Reviewers noted that there can be a learning curve when working with more complex models, initial setup requires coordination across teams, and some advanced features take time to understand. Year Founded 2014 HQ Location Los Gatos, CA Company Website https://www.kyvosinsights.com Twitter @KyvosInsights LinkedIn® Page https://www.linkedin.com/company/kyvos-insights-inc-/ ### [Confluent](https://www.g2.com/products/confluent/reviews) [By IBM](https://www.g2.com/sellers/ibm) [ (114)4.4 out of 5 ](https://www.g2.com/products/confluent/reviews#reviews "Read Confluent Reviews") Product Description Cloud-native service for data in motion built by the original creators of Apache Kafka® Today’s consumers have the world at their fingertips and hold an unforgiving expectation for end-to-end real-ti **Users:** Software Engineer, Senior Software Engineer · **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 36% Enterprise, 34% Small-Business ![Uk S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Uk S.") US Scalability , Reliability , Community and Support , Event-Driven Architecture , easy to use , ease integration with 3rd party source , Monitoring...[Read review](https://www.g2.com/products/confluent/reviews/confluent-review-8834888) ![Daan C.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Daan C.") DC Confluent provides a fully managed Kafka Service, allowing us as developers to focus on building applications rather than managing the underlying...[Read review](https://www.g2.com/products/confluent/reviews/confluent-review-8852451) Year Founded 1911 HQ Location Armonk, New York, United States Company Website https://www.ibm.com Twitter @IBMSecurity LinkedIn® Page https://www.linkedin.com/company/1009/ Ownership SWX:IBM Phone 1-866-277-7488 ### [Dremio](https://www.g2.com/products/dremio/reviews) [By Dremio](https://www.g2.com/sellers/dremio) [ (70)4.6 out of 5 ](https://www.g2.com/products/dremio/reviews#reviews "Read Dremio Reviews") Product Description Dremio is the pioneer of The Agentic Lakehouse—the only data platform built for agents, managed by agents. Organizations need to transform ideas into actions at unprecedented speed—Dremio delivers thi **Industries:** Financial Services, Information Technology and Services · **Market Segment:** 50% Enterprise, 40% Mid-Market ![Verified User in Financial Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Financial Services") EF Fast and user-friendly query engine on top of open standard parquet files without the hassle of data loading process to a proprietary vendor...[Read review](https://www.g2.com/products/dremio/reviews/dremio-review-4483856) ![Luca P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Luca P.") LP I love the platform’s ability to connect to a wide array of data sources, including relational databases (PostgreSQL, MySQL, Oracle, MS SQL), NoSQL...[Read review](https://www.g2.com/products/dremio/reviews/dremio-review-11368532) Year Founded 2015 HQ Location Santa Clara, California Company Website https://www.dremio.com/ Twitter @dremio LinkedIn® Page https://www.linkedin.com/company/dremio/ ### [TIMi](https://www.g2.com/products/timi/reviews) [By TIMi SPRL](https://www.g2.com/sellers/timi-sprl) [ (53)4.8 out of 5 ](https://www.g2.com/products/timi/reviews#reviews "Read TIMi Reviews") Product Description TIMi is the most efficient Data Science and Data Processing Platform. Since 2007, we have been creating and improving the most powerful framework to push the barriers of analytics, predictive analyt **Industries:** Information Technology and Services, Banking · **Market Segment:** 40% Small-Business, 32% Enterprise AG In my 22 years in the profession and ten working with TIMi, I could write a book about all the true value TIMi has brought to me & Volvo Cars...[Read review](https://www.g2.com/products/timi/reviews/timi-review-5122407) VN I liked it for performing ETL processes of e[Read review](https://www.g2.com/products/timi/reviews/timi-review-7034122) Year Founded 2007 HQ Location Brussels Company Website https://timi.eu Twitter @TIMiSuite LinkedIn® Page https://www.linkedin.com/company/timisuite/ ### [Snowplow](https://www.g2.com/products/snowplow/reviews) [By Snowplow](https://www.g2.com/sellers/snowplow) [ (31)4.6 out of 5 ](https://www.g2.com/products/snowplow/reviews#reviews "Read Snowplow Reviews") Product Description Snowplow is the leader in next-generation customer data infrastructure (CDI), enabling every data-driven organization to own and unlock the true value of its customer behavioral data to fuel AI, advan **Industries:** Computer Software · **Market Segment:** 52% Mid-Market, 35% Small-Business PG I've found snowplow analytics after one year trying to work on third part solutions for my in-house analytics application, and I am finally owner...[Read review](https://www.g2.com/products/snowplow/reviews/snowplow-review-2512640) ![Verified User in Broadcast Media](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Broadcast Media") CB having clickstream data without paying for GA360[Read review](https://www.g2.com/products/snowplow/reviews/snowplow-review-2976161) Year Founded 2012 HQ Location London, United Kingdom Company Website https://snowplow.io/ LinkedIn® Page https://www.linkedin.com/company/snowplow/ ### [AWS Lake Formation](https://www.g2.com/products/aws-lake-formation/reviews) [By Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd) [ (37)4.4 out of 5 ](https://www.g2.com/products/aws-lake-formation/reviews#reviews "Read AWS Lake Formation Reviews") Product Description AWS Lake Formation is a fully managed service to build, manage, secure, and share data in data lakes in days. You can centralize security and governance, and enable data sharing across the organizatio **Industries:** Information Technology and Services · **Market Segment:** 49% Small-Business, 35% Enterprise ![Yuvraj S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Yuvraj S.") YS First it's a secure which complete the main requirements in today's time, also it has addition functionality which ease the effort of developers to...[Read review](https://www.g2.com/products/aws-lake-formation/reviews/aws-lake-formation-review-5409033) ![Vijay K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Vijay K.") VK it is one of the comprehensive data lake and data catalogue and ingesting platform, it does not only consolidate and provide a unique view across...[Read review](https://www.g2.com/products/aws-lake-formation/reviews/aws-lake-formation-review-6731801) Year Founded 2006 HQ Location Seattle, WA Company Website https://aws.amazon.com/?nc2=h\_lg Twitter @awscloud LinkedIn® Page https://www.linkedin.com/company/amazon-web-services/ Ownership NASDAQ: AMZN [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. 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