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Middleware

Full-stack observability with AI SRE

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What Middleware is

Middleware is a full-stack observability platform. It monitors applications, infrastructure, logs and real user sessions, uses AI SRE agents to help identify problems, and supports data ingestion control and synthetic checks.

What you can do with it

  • Watch application and infrastructure health
  • Trace problems through logs and sessions
  • Limit what telemetry you ingest
  • Run synthetic checks

Who it is for

  • DevOps and SRE teams
  • Backend teams
  • Cloud-native engineering organisations

What to watch out for

  • Observability only pays off with proper instrumentation, alert classification and incident process; otherwise it produces noise
  • Real user session capture raises privacy and consent questions
  • Ingestion volume drives cost, so controls matter
  • Free data quotas and paid tiers should be confirmed

Pros & cons

✓ What we like

  • Covers metrics, logs and sessions together
  • Ingestion controls for cost
  • AI assistance in triage

! What to watch out for

  • Needs good instrumentation to be useful
  • Session capture privacy questions
  • Cost tied to volume

FAQ

What does it monitor?

Applications, infrastructure, logs and real user sessions.

Can it replace human judgement?

No. It surfaces and correlates; decisions stay with people.

What should I prepare?

Instrumentation, alert categories and an incident process.

Last reviewed: 2026-09-17

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