MLflow vs Neptune:Which is more popular by branded search?
In August 2026, MLflow had more branded searches than Neptune among MLOps platforms worldwide. MLflow was estimated to have 49.5K branded searches compared to Neptune’s 1.3K, and held a 43.9% Share of Search versus Neptune’s 1.2%. These are worldwide searches for English-language branded terms.
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Which is more popular in search, MLflow or Neptune?
Compare the platforms used to run machine learning in production. Branded searches tell you how often people look for a brand by name or related terms. Comparing these searches across competitors helps you see how popular each brand is over time.
Share of Search by month for MLflow, Neptune. The figures are in the table below the chart.
View monthly share of search table
| Month | Weights & Biases | MLflow | Kubeflow | Neptune | Comet |
|---|---|---|---|---|---|
| Oct 2025 | 48.7% | 37% | 11.1% | 1.5% | 1.8% |
| Nov 2025 | 48.9% | 37% | 11.1% | 1.5% | 1.5% |
| Dec 2025 | 49.3% | 32% | 9.6% | 7.8% | 1.2% |
| Jan 2026 | 52.3% | 34% | 10.2% | 2% | 1.6% |
| Feb 2026 | 48.7% | 37% | 11.1% | 1.8% | 1.4% |
| Mar 2026 | 48.7% | 37% | 11.1% | 1.8% | 1.5% |
| Apr 2026 | 54.1% | 35.1% | 8.6% | 1.1% | 1.1% |
| May 2026 | 54% | 35.1% | 8.6% | 1.1% | 1.1% |
| Jun 2026 | 50.1% | 38.1% | 9.3% | 1.5% | 1% |
| Jul 2026 | 45.4% | 42.1% | 10.3% | 1.1% | 1.1% |
| Aug 2026 | 45.3% | 43.9% | 8.8% | 1.2% | 0.89% |
| Sep 2026 | — | — | — | — | — |
How has the MLflow and Neptune comparison changed over the last 12 months?
3 findings
- MLflow was ahead of Neptune in every measured month of the 11 months ending August 2026.
- Across the 11 months ending August 2026, MLflow’s estimated Share of Search among MLOps platforms worldwide moved from 37% to 43.9%, and its estimated monthly branded searches moved from 60.5K to 49.5K.
- Across the 11 months ending August 2026, Neptune’s estimated Share of Search among MLOps platforms worldwide moved from 1.5% to 1.2%, and its estimated monthly branded searches moved from 2.4K to 1.3K.
How did search popularity change for MLOps platforms worldwide in August 2026?
2 changes
In August 2026, MLflow gained estimated Share of Search among MLOps platforms worldwide, from 42.1% to 43.9%.
In August 2026, Neptune rose from 5th to 4th among MLOps platforms worldwide.
How each brand is measured
Brandwave collects information about searches that people make online using MLflow’s and Neptune’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.
Put your own brand in this comparison
Brandwave tracks your branded demand next to the rival you actually watch, with your campaigns, spend and outcomes on the same timeline.