Data & Infrastructure signals

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

Search demand

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

100+ people's searches surfaced Data & Infrastructure products this week

+20%in distinct searchers vs last week

New-entrant attention

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

4% of Data & Infrastructure discovery attention goes to newcomers

Fresh launches make up 1.6% of the products winning discovery attention in the last 7 days.

Switcher pressure

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

Heavy

Heavy alternative-shopping demand - many people are actively researching incumbents here.

Who this serves

The audience mix across Data & Infrastructure products - which audiences this space serves most.

Pricing mix

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

Freemium33.8%
Subscription26%
Free23.2%
Paid10.9%
One-time6.1%

Platform availability

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

Market concentration

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

18 / 100

competitive

FragmentedConsolidated

Data & Infrastructure is competitive - attention is shared across a broad field with a few pulling ahead.

Herfindahl index: 31.4 / 10,000

AI engines discovering Data & Infrastructure

Top 5

The AI engines most active on Data & Infrastructure products, led by ByteDance. Last 7 days.

ByteDance
42.2% share
ChatGPT
27.3% share
Meta AI
11.7% share
OpenAI Search
10.9% share
Parallel Crawler
3.9% share

Device mix

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

Desktop92.6%
Laptops and desktops
Mobile7.4%
Phones and tablets

Rising use cases

Top 3

The use cases gaining AI attention among Data & Infrastructure products this week.

Rising audiences

Top 3

The audiences gaining AI attention among Data & Infrastructure products this week.

Explore signals by lens

Slice AI activity by what products do, who they serve, where they run, and which AI is surfacing them.

Use cases

What people keep asking AI to find products for.

Browse all use cases

Audiences

Who the most-surfaced products are built for.

Browse all audiences

Platforms

Where products ship - web, mobile, CLI, MCP.

Frequently asked questions

It shows how AI assistants, crawlers, and humans are discovering products in Data & Infrastructure 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 & Infrastructure; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

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

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