Signals lens

Data Engineers signals

Name: Data Engineers signals
Creator: PeerPush
License: https://peerpush.com/terms

How AI assistants, crawlers, and humans are discovering products built for Data Engineers on PeerPush. Updated daily.

Browse all Data Engineers products

Search demand

How often on-site searches surfaced Data Engineers products in the top results.

5+ people's searches surfaced Data Engineers products this week

New-entrant attention

How much discovery attention fresh launches are winning in Data Engineers. Last 7 days.

29.9% of Data Engineers discovery attention goes to newcomers

Fresh launches make up 11.1% of the products winning discovery attention in the last 7 days.

Switcher pressure

How much alternative-shopping demand is flowing toward what Data Engineers products challenge. Last 7 days.

Moderate

A steady stream of people are weighing the incumbents this space goes up against.

What this is for

The use-case mix across Data Engineers products - what this space is built to do.

Pricing mix

How Data Engineers products are priced. Helps buyers know what to expect.

Free46.7%
Freemium33.3%
One-time13.3%
Paid6.7%

Platform availability

Where Data Engineers products are available - Web, Mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across Data Engineers products. Last 7 days.

62 / 100

consolidated

FragmentedConsolidated

Data Engineers is consolidated - a few products command most of the attention.

Herfindahl index: 841.7 / 10,000

Device mix

How Data Engineers gets discovered: desktop vs mobile. Last 7 days.

Desktop89.9%
Laptops and desktops
Mobile10.1%
Phones and tablets

Explore the whole marketEvery category, audience, platform, and AI engine on one page.

Explore the catalog by lens

Jump into the catalog by what products do, who they serve, and where they run.

Use cases

Browse the products behind the use cases AI is asked about most.

Browse all use cases

Audiences

Browse the products built for the audiences AI surfaces most.

Browse all audiences

Platforms

Browse products by where they run: web, mobile, CLI, MCP.

Frequently asked questions

It shows how AI assistants, crawlers, and humans are discovering products in Data Engineers on PeerPush, including rising challengers and which AI engines are most active in this space.

Momentum is measured by week-over-week growth in detail views, clicks, AI agent results, and new product launches for products in Data Engineers; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

The Data Engineers signals refresh on a rolling schedule, with short windows recomputed every few minutes and longer windows on slower cycles.

Yes. The Data Engineers signals are free to view on the public tier, with deeper history and detail available on Pro.

How we count AI traffic

What “AI Surface Area” combines, how we treat redaction, and why we don't show absolute counts until volume crosses a floor.