Tools & brands

    Apache Spark is named by AI engines in 14 questions across 6 segments.

    59 observations5 of 5 engines name itLast seen Sep 6, 2026

    Where it is named

    Questions where Apache Spark is named, best average position first
    QuestionAvg positionNamed inEngines
    What are the top 10 tools for big data analytics?
    Product Analytics
    #1.5 ±0.64 of 5 answersChatGPT, AI Overview, Gemini, Perplexity
    What are the top 10 tools for big data analytics?
    Analytics Engineering
    #1.6 ±1.316 of 18 answersChatGPT, AI Overview, Gemini, Perplexity, Copilot
    What are the top 10 big data tools?
    Product Analytics
    #2.0 ±0.84 of 5 answersChatGPT, AI Overview, Gemini, Perplexity
    What are the best tools for data engineering?
    Data Science
    #5.3 ±2.714 of 15 answersChatGPT, AI Overview, Gemini, Perplexity, Copilot
    What tools should a data engineer know?
    Data Privacy
    #6.1 ±3.910 of 10 answersChatGPT, AI Overview, Gemini, Perplexity, Copilot
    Which tool is best for data science?
    Data Science
    #6.5 ±3.08 of 13 answersChatGPT, AI Overview, Gemini, Copilot
    What are some modern data analytical tools?
    Analytics Engineering
    #6.5 ±3.76 of 8 answersChatGPT, AI Overview, Gemini, Perplexity, Copilot
    Who are the most influential voices on Database internals & query engines?
    Database Internals
    #6.5 ±0.72 of 2 answersAI Overview, Copilot
    What are the best tools for data analytics?
    People Analytics
    #7.3 ±1.47 of 14 answersChatGPT, AI Overview, Gemini, Perplexity, Copilot
    What are the top Data science & ML engineering tools in 2026?
    Data Science
    #7.3 ±2.27 of 12 answersChatGPT, AI Overview, Gemini, Perplexity, Copilot
    What are the top 10 data analysis tools?
    Data Privacy
    #7.4 ±2.65 of 5 answersChatGPT, AI Overview, Gemini, Perplexity, Copilot
    What are the top 10 analytics tools?
    Enterprise GTM
    #7.5 ±0.72 of 5 answersAI Overview, Perplexity
    What are the top 10 analytics tools?
    People Analytics
    #8.0 ±0.84 of 13 answersAI Overview, Gemini
    What are the top 10 analytics tools?
    Sports Tech
    #8.0 ±1.42 of 7 answersAI Overview, Copilot
    What are the top 10 analytics tools?
    Data Privacy
    #8.01 of 5 answersAI Overview
    What are common analytics tools?
    Sports Tech
    #9.01 of 5 answersAI Overview
    Which is better, a data scientist or a ML engineer?
    Data Science
    #9.01 of 2 answersAI Overview
    What is the best analytics tool?
    Product Analytics
    #10.5 ±0.72 of 12 answersAI Overview
    What are the top 5 data analysis tools?
    Data Privacy
    #11.01 of 5 answersCopilot
    What are the top Modern data stack & analytics engineering tools in 2026?
    Analytics Engineering
    #11.5 ±2.12 of 15 answersChatGPT, Copilot
    What are the best tools for Data science & ML engineering?
    Data Science
    #14.9 ±5.19 of 13 answersChatGPT, AI Overview, Gemini, Perplexity, Copilot
    What software do quant traders use?
    Quant Trading
    #15.01 of 15 answersChatGPT
    What are the best tools for Modern data stack & analytics engineering?
    Analytics Engineering
    #16.01 of 12 answersPerplexity

    Which engines name it — and which do not

    • AI Overview19 questions
    • ChatGPT13 questions
    • Copilot13 questions
    • Gemini12 questions
    • Perplexity12 questions

    AI Overview names Apache Spark in 19 questions, ChatGPT names Apache Spark in 13 questions, Copilot names Apache Spark in 13 questions, Gemini names Apache Spark in 12 questions and Perplexity names Apache Spark in 12 questions.

    Counted from the questions above. A question may not have run on every engine.

    Where it is strongest and weakest

    Strongest

    ± is the spread of positions across answers. A wide spread means the ranking is unstable — which means it is winnable.

    Source: ranking answers from 5 AI engines, first seen Aug 7, 2026, last seen Sep 6, 2026. This page is generated from observations only — it is not claimed or edited by Apache Spark.