Application performance monitoring · October 2026 Edition
Datadog APM vs Elastic APM
Five of fourteen models named Datadog APM first on the direct prompt; zero named Elastic APM. Both were named by all fourteen models and Datadog APM carries 68 labels and Elastic APM 28, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share20%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate29%11%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#5A position in a field of 12; printed, not drawn.
Labels6828A 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 ten of the fourteen direct answers. New Relic vs Datadog APM · New Relic vs Elastic APM · Datadog APM vs SigNoz
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 modelsElastic APM
Direct502 against Datadog APM
Paraphrase402 against Datadog APM
Comparative50
Budget-constrained023 against Datadog APM
Scale-constrained201 against Datadog APM
Negative0012 against Datadog APM · 3 against Elastic APM
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 October 2026 Edition, Datadog APM and Elastic APM were named in the same answer fifty times, of the 208 answers naming Datadog APM and the 59 naming Elastic APM. In those answers Elastic APM took the first choice two times and Datadog APM nine.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Datadog APM and Elastic APM 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 4.1 Fast | | | | | ||
| 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 Elastic APM first choice named as an alternative argued againstblank: not namedEach cell is one answer, Datadog APM on the left and Elastic APM on the right.The direct prompt
The plain question, one answer per model, grouped by where Datadog APM and Elastic APM stood in it.
Datadog APM first, Elastic APM not the choice
5 of 14 modelsElastic APM was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Datadog APM alternatives: New Relic, Site24x7, SolarWinds Observability
Perplexity SonarDatadog APM alternatives: AppDynamics, Dynatrace, ManageEngine Applications Manager
Grok 4.1 FastDatadog APM alternatives: IBM Instana, New Relic
GPT-6 LunaDatadog APM alternatives: New Relic
Muse Glimmer 30BDatadog APM, IBM Instana, New Relic alternatives: AppDynamics, Site24x7
Neither was the first choice, one was named
5 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
DeepSeek V4 FlashNew Relic alternatives: Datadog APM, IBM Instana, Site24x7
Kimi K2New Relic alternatives: Datadog APM, IBM Instana, Site24x7
GLM 4.7 FlashXSite24x7 alternatives: Datadog APM, IBM Instana
MiniMax M2.5New Relic alternatives: Datadog APM
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.Gemini 3.5 FlashNew Relic alternatives: Grafana Cloud, Sentry
Mistral SmallIBM Instana alternatives: AppDynamics, Site24x7, Stackify Retrace
Llama 4 Maverickno first choice alternatives: OpManager Nexus, Stackify Retrace
Qwen 3.7 FlashNew Relic alternatives: SolarWinds Observability
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 two points.
Datadog APM6%#4 of 10Elastic APM5%#5 of 10Mid-marketThe figures above
Datadog APM leads by seventeen points.
Datadog APM20%#2 of 12Elastic APM4%#5 of 12Enterprise
Datadog APM leads by sixteen points.
Datadog APM16%#2 of 9Elastic APM0%#8 of 9What 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 seven in this category shown.
“tools and vendors you should be cautious about or potentially avoid... 1. Datadog - Most Common Complaint ... Unpredictable pricing” Kimi K2 · negative prompt · hard negative
“Avoid on a limited budget unless you need the premium features: Datadog, since it's typically the easiest to overspend on” GPT-5.4 mini · budget prompt · hard negative
“Avoid: - Datadog if you have budget sensitivity or Kubernetes at scale.” DeepSeek V4 Flash · negative prompt · hard negative
“I'd recommend Datadog APM if you want the strongest overall balance of observability, integrations, and scalability” Perplexity Sonar · paraphrase prompt · first choice
“Datadog is widely regarded as the industry standard for modern, cloud-native microservices environments.” Gemini 3.5 Flash · comparative prompt · first choice
“Datadog or New Relic - they scale well, have strong support, and are popular in the mid-market” MiniMax M2.5 · scale prompt · first choice
What the models said about Elastic APM
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“requires managing Elasticsearch clusters and APM servers... can add noticeable memory overhead” Claude Haiku 4.5 · negative prompt · soft negative
“often a "caution" recommendation for teams that lack dedicated DevOps staff” GLM 4.7 FlashX · negative prompt · soft negative
“it can be resource-intensive and may require significant tuning” Mistral Small · negative prompt · soft negative
“Elastic APM is usually the best APM tool for a company with a limited budget” GPT-5.4 mini · budget prompt · first choice
“such as OpenObserve, Grafana Stack, or Elastic APM” Llama 4 Maverick · budget prompt · first choice
“Elastic APM is great for small to medium-sized companies and provides a budget-friendly yet capable APM solution” Claude Haiku 4.5 · paraphrase prompt · alternative
Also compared
New Relic vs Datadog APMNew Relic vs Elastic APMDatadog APM vs SigNozDatadog APM vs Site24x7Datadog APM vs IBM InstanaDatadog APM vs Grafana CloudDatadog APM vs HoneycombSigNoz vs Elastic APMSite24x7 vs Elastic APMElastic APM vs IBM InstanaElastic APM vs Grafana CloudElastic APM vs HoneycombAll twenty-eight head-to-head pages and the full APM 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.