Streaming platforms · November 2026 Edition
Confluent Cloud vs Amazon Kinesis Data Streams
Nine of fourteen models named Confluent Cloud first on the direct prompt; zero named Amazon Kinesis Data Streams. Both were named by all fourteen models and Confluent Cloud carries 55 labels and Amazon Kinesis Data Streams 43, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
First-choice share47%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%26%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#8A position in a field of 12; printed, not drawn.
Labels5543A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Confluent Cloud reading right to left. Rank and label count are printed, not drawn.Redpanda was named alongside these two in nine of the fourteen direct answers. Confluent Cloud vs Redpanda · Confluent Cloud vs Apache Kafka · Confluent Cloud vs Google Cloud Pub/Sub
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the streaming platforms page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Confluent CloudFirst choices, of fourteen modelsAmazon Kinesis Data Streams
Direct90
Paraphrase120
Comparative10
Budget-constrained102 against Confluent Cloud · 1 against Amazon Kinesis Data Streams
Scale-constrained522 against Amazon Kinesis Data Streams
Negative103 against Confluent Cloud · 8 against Amazon Kinesis Data Streams
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, Confluent Cloud and Amazon Kinesis Data Streams were named in the same answer ninety times, of the 180 answers naming Confluent Cloud and the 119 naming Amazon Kinesis Data Streams. In those answers Amazon Kinesis Data Streams took the first choice three times and Confluent Cloud thirty-four.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Confluent Cloud and Amazon Kinesis Data Streams stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | ||
| Grok 4.20 | | | | | | |
| Mistral Small | | |||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | | |
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | | | | | |
| Muse Glimmer 30B | | | | | |
Confluent Cloud Amazon Kinesis Data Streams first choice named as an alternative argued againstblank: not namedEach cell is one answer, Confluent Cloud on the left and Amazon Kinesis Data Streams on the right.The direct prompt
The plain question, one answer per model, grouped by where Confluent Cloud and Amazon Kinesis Data Streams stood in it.
Confluent Cloud first, Amazon Kinesis Data Streams an alternative
9 of 14 modelsAmazon Kinesis Data Streams was named in the answer but not as the choice, or not at all.GPT-5.4 miniConfluent Cloud alternatives: Apache Kafka, Redpanda
Gemini 3.5 FlashConfluent Cloud alternatives: AWS EventBridge, Aiven for Apache Kafka, Amazon Kinesis Data Streams, Google Cloud Pub/Sub, Redpanda, Upstash Kafka
Perplexity SonarConfluent Cloud alternatives: Amazon Kinesis Data Streams, Azure Event Hubs, Bizzabo, Estuary, Redpanda
Grok 4.20Confluent Cloud alternatives: Amazon MSK, Azure Event Hubs, Google Cloud Pub/Sub, Redpanda
DeepSeek V4 FlashConfluent Cloud alternatives: Aiven for Apache Kafka, Amazon MSK, Redpanda
Qwen 3.7 FlashConfluent Cloud alternatives: Amazon Kinesis Data Streams, Amazon MSK, Azure Event Hubs, Google Cloud Pub/Sub
GLM 4.7 FlashXConfluent Cloud alternatives: Amazon MSK, Apache Pulsar, Google Cloud Pub/Sub
GPT-6 LunaConfluent Cloud alternatives: Amazon MSK, Redpanda
Muse Glimmer 30BConfluent Cloud alternatives: Redpanda
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Apache Kafka alternatives: Aiven for Apache Kafka, Amazon Kinesis Data Streams, Confluent Cloud
Kimi K2Demio alternatives: Confluent Cloud, Contrast, Goldcast, Livestorm, Redpanda
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Mistral SmallAiven for Apache Kafka, Redpanda alternatives: Airmeet, Livestorm, Sequel
Llama 4 MaverickAirmeet alternatives: Goldcast, Livestorm
MiniMax M2.5Bizzabo alternatives: Livestorm, ON24
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Confluent Cloud leads by twenty-three points.
Confluent Cloud28%#1 of 13Amazon Kinesis Data Streams5%#4 of 13Mid-marketThe figures above
Confluent Cloud leads by forty-three points.
Confluent Cloud47%#1 of 12Amazon Kinesis Data Streams3%#8 of 12Enterprise
Confluent Cloud leads by sixty-four points.
Confluent Cloud66%#1 of 9Amazon Kinesis Data Streams2%#5 of 9What the models said about Confluent Cloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid managed cloud services (AWS Kinesis, Azure Event Hubs, Confluent Cloud) if budget is tight” Kimi K2 · budget prompt · hard negative
“What to Avoid on a Tight Budget - Fully managed cloud services like Confluent Cloud” Grok 4.20 · budget prompt · hard negative
“Apache Kafka (and its managed services like Confluent) ... steep learning curve and can become very expensive” Mistral Small · negative prompt · soft negative
“Confluent Cloud: Full-featured, enterprise Kafka standard, rich managed connector library, strong governance (highest software cost, low ops burden).” Gemini 3.5 Flash · scale prompt · first choice
“Primary choice: Confluent Cloud – it offers the best combination of ease of use, ecosystem richness, and enterprise‑grade support.” GLM 4.7 FlashX · direct prompt · first choice
“I'd usually recommend Confluent Cloud if you want the best mix of ease of use, Kafka compatibility, and mature managed features.” GPT-5.4 mini · paraphrase prompt · first choice
What the models said about Amazon Kinesis Data Streams
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid or rethink Kinesis (legacy API) and Pub/Sub if you need long‑term replay or durable event logs.” GLM 4.7 FlashX · negative prompt · hard negative
“Avoid managed cloud services (AWS Kinesis, Azure Event Hubs, Confluent Cloud) if budget is tight” Kimi K2 · budget prompt · hard negative
“internal tech-radar assessments note deprecation” Muse Glimmer 30B · negative prompt · hard negative
“All-in on one hyperscaler with a lean platform team → Native cloud service Kinesis, Event Hubs, Pub/Sub.” Muse Glimmer 30B · scale prompt · first choice
“Start with managed Kafka (Confluent Cloud or MSK) for 6-12 months to validate use cases” GLM 4.7 FlashX · scale prompt · first choice
“AWS-native workloads | Amazon Kinesis | Natural fit when applications, security, and operations already center on AWS.” Perplexity Sonar · direct prompt · alternative
Also compared
Confluent Cloud vs RedpandaConfluent Cloud vs Apache KafkaConfluent Cloud vs Google Cloud Pub/SubConfluent Cloud vs NATS JetStreamConfluent Cloud vs Amazon MSKConfluent Cloud vs Aiven for Apache KafkaRedpanda vs Amazon Kinesis Data StreamsApache Kafka vs Amazon Kinesis Data StreamsGoogle Cloud Pub/Sub vs Amazon Kinesis Data StreamsNATS JetStream vs Amazon Kinesis Data StreamsAmazon MSK vs Amazon Kinesis Data StreamsAiven for Apache Kafka vs Amazon Kinesis Data StreamsAll twenty-eight head-to-head pages and the full streaming standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.