Apache Spark is named by AI engines in 14 questions across 6 segments.
Where it is named
| Question | Avg position | Named in | Engines |
|---|---|---|---|
| What are the top 10 tools for big data analytics? Product Analytics | #1.5 ±0.6 | 4 of 5 answers | ChatGPT, AI Overview, Gemini, Perplexity |
| What are the top 10 tools for big data analytics? Analytics Engineering | #1.6 ±1.3 | 16 of 18 answers | ChatGPT, AI Overview, Gemini, Perplexity, Copilot |
| What are the top 10 big data tools? Product Analytics | #2.0 ±0.8 | 4 of 5 answers | ChatGPT, AI Overview, Gemini, Perplexity |
| What are the best tools for data engineering? Data Science | #5.3 ±2.7 | 14 of 15 answers | ChatGPT, AI Overview, Gemini, Perplexity, Copilot |
| What tools should a data engineer know? Data Privacy | #6.1 ±3.9 | 10 of 10 answers | ChatGPT, AI Overview, Gemini, Perplexity, Copilot |
| Which tool is best for data science? Data Science | #6.5 ±3.0 | 8 of 13 answers | ChatGPT, AI Overview, Gemini, Copilot |
| What are some modern data analytical tools? Analytics Engineering | #6.5 ±3.7 | 6 of 8 answers | ChatGPT, AI Overview, Gemini, Perplexity, Copilot |
| Who are the most influential voices on Database internals & query engines? Database Internals | #6.5 ±0.7 | 2 of 2 answers | AI Overview, Copilot |
| What are the best tools for data analytics? People Analytics | #7.3 ±1.4 | 7 of 14 answers | ChatGPT, AI Overview, Gemini, Perplexity, Copilot |
| What are the top Data science & ML engineering tools in 2026? Data Science | #7.3 ±2.2 | 7 of 12 answers | ChatGPT, AI Overview, Gemini, Perplexity, Copilot |
| What are the top 10 data analysis tools? Data Privacy | #7.4 ±2.6 | 5 of 5 answers | ChatGPT, AI Overview, Gemini, Perplexity, Copilot |
| What are the top 10 analytics tools? Enterprise GTM | #7.5 ±0.7 | 2 of 5 answers | AI Overview, Perplexity |
| What are the top 10 analytics tools? People Analytics | #8.0 ±0.8 | 4 of 13 answers | AI Overview, Gemini |
| What are the top 10 analytics tools? Sports Tech | #8.0 ±1.4 | 2 of 7 answers | AI Overview, Copilot |
| What are the top 10 analytics tools? Data Privacy | #8.0 | 1 of 5 answers | AI Overview |
| What are common analytics tools? Sports Tech | #9.0 | 1 of 5 answers | AI Overview |
| Which is better, a data scientist or a ML engineer? Data Science | #9.0 | 1 of 2 answers | AI Overview |
| What is the best analytics tool? Product Analytics | #10.5 ±0.7 | 2 of 12 answers | AI Overview |
| What are the top 5 data analysis tools? Data Privacy | #11.0 | 1 of 5 answers | Copilot |
| What are the top Modern data stack & analytics engineering tools in 2026? Analytics Engineering | #11.5 ±2.1 | 2 of 15 answers | ChatGPT, Copilot |
| What are the best tools for Data science & ML engineering? Data Science | #14.9 ±5.1 | 9 of 13 answers | ChatGPT, AI Overview, Gemini, Perplexity, Copilot |
| What software do quant traders use? Quant Trading | #15.0 | 1 of 15 answers | ChatGPT |
| What are the best tools for Modern data stack & analytics engineering? Analytics Engineering | #16.0 | 1 of 12 answers | Perplexity |
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
- What are the top 10 tools for big data analytics?#1.5 ±0.6
- What are the top 10 tools for big data analytics?#1.6 ±1.3
- What are the top 10 big data tools?#2.0 ±0.8
Weakest
± 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.