Dataform vs Lightdash:Which is more popular by branded search?
In August 2026, Lightdash had more branded searches than Dataform among analytics engineering platforms worldwide. Lightdash was estimated to have 9.9K branded searches compared to Dataform’s 6.6K, and held a 50.7% Share of Search versus Dataform’s 33.8%. These are worldwide searches for English-language branded terms.
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Which is more popular in search, Dataform or Lightdash?
Compare the tools used to model data for analysis. 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 Lightdash, Dataform. The figures are in the table below the chart.
View monthly share of search table
| Month | Lightdash | Dataform | SQLMesh | Coalesce | dbt |
|---|---|---|---|---|---|
| Oct 2025 | 30.7% | 37.7% | 30.7% | 0.98% | — |
| Nov 2025 | 38.9% | 38.9% | 21.2% | 1% | — |
| Dec 2025 | 38.9% | 38.9% | 21.2% | 1% | — |
| Jan 2026 | 35.7% | 43.8% | 19.4% | 1.1% | — |
| Feb 2026 | 40.6% | 40.6% | 18% | 0.85% | — |
| Mar 2026 | 43.8% | 35.8% | 19.5% | 0.93% | — |
| Apr 2026 | 48.8% | 32.6% | 17.8% | 0.84% | — |
| May 2026 | 43.9% | 35.7% | 19.5% | 0.92% | — |
| Jun 2026 | 43.9% | 35.8% | 19.5% | 0.76% | — |
| Jul 2026 | 45.7% | 37.2% | 16.3% | 0.79% | — |
| Aug 2026 | 50.7% | 33.8% | 14.9% | 0.56% | — |
| Sep 2026 | — | — | — | — | — |
How has the Dataform and Lightdash comparison changed over the last 12 months?
3 findings
- The lead changed hands once in the 11 months ending August 2026: Lightdash took it in March 2026.
- Across the 11 months ending August 2026, Dataform’s estimated Share of Search among analytics engineering platforms worldwide moved from 37.7% to 33.8%, and its estimated monthly branded searches moved from 8.1K to 6.6K.
- Across the 11 months ending August 2026, Lightdash’s estimated Share of Search among analytics engineering platforms worldwide moved from 30.7% to 50.7%, and its estimated monthly branded searches moved from 6.6K to 9.9K.
How did search popularity change for analytics engineering platforms worldwide in August 2026?
2 changes

In August 2026, Lightdash gained estimated Share of Search among analytics engineering platforms worldwide, from 45.7% to 50.7%.
In August 2026, Dataform lost estimated Share of Search among analytics engineering platforms worldwide, from 37.2% to 33.8%.
How each brand is measured
Brandwave collects information about searches that people make online using Dataform’s and Lightdash’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.