Lightstep

Because monitoring and observability are better together

FactScore™ 0
VS

Middleware

Full-Stack Cloud Observability

★★★★★ 5.0/5
FactScore™ 42.3

Updated February 2026

Lightstep Middleware
Rating N/A 5.0★
Reviews 0 6
Pros 0 4
FactScore™ 0 42.3

FactScore™ Comparison

FactScore™ weighs both quality (rating) and popularity (reviews) for a fairer ranking than stars alone.

Lightstep FactScore™
👑
42.3
Middleware FactScore™
★ Middleware wins on FactScore™

Pros & Cons

Only in Lightstep — Pros

No unique pros listed

Both tools — Pros

Only in Middleware — Pros

Automated infrastructure alert triage Enhanced operational efficiency Real-time issue detection Self-healing capabilities

Only in Lightstep — Cons

Both tools — Cons

Only in Middleware — Cons

Details

Lightstep Middleware
Categories Observability tools Observability tools
Platforms Web Web
Became Popular November 14, 2017 October 19, 2023
Website lightstep.com middleware.io

Who Should Pick Which?

Choose Lightstep if...

  • No unique pros listed

Choose Middleware if...

  • Automated infrastructure alert triage
  • Enhanced operational efficiency
  • Real-time issue detection

With a FactScore™ of 0 vs 42.3, Middleware leads in community reception. Lightstep uniquely offers No unique pros listed, while Middleware stands out for Automated infrastructure alert triage and Enhanced operational efficiency.

3

What Users Say

Lightstep

No reviews yet

Middleware

G
Gadir Oct 19, 2023
★★★★★

Middleware's AI-powered observability platform appears to be a promising solution for addressing the challenges associated with monitoring complex cloud applications. The ability to consolidate met...

A
Alexandros Oct 19, 2023
★★★★★

That's great! With so many AI application relying on cloud also for the immense amount of data that has to be embedded and called at need, this is a perfect solution! Have to try it out and see if ...

A
Anna Oct 19, 2023
★★★★★

Interesting project, especially interested in the problem detection function based on artificial intelligence. How does the platform differ from other cloud surveillance tools in terms of real-time...

Frequently Asked Questions

Which is better, Lightstep or Middleware?

Based on FactScore™, Middleware leads with a score of 42.3 vs 0. Middleware has a higher rating of 5.0★ compared to N/A★.

What are the pros of Lightstep compared to Middleware?

Lightstep uniquely offers: No unique pros listed.

What are the pros of Middleware compared to Lightstep?

Middleware uniquely offers: Automated infrastructure alert triage, Enhanced operational efficiency, Real-time issue detection, Self-healing capabilities.

Is Lightstep better rated than Middleware?

Lightstep is rated N/A★ from 0 reviews. Middleware is rated 5.0★ from 6 reviews.

What is the FactScore™ of Lightstep and Middleware?

FactScore™ weighs rating and review volume together. Lightstep scores 0 and Middleware scores 42.3.

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