Amazon · 1 category · RankedAmazon DynamoDB
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| NoSQL databases | Data platform | 11% | 2 of 72 | 14% | 51 | accepted challenger |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 1 | 0 | 4 |
| GPT-5.4 mini | 0 | 3 | 0 | 1 | 4 |
| Gemini 3.5 Flash | 1 | 3 | 1 | 1 | 6 |
| Perplexity Sonar | 0 | 3 | 0 | 1 | 4 |
| Grok 4.1 Fast | 2 | 2 | 1 | 1 | 6 |
| Mistral Small | 1 | 1 | 1 | 1 | 4 |
| DeepSeek V4 Flash | 0 | 3 | 1 | 1 | 5 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 3 | 1 | 1 | 5 |
| Kimi K2 | 0 | 4 | 0 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 2 | 1 | 0 | 3 |
| MiniMax M2.5 | 1 | 2 | 2 | 0 | 5 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Amazon DynamoDB - a fully managed, serverless NoSQL database with limitless scalability and single-digit millisecond latency performance.” Llama 4 Maverick · NoSQL · paraphrase prompt · first choice
“managed NoSQL databases like MongoDB Atlas, Amazon DynamoDB, or Azure Cosmos DB are often good choices” MiniMax M2.5 · NoSQL · scale prompt · first choice
“If your infrastructure is already on AWS, this is often the most cost-effective choice.” Gemini 3.5 Flash · NoSQL · budget prompt · first choice
“Popular for your size: Cloud-managed like Atlas/DynamoDB for low ops overhead.” Grok 4.1 Fast · NoSQL · scale prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid: Proprietary/managed-only like DynamoDB (pay-per-use adds up) unless on free tier.” Grok 4.1 Fast · NoSQL · budget prompt · hard negative
“Avoid DynamoDB — it's the cost trap for budget-minded teams.” DeepSeek V4 Flash · NoSQL · budget prompt · hard negative
“Eventually consistent multi-region systems — including common deployment modes of DynamoDB global tables... you need to be very comfortable with replication lag and conflict resolution behavior.” GPT-5.4 mini · NoSQL · negative prompt · soft negative
“it is highly unforgiving of poor design ... will cause your AWS bill to skyrocket overnight” Gemini 3.5 Flash · NoSQL · negative prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 107 of the 162 answers that named Amazon DynamoDB and are not a share of its labels.
Domains cited
368 of the 368 domain citations in answers naming Amazon DynamoDB came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as Amazon DynamoDB
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