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Best Data & Analytics

Analytics platforms range from BI dashboards to full data warehousing and ML pipelines. Key differentiators: data source connectors, query performance, and self-serve capabilities.

Buyer TipEvaluate whether your team needs a no-code BI tool or a SQL-first platform.

44 vendors ranked in Data & Analytics

Updated monthly · Independent editorial scores

Our RankingPeople's Choice
  1. #1
    Tableau
    Elite🏆 Editor's Choice 2026
    92/100

    Tableau turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  2. #2
    SalaryOptics
    Claimed✅ Top Rated
    92/100

    Free salary data and cost of living intelligence platform powered by BLS, O*NET, and H-1B disclosures. Covers 343+ job titles across 245+ US cities.

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  3. #3
    Power BI
    Elite✅ Top Rated
    91.4/100

    Power BI turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  4. #4
    Looker
    Elite✅ Top Rated
    90.9/100

    Looker turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  5. #5
    Snowflake
    Elite✅ Top Rated
    90.3/100

    Snowflake turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  6. #6
    Databricks
    Elite
    89.7/100

    Databricks turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  7. #7
    Qlik
    Elite
    89.2/100

    Qlik turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  8. #8
    Sisense
    Elite
    88.6/100

    Sisense turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  9. #9
    Domo
    Elite
    88.1/100

    Domo turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  10. #10
    ThoughtSpot
    Premium
    87.5/100

    ThoughtSpot turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  11. #11
    Mode
    Premium
    86.9/100

    Mode turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  12. #12
    Metabase
    Premium
    86.4/100

    Metabase turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  13. #13
    Amplitude
    Premium
    85.8/100

    Amplitude turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  14. #14
    Mixpanel
    Premium
    85.2/100

    Mixpanel turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  15. #15
    Heap
    Premium
    84.7/100

    Heap turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  16. #16
    Segment
    Premium
    84.1/100

    Segment turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  17. #17
    Fivetran
    Premium
    83.5/100

    Fivetran turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  18. #18
    dbt Labs
    Premium
    83/100

    dbt Labs turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  19. #19
    Retool
    Premier
    83/100

    Low-code platform for building internal tools and dashboards on top of databases and APIs.

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  20. #20
    Airbyte
    Premium
    82.4/100

    Airbyte turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  21. #21
    Monte Carlo
    Premier
    82/100

    Data observability platform for detecting and preventing data quality incidents in pipelines.

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  22. #22
    Hightouch
    Premium
    81.8/100

    Hightouch turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  23. #23
    Census
    Premium
    81.3/100

    Census turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  24. #24
    Rudderstack
    Premier
    81/100

    Open-source customer data platform for event streaming and warehouse-native analytics.

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  25. #25
    Hex
    Premium
    80.7/100

    Hex turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  26. #26
    Preset
    Premium
    80.2/100

    Preset turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  27. #27
    Holistics
    Standard
    79.6/100

    Holistics turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  28. #28
    GoodData
    Standard
    79/100

    GoodData turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  29. #29
    Yellowfin
    Standard
    78.5/100

    Yellowfin turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  30. #30
    Zoho Analytics
    Standard
    77.9/100

    Zoho Analytics turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  31. #31
    Cluvio
    Standard
    77.3/100

    Cluvio turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  32. #32
    Klipfolio
    Standard
    76.8/100

    Klipfolio turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  33. #33
    Geckoboard
    Standard
    76.2/100

    Geckoboard turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  34. #34
    Databox
    Standard
    75.6/100

    Databox turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  35. #35
    Grow
    Standard
    75.1/100

    Grow turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  36. #36
    Improvado
    Standard
    74.5/100

    Improvado turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  37. #37
    Funnel
    Standard
    73.9/100

    Funnel turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  38. #38
    Supermetrics
    Standard
    73.4/100

    Supermetrics turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  39. #39
    Stitch
    Standard
    72.8/100

    Stitch turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  40. #40
    Matillion
    Standard
    72.3/100

    Matillion turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  41. #41
    Rivery
    Standard
    71.7/100

    Rivery turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  42. #42
    Keboola
    Standard
    71.1/100

    Keboola turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  43. #43
    Y42
    Standard
    70.6/100

    Y42 turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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  44. #44
    Dataform
    Standard
    70/100

    Dataform turns raw data into decision-ready insight. Scored on connector breadth, query performance, and self-serve capability.

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