Toolradar Data
Big Data Analytics Tools Statistics 2026
Live data on Big Data Analytics software, computed from the Toolradar catalog. Ratings and review counts are aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge).
11
Big Data Analytics tools published and tracked on Toolradar as of October 4, 2026.
Last updated October 4, 2026. Reviewed by Louis Corneloup.
Key findings
- Toolradar tracks 11 Big Data Analytics tools as of October 4, 2026, 0% of its 10,902-tool directory.
- Big Data Analytics tools average 4.18 out of 5 across 7 rated tools and 1,150 reviews aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge).
- 55% of Big Data Analytics tools offer a free tier, 6 of 11.
- 9 Big Data Analytics tools were added to Toolradar during 2026, 82% of the category.
- Snowflake is the highest-rated Big Data Analytics tool at 4.1 out of 5 from 865 reviews.
Source: Toolradar catalog, computed live on October 4, 2026.
Headline numbers
Big Data Analytics tools published on Toolradar
Source: Toolradar catalog, published status
Share of the whole Toolradar directory
Source: 11 of 10,902 published tools
User reviews across Big Data Analytics tools
Source: aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge), across 7 rated tools
Average Big Data Analytics tool rating, weighted by review volume
Source: aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge); unweighted mean 4.47 / 5 across 7 rated tools
Big Data Analytics tools added to the directory in 2026
Source: Toolradar createdAt, 82% of the category (directory add date, not vendor launch)
Pricing mix
How Big Data Analytics tools split between a free path (free, freemium, open-source) and strictly paid.
Tools that offer a free tier
Source: Toolradar pricing labels, 6 of 11 Big Data Analytics tools
Tools that are strictly paid
Source: Toolradar pricing labels, 5 of 11 Big Data Analytics tools
Where the reviews come from
Review volume for Big Data Analytics tools by third-party platform.
G2 reviews
Across 6 Big Data Analytics tools carrying a G2 profile
Capterra reviews
Across 3 Big Data Analytics tools carrying a Capterra profile
SourceForge reviews
Across 1 Big Data Analytics tool carrying a SourceForge profile
Trustpilot reviews
Across 1 Big Data Analytics tool carrying a Trustpilot profile
Highest-rated Big Data Analytics tools
Top-rated Big Data Analytics tools with at least 500 third-party reviews.
Most reviewed Big Data Analytics tools
The Big Data Analytics tools carrying the most third-party reviews.
Snowflake
4.10 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Dremio
4.60 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Apache Spark
4.40 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Azure Synapse
4.40 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Onehouse
4.30 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Big Data Analytics growth in 2026
Explore Big Data Analytics tools
Methodology and sources
Every figure is computed live from the Toolradar catalog, published Big Data Analytics tools only. Ratings and review counts are aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge) and are not the site's own reviews. Added in 2026 means added to the Toolradar directory this year, not the vendor's launch date. Leaderboards apply a 500-review floor. See how we rate.