ComplianceCheckup

48 Data / BI tools ranked by privacy

Databricks leads the Data / BI category with 90/100 (grade A); the lowest score is Starburst at 39/100. The category averages 62/100 — 1 points above the cross-category average — and 29% of data / bi tools fire third-party trackers before consent. 10 of 48 earn an A or B grade.

62/100
category average score
29%
fire trackers before consent
10 of 48
earn an A or B grade
Databricks
highest score (90/100)
#ToolWeakest areaScore
1DatabricksCCPA / CPRA disclosures90A
2Great ExpectationsCCPA / CPRA disclosures85B
3MuleSoftSecurity headers85B
4Astronomer (Airflow)DPA and sub-processor list84B
5Tray.ioCCPA / CPRA disclosures84B
6KNIMECCPA / CPRA disclosures80B
7MakeCCPA / CPRA disclosures79B
8PrefectCCPA / CPRA disclosures79B
9SnowflakeCCPA / CPRA disclosures78B
10ZapierCCPA / CPRA disclosures78B
11Power BISecurity headers76C
12RedashCCPA / CPRA disclosures76C
13SodaCCPA / CPRA disclosures75C
14InformaticaCCPA / CPRA disclosures73C
15TalendCCPA / CPRA disclosures71C
16RapidMinerCCPA / CPRA disclosures65C
17TableauCCPA / CPRA disclosures63D
18AcceldataCCPA / CPRA disclosures60D
19AlationCCPA / CPRA disclosures60D
20AlteryxCCPA / CPRA disclosures60D
21Amazon RedshiftCCPA / CPRA disclosures60D
22Apache Kafka (Confluent)CCPA / CPRA disclosures60D
23Azure SynapseCCPA / CPRA disclosures60D
24BigQueryCCPA / CPRA disclosures60D
25ClouderaCCPA / CPRA disclosures60D
26Dagster CloudCCPA / CPRA disclosures60D
27Databricks LakehouseCCPA / CPRA disclosures60D
28DataRobotCCPA / CPRA disclosures60D
29dbt MeshCCPA / CPRA disclosures60D
30Elementary DataCCPA / CPRA disclosures60D
31FivetranCCPA / CPRA disclosures60D
32GrafanaCCPA / CPRA disclosures60D
33LookerCCPA / CPRA disclosures60D
34Neptune.aiCCPA / CPRA disclosures60D
35MetaplaneCookie consent banner58D
36Snowflake Data CloudPre-consent tracking53D
37dbt CloudPre-consent tracking50D
38dbt LabsPre-consent tracking50D
39Monte CarloPre-consent tracking48F
40BoomiPre-consent tracking47F
41Domino Data LabPre-consent tracking46F
42CollibraPre-consent tracking45F
43MetabaseCookie consent banner45F
44Palantir FoundryPre-consent tracking44F
45AtlanPre-consent tracking43F
46WorkatoPre-consent tracking43F
47n8nPre-consent tracking39F
48StarburstPre-consent tracking39F

Data / BI privacy: frequently asked questions

Which data / bi tool has the best privacy score?

Databricks currently has the highest privacy score in the Data / BI category: 90/100 (grade A), based on an automated scan of pre-consent tracking, cookie consent behaviour, security headers, privacy policy, and accessibility.

How private are data / bi tools on average?

The 48 Data / BI tools we scanned average 62/100, 1 points above the all-category average of 61/100. 29% fire third-party trackers before user consent.

How are these data / bi privacy rankings calculated?

Each tool's website is scanned with a headless browser. We measure pre-consent tracking requests, whether a Reject All button exists and works, HTTP security headers, privacy policy quality, CCPA/GPC signals, and WCAG accessibility, weighted into a 0-100 score. Scores are technical assessments, not legal certifications.

Rankings in other categories