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Azure Stream Analytics vs Materialize:Which is more popular?

In September 2026, Azure Stream Analytics had more branded searches than Materialize among streaming analytics platforms worldwide. Azure Stream Analytics had about 720 branded searches, while Materialize had 20. Azure Stream Analytics made up 2% of all streaming analytics platform searches we track, and Materialize accounted for 0.06%. When we asked ChatGPT and Google AI Overviews about streaming analytics platforms, Azure Stream Analytics appeared in three of the five answers and Materialize in one. Azure Stream Analytics was mentioned before Materialize in every answer that named either.

Among streaming analytics platforms worldwide in September 2026

Who do people search for more?

Azure Stream Analytics, about 36 searches for every 1 for Materialize

Azure Stream Analytics 720 searchesMaterialize 20 searches

Who does AI mention more?

Azure Stream Analytics, mentioned in 3 of 5 answers, Materialize in 1

Azure Stream Analytics in 3 of 5Materialize in 1 of 5

Who does AI recommend more?

Azure Stream Analytics, named ahead of Materialize in 3 of 3 answers

Azure Stream Analytics first in 3Materialize never first

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Top streaming analytics platforms in ChatGPT and Google AI Overviews

In three ChatGPT questions and two Google AI Overviews, Azure Stream Analytics was mentioned in three out of five: in two of the three ChatGPT answers and in one of the two Google AI Overviews. Materialize was mentioned in one out of five: in one of the three ChatGPT answers, but not in either of the two Google AI Overviews. Azure Stream Analytics was listed before Materialize in every answer that named either.

Most recommended by AI

Brands get a higher ranking if they are mentioned earlier in the answers.

  1. Confluent1st
  2. Apache Flink2nd
  3. Amazon Kinesis3rd
  4. Azure Stream Analytics4th
  5. Google Cloud Dataflow5th
  6. Redpanda6th
  7. RisingWave7th
  8. Materialize8th

Mentioned by AI

Each dot is one answer, filled in when that answer mentions the brand.

  • Apache Flink5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Confluent5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Amazon Kinesis4 of 5Named in 2 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Azure Stream Analytics3 of 5Named in 2 of 3 ChatGPT answersNamed in 1 of 2 Google answers
  • Google Cloud Dataflow2 of 5Named in 1 of 3 ChatGPT answersNamed in 1 of 2 Google answers
  • Redpanda2 of 5Named in 1 of 3 ChatGPT answersNamed in 1 of 2 Google answers
  • RisingWave1 of 5Named in 1 of 3 ChatGPT answersNamed in 0 of 2 Google answers
  • Materialize1 of 5Named in 1 of 3 ChatGPT answersNamed in 0 of 2 Google answers

See every answer about streaming analytics platforms

5 answers

Brands are shown in the order each answer named them. The survey took place in the United States on October 21, 2026.

Is Azure Stream Analytics or Materialize more popular in search?

This chart shows how often people search Google for Azure Stream Analytics and Materialize by name. Each line represents a brand's share of searches for all eight streaming analytics platforms we track, month by month, from English-language searches worldwide.

Azure Stream Analytics and Materialize among streaming analytics platforms worldwide, by month

Share of searches by month for Azure Stream Analytics, Materialize. The figures are in the table below the chart.

View monthly share of searches table
MonthApache FlinkAmazon KinesisRisingWaveGoogle Cloud DataflowRedpandaAzure Stream AnalyticsConfluentMaterialize
Oct 202550.5%30.7%8.2%3.5%1.9%4.5%0.61%0.07%
Nov 202548.6%29.6%9.6%5.3%2.2%4.2%0.46%0.07%
Dec 202548.7%29.6%9.7%4.3%2.4%4.3%1%0.05%
Jan 202649.5%30.1%9.8%4.2%2.2%3.6%0.58%0.07%
Feb 202652.5%26%8.5%6.9%2.4%3.1%0.54%0.07%
Mar 202648.5%29.5%9.6%5.2%2.8%3.5%0.66%0.07%
Apr 202648.3%29.4%11.8%4.3%2.7%2.7%0.83%0.08%
May 202647.4%26.7%11.5%7.6%2.6%3.4%0.6%0.05%
Jun 202647%26.5%11.4%9.4%2.6%2.6%0.44%0.05%
Jul 202642.2%30.8%12.6%8.3%2.9%2.9%0.4%0.03%
Aug 202642.9%26.1%15.7%8.4%3.8%2.6%0.46%0.06%
Sep 202651.2%25.4%12.4%5.4%2.8%2%0.65%0.06%

How has the Azure Stream Analytics and Materialize comparison changed over the last 12 months?

3 findings

How did search popularity change for streaming analytics platforms worldwide in September 2026?

2 changes

  1. In September 2026, Azure Stream Analytics lost share of searches among streaming analytics platforms worldwide, from 2.6% to 2%.

  2. Estimated monthly branded searches for Materialize worldwide fell 50% over 12 measured months, from 40 to 20 in September 2026.

How are branded searches counted?

2 search terms

Brandwave collects information about searches that people make online using Azure Stream Analytics’ and Materialize’s names. When viewed over time, estimated search volumes for these branded terms can be used to understand whether interest in the brands is growing, holding steady, or fading.

Azure Stream Analytics

1 branded search term

  • azure stream analytics

Materialize

1 branded search term

  • materialize streaming

How the Brand Demand Index is measured

Other head-to-heads among streaming analytics platforms

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