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Application performance monitoring · November 2026 Edition

Datadog APM vs Dynatrace

Five of fourteen models named Datadog APM first on the direct prompt; one named Dynatrace. Both were named by all fourteen models and Datadog APM carries 73 labels and Dynatrace 52, so the shares are not directly comparable.

Datadog APM

criticized challenger

Named in one category this edition.

Dynatrace

criticized challenger

Named in fifteen categories this edition.

First-choice share18%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate26%38%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#5A position in a field of 14; printed, not drawn.
Labels7352A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Datadog APM reading right to left. Rank and label count are printed, not drawn.New Relic was named alongside these two in twelve of the fourteen direct answers. New Relic vs Datadog APM · New Relic vs Dynatrace · Datadog APM vs Grafana Cloud

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 application performance monitoring page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Datadog APMFirst choices, of fourteen modelsDynatrace
Direct511 against Datadog APM · 5 against Dynatrace
Paraphrase306 against Dynatrace
Comparative94
Budget-constrained005 against Datadog APM · 2 against Dynatrace
Scale-constrained111 against Datadog APM
Negative0012 against Datadog APM · 7 against Dynatrace
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, Datadog APM and Dynatrace were named in the same answer 158 times, of the 219 answers naming Datadog APM and the 779 naming Dynatrace. In those answers Dynatrace took the first choice thirty-six times and Datadog APM sixteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Datadog APM and Dynatrace stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Datadog APM Dynatrace first choice named as an alternative argued againstblank: not namedEach cell is one answer, Datadog APM on the left and Dynatrace on the right.

The direct prompt

The plain question, one answer per model, grouped by where Datadog APM and Dynatrace stood in it.

Both were the first choice

1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.
Llama 4 MaverickDatadog APM, Dynatrace, New Relic

Datadog APM first, Dynatrace not the choice

4 of 14 modelsDynatrace was named in the answer but not as the choice, or not at all.
Perplexity SonarDatadog APM alternatives: ManageEngine Applications Manager, New Relic, Sentry
Grok 4.20Datadog APM alternatives: New Relic
MiniMax M2.5Datadog APM alternatives: AppDynamics, AppSignal
Muse Glimmer 30BDatadog APM, New Relic alternatives: IBM Instana, OpManager Nexus

Neither was the first choice, one was named

7 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniNew Relic alternatives: Datadog APM, Dynatrace
Gemini 3.5 FlashNew Relic alternatives: Datadog APM, Grafana Cloud, Honeycomb, Sentry, SigNoz
Mistral SmallNew Relic alternatives: Datadog APM, SigNoz
DeepSeek V4 FlashNew Relic alternatives: AppSignal, Datadog APM, Dynatrace, ManageEngine Applications Manager
Qwen 3.7 FlashNew Relic alternatives: Datadog APM, Grafana Cloud
GLM 4.7 FlashXManageEngine Applications Manager alternatives: AppSignal, Datadog APM, New Relic, SolarWinds Observability
GPT-6 LunaNew Relic alternatives: Datadog APM, Grafana Cloud

Neither was named

2 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
Kimi K2New Relic alternatives: Atatus, ManageEngine Applications Manager, Site24x7

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
Datadog APM leads by six points.
Datadog APM6%#4 of 14
Dynatrace0%#14 of 14
The full small business standing →
Mid-marketThe figures above
Datadog APM leads by fourteen points.
Datadog APM18%#2 of 14
Dynatrace4%#5 of 14
The full mid-market standing →
Enterprise
The order flips: Dynatrace leads at enterprise.
Dynatrace55%#1 of 10
Datadog APM15%#2 of 10
The full enterprise standing →

What the models said about Datadog APM

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.

“Powerful, but dangerous for anyone without deep pockets or rigorous cost monitoring. Avoid if you're a startup or mid-sized company.” DeepSeek V4 Flash · negative prompt · hard negative
“pricing (per-host + usage-based) can explode with scale... many teams end up overpaying or switching after 1–2 years.” Grok 4.20 · negative prompt · hard negative
“Several models suggest being cautious about or potentially avoiding Datadog APM.” Mistral Small · negative prompt · hard negative
“Datadog - offers the best balance of features, pricing flexibility, and ecosystem integrations that mid-market companies typically need.” MiniMax M2.5 · direct prompt · first choice
“Datadog: Best for cloud-native, fast-growing teams with budget who want breadth of integrations and real-time dashboards/analytics.” Muse Glimmer 30B · direct prompt · first choice
“widely considered the gold standard for DevOps teams who need to correlate app errors with server CPU spikes instantly” Qwen 3.7 Flash · comparative prompt · first choice

What the models said about Dynatrace

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.

“Often recommended to be avoided unless you are a large enterprise with a dedicated SRE team.” Mistral Small · negative prompt · hard negative
Also compared

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.