Best Big Data Processing And Distribution Systems for Small Business - Page 2

How Many Big Data Processing And Distribution Systems Products Does G2 Track?

Total Products under this Category: 123

Category Stats (Nov 2026)

  • Average Rating: 4.4/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: ITONICS (+1.6%) - Among all products in this category, ITONICS recorded the largest rating increase compared to last month

Last updated: November 10, 2026

How Does G2 Rank Big Data Processing And Distribution Systems Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 9,700+ Authentic Reviews
  • 123+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Big Data Processing And Distribution Systems

G2 Grid® for Big Data Processing And Distribution Systems plotting products by satisfaction and market presence

Highlighted products: Databricks, IBM watsonx.data, Google Cloud BigQuery, Snowflake, Cloudera, Amazon EMR, Starburst, and Microsoft SQL Server.

Underlying data: [Grid® JSON](https://www.g2.com/categories/big-data-processing-and-distribution/grids.json?focus%5B%5D=databricks&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=google-cloud-bigquery&focus%5B%5D=snowflake&focus%5B%5D=cloudera&focus%5B%5D=amazon-emr&focus%5B%5D=starburst&focus%5B%5D=microsoft-sql-server&segment=small-business)

AWS Lake Formation

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 organization.

Average Rating: 4.4/5.0

Total Reviews: 33

How Do G2 Users Rate AWS Lake Formation?

  • Has the product been a good partner in doing business?: 9.0/10 (Category avg: 8.8/10)
  • Real-Time Data Collection: 8.2/10 (Category avg: 8.8/10)
  • Machine Scaling: 8.5/10 (Category avg: 8.6/10)
  • Data Preparation: 7.9/10 (Category avg: 8.6/10)

Who Is the Company Behind AWS Lake Formation?

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 47% Small, 37% Large

What Are Recent G2 Reviews of AWS Lake Formation?

What Are G2 Users Discussing About AWS Lake Formation?

Hadoop HDFS

The Hadoop Distributed File System (HDFS) is a scalable and fault-tolerant file system designed to manage large datasets across clusters of commodity hardware. As a core component of the Apache Hadoop ecosystem, HDFS enables efficient storage and retrieval of vast amounts of data, making it ideal for big data applications. Key Features and Functionality: - Fault Tolerance: HDFS replicates data blocks across multiple nodes, ensuring data availability and resilience against hardware failures. - High Throughput: Optimized for streaming data access, HDFS provides high aggregate data bandwidth, facilitating rapid data processing. - Scalability: Capable of scaling horizontally by adding more nodes, HDFS can accommodate petabytes of data, supporting the growth of data-intensive applications. - Data Locality: By processing data on the nodes where it is stored, HDFS minimizes network congestion and enhances processing speed. - Portability: Designed to be compatible across various hardware and operating systems, HDFS offers flexibility in deployment environments. Primary Value and Problem Solved: HDFS addresses the challenges of storing and processing massive datasets by providing a reliable, scalable, and cost-effective solution. Its architecture ensures data integrity and availability, even in the face of hardware failures, while its design allows for efficient data processing by leveraging data locality. This makes HDFS particularly valuable for organizations dealing with big data, enabling them to derive insights and value from their data assets effectively.

Average Rating: 4.4/5.0

Total Reviews: 130

How Do G2 Users Rate Hadoop HDFS?

  • Has the product been a good partner in doing business?: 7.7/10 (Category avg: 8.8/10)
  • Real-Time Data Collection: 8.6/10 (Category avg: 8.8/10)
  • Machine Scaling: 8.3/10 (Category avg: 8.6/10)
  • Data Preparation: 8.4/10 (Category avg: 8.6/10)

Who Is the Company Behind Hadoop HDFS?

Who Uses This Product?

  • Who Uses This: Software Engineer, Data Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 55% Large, 23% Medium

What Do G2 Reviewers Say About Hadoop HDFS?

AI-generated summary from verified user reviews

Pros
  • Users value HDFS for its effective data processing and stability in handling large files and batch workloads.
  • Users value the data security provided by HDFS, which ensures reliable storage of large files across multiple machines.
  • Users value the solid fault tolerance and reliability of HDFS for storing large files effectively across multiple machines.
  • Users appreciate the ability to store large datasets effectively, ensuring stability and fault tolerance in big data workflows.
Cons
  • Users are concerned about the increased costs associated with managing HDFS, which complicate maintenance and scaling efforts.
  • Users face significant maintenance issues with HDFS, requiring dedicated teams for upgrades and overall stability.
  • Users experience significant performance issues with HDFS, particularly when dealing with numerous small files and maintenance demands.
  • Users struggle with poor performance in HDFS, facing difficulties in scaling and managing small files effectively.
  • Users find significant security issues with HDFS, requiring dedicated teams for upgrades and maintenance to ensure stability.

What Are Recent G2 Reviews of Hadoop HDFS?

What Are G2 Users Discussing About Hadoop HDFS?

TIMi

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 analytics, AI and Big Data, while offering a helpful, fast and friendly environment. The TIMi Suite consists of four tools: 1. Anatella (Analytical ETL, Data Prep & Big Data), 2. Modeler (Auto-ML / Automated Predictive Modelling / Automated-AI), 3. StarDust (3D Segmentation) 4. Kibella (BI Dashboarding solution). TIMi dominates the Data Science market: In the "Summer 2022 - Momentum Report” from G2, in the “Data Science” category, TIMi has the #1 rank: TIMi is the Data Science solution with both the highest market growth and the highest customer-satisfaction! More about this subject here: https://timi.eu/blog/timi-the-number-one-data-science-platform/

Average Rating: 4.8/5.0

Total Reviews: 50

How Do G2 Users Rate TIMi?

  • Has the product been a good partner in doing business?: 9.1/10 (Category avg: 8.8/10)
  • Real-Time Data Collection: 9.3/10 (Category avg: 8.8/10)
  • Machine Scaling: 8.8/10 (Category avg: 8.6/10)
  • Data Preparation: 9.5/10 (Category avg: 8.6/10)

Who Is the Company Behind TIMi?

Who Uses This Product?

  • Top Industries: Information Technology and Services, Banking
  • Company Size: 40% Small, 32% Large

What Do G2 Reviewers Say About TIMi?

AI-generated summary from verified user reviews

Pros
  • Users commend the exceptional customer support of TIMi, noting prompt responses and effective assistance from the team.
  • Users praise the ease of use of TIMi, noting its intuitive interface and quick learning curve.
  • Users praise the user-friendly interface and exceptional support, enhancing the overall experience with TIMi's products.
  • Users value the fast automation capabilities of TIMi's Anatella software for efficient data transformation and analysis.
  • Users admire the intuitive charting features of TIMi, enabling quick and efficient data visualization after learning the tool.

What Are Recent G2 Reviews of TIMi?

What Are G2 Users Discussing About TIMi?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated